bibtex
stringlengths 204
2.28k
| bib_dict
dict | author_pub_id
stringlengths 25
25
| num_citations
int64 0
134
| citedby_url
stringlengths 38
81
⌀ | cites_id
listlengths 1
3
⌀ | pub_url
stringlengths 32
277
⌀ | url_related_articles
stringlengths 65
65
⌀ | embedding
listlengths 768
768
| Last Updated
stringdate 2025-06-14 00:00:00
2025-06-15 00:00:00
⌀ | 2015
float64 0
4
⌀ | 2016
float64 0
7
⌀ | 2017
float64 0
12
⌀ | 2018
float64 0
20
⌀ | 2019
float64 0
25
⌀ | 2020
float64 0
15
⌀ | 2021
float64 0
19
⌀ | 2022
float64 0
30
⌀ | 2023
float64 0
31
⌀ | 2024
float64 1
45
⌀ | 2025
float64 1
21
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
@article{agrawal2025adaptivemulti-fidelityreinforcement,
abstract = {Multi-fidelity Reinforcement Learning (RL) frameworks efficiently utilize computational resources by integrating analysis models of varying accuracy and costs. The prevailing methodologies, characterized by transfer learning, human-inspired strategies, control variate techniques, and adaptive sampling, predominantly depend on a structured hierarchy of models. However, this reliance on a model hierarchy can exacerbate variance in policy learning when the underlying models exhibit heterogeneous error distributions across the design space. To address this challenge, this work proposes a novel adaptive multi-fidelity RL framework, in which multiple heterogeneous, non-hierarchical low-fidelity models are dynamically leveraged alongside a high-fidelity model to efficiently learn a high-fidelity policy. Specifically, low-fidelity policies and their experience data are adaptively used for efficient targeted learning, guided by their alignment with the high-fidelity policy. The effectiveness of the approach is demonstrated in an octocopter design optimization problem, utilizing two low-fidelity models alongside a high-fidelity simulator. The results demonstrate that the proposed approach substantially reduces variance in policy learning, leading to improved convergence and consistent high-quality solutions relative to traditional hierarchical multi-fidelity RL methods. Moreover, the framework eliminates the need for manually tuning model usage schedules, which can otherwise introduce significant computational overhead. This positions the framework as an effective variance-reduction strategy for multi-fidelity RL, while also mitigating the computational and …},
author = {Akash Agrawal and Christopher McComb},
citation = {arXiv preprint arXiv:2503.18229, 2025},
journal = {arXiv preprint arXiv:2503.18229},
pub_year = {2025},
title = {Adaptive Multi-Fidelity Reinforcement Learning for Variance Reduction in Engineering Design Optimization}
}
|
{
"ENTRYTYPE": "article",
"ID": "agrawal2025adaptivemulti-fidelityreinforcement",
"abstract": "Multi-fidelity Reinforcement Learning (RL) frameworks efficiently utilize computational resources by integrating analysis models of varying accuracy and costs. The prevailing methodologies, characterized by transfer learning, human-inspired strategies, control variate techniques, and adaptive sampling, predominantly depend on a structured hierarchy of models. However, this reliance on a model hierarchy can exacerbate variance in policy learning when the underlying models exhibit heterogeneous error distributions across the design space. To address this challenge, this work proposes a novel adaptive multi-fidelity RL framework, in which multiple heterogeneous, non-hierarchical low-fidelity models are dynamically leveraged alongside a high-fidelity model to efficiently learn a high-fidelity policy. Specifically, low-fidelity policies and their experience data are adaptively used for efficient targeted learning, guided by their alignment with the high-fidelity policy. The effectiveness of the approach is demonstrated in an octocopter design optimization problem, utilizing two low-fidelity models alongside a high-fidelity simulator. The results demonstrate that the proposed approach substantially reduces variance in policy learning, leading to improved convergence and consistent high-quality solutions relative to traditional hierarchical multi-fidelity RL methods. Moreover, the framework eliminates the need for manually tuning model usage schedules, which can otherwise introduce significant computational overhead. This positions the framework as an effective variance-reduction strategy for multi-fidelity RL, while also mitigating the computational and …",
"author": "Akash Agrawal and Christopher McComb",
"citation": "arXiv preprint arXiv:2503.18229, 2025",
"conference": null,
"journal": "arXiv preprint arXiv:2503.18229",
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Adaptive Multi-Fidelity Reinforcement Learning for Variance Reduction in Engineering Design Optimization",
"volume": null
}
|
0P9w_S0AAAAJ:DJbcl8HfkQkC
| 0 | null | null |
https://arxiv.org/abs/2503.18229
|
/scholar?oi=bibs&hl=en&q=related:7bQ3JuMn-hEJ:scholar.google.com/
|
[
0.0224025659263134,
-0.001698267413303256,
-0.5735712051391602,
0.7298955917358398,
-0.10267166793346405,
0.24150042235851288,
-0.0032306236680597067,
-0.3388158977031708,
0.16713349521160126,
0.29644474387168884,
-0.07851027697324753,
-0.19572432339191437,
-0.18871361017227173,
-0.14832651615142822,
-0.2756761610507965,
-0.06457505375146866,
-0.8515741229057312,
0.21909326314926147,
-0.3534431457519531,
-0.20061297714710236,
-0.2956402003765106,
-0.2224559783935547,
-1.30821692943573,
-0.07783415168523788,
0.48238760232925415,
0.7565094232559204,
-0.3341522812843323,
0.9486885070800781,
0.172003373503685,
-0.08418327569961548,
0.9890771508216858,
0.027003608644008636,
0.48644396662712097,
-0.17344766855239868,
-0.08649750053882599,
0.22005484998226166,
0.05494764819741249,
-0.4946781098842621,
-0.4768424332141876,
0.4383109509944916,
0.049004487693309784,
0.31518658995628357,
1.033865213394165,
-0.21910884976387024,
0.04320184141397476,
-0.193953275680542,
0.21959170699119568,
0.8217079639434814,
0.4762716591358185,
-0.38753315806388855,
0.9339084625244141,
-0.8397308588027954,
0.04899310693144798,
1.082279920578003,
0.41020506620407104,
-0.015384923666715622,
-0.738013505935669,
-0.5643855929374695,
0.14068308472633362,
-0.4834883511066437,
-0.221428781747818,
0.5425233840942383,
0.05112899839878082,
-1.0512787103652954,
1.1490623950958252,
-0.5058179497718811,
0.0672682672739029,
0.7082548141479492,
0.544294536113739,
0.946723222732544,
0.5463510155677795,
-0.8420746326446533,
0.43829506635665894,
0.501979410648346,
0.1266924887895584,
0.8978890180587769,
0.12684966623783112,
1.3120170831680298,
-0.8193715810775757,
-0.2575201988220215,
0.7180370092391968,
0.12917639315128326,
0.13219314813613892,
-0.7031968832015991,
0.5940073728561401,
0.5357059240341187,
0.12880180776119232,
0.2601259648799896,
-0.41016697883605957,
0.7401129603385925,
0.4380054175853729,
0.5805417895317078,
-0.408254474401474,
0.6008471846580505,
0.30482107400894165,
0.23690903186798096,
-0.20239819586277008,
0.2435629814863205,
-0.28532516956329346,
0.7002355456352234,
0.019316071644425392,
0.8159430623054504,
-0.6079381108283997,
0.21719253063201904,
1.316562294960022,
-0.1804337203502655,
0.266329288482666,
-0.506245493888855,
-0.046604979783296585,
-0.5074344873428345,
0.8933510184288025,
-0.7527510523796082,
-0.018355922773480415,
-0.34815800189971924,
-0.8691359162330627,
-0.04129185527563095,
-0.6262176036834717,
0.08209342509508133,
-0.586732804775238,
0.36008569598197937,
0.029356803745031357,
-0.2189556062221527,
-0.2878832519054413,
0.6764194369316101,
-0.4844793379306793,
0.3428437411785126,
0.01785217970609665,
-0.2957395911216736,
0.2487252950668335,
-0.5299462080001831,
-0.683526337146759,
-0.6343556046485901,
-0.19250953197479248,
-0.0981818214058876,
0.42869463562965393,
0.008493810892105103,
-1.3183337450027466,
-1.1484289169311523,
-1.1262978315353394,
1.2665561437606812,
0.05780268460512161,
0.29253020882606506,
1.3399637937545776,
0.2668229043483734,
-0.21451985836029053,
1.0718574523925781,
-0.026025859639048576,
-0.08708753436803818,
0.15793174505233765,
-0.09489399194717407,
0.6931905150413513,
-0.11447940021753311,
-1.0371851921081543,
0.3833857774734497,
0.29400402307510376,
-0.6365946531295776,
-0.9665414094924927,
-0.7881461977958679,
-0.7511066794395447,
-0.35922086238861084,
0.17012396454811096,
-0.8407301902770996,
1.08817720413208,
0.1422804892063141,
-1.4992194175720215,
-0.561330258846283,
0.5827512145042419,
0.8471679091453552,
0.7946106195449829,
0.06848389655351639,
-0.6435090899467468,
-0.33776146173477173,
-0.16617628931999207,
-0.47659000754356384,
0.2325618714094162,
-0.8573770523071289,
0.02731899358332157,
0.38137978315353394,
-0.2961590886116028,
-0.580223798751831,
-0.07222931832075119,
0.3628062605857849,
0.10272318124771118,
-0.4238172173500061,
-0.2880866229534149,
0.5576324462890625,
-0.893576443195343,
-0.07911007106304169,
0.04415721818804741,
-0.2837170362472534,
0.7051934599876404,
-0.1797567754983902,
1.2983158826828003,
-0.43861255049705505,
-0.7001553773880005,
0.48498615622520447,
-0.5262264013290405,
-0.06972066313028336,
-0.4663768708705902,
0.8850931525230408,
-0.48806774616241455,
0.06044408679008484,
-0.2542395293712616,
-0.19376899302005768,
-0.10394284874200821,
-0.35389426350593567,
-0.33793336153030396,
-0.4081568717956543,
0.06706632673740387,
0.6742058992385864,
-1.023224115371704,
0.3402143716812134,
0.601351261138916,
0.22044314444065094,
-0.953388512134552,
1.4215511083602905,
-0.17042537033557892,
0.6617456674575806,
-0.5778778195381165,
-0.03794974088668823,
0.017176125198602676,
-0.3077581524848938,
0.5568177103996277,
-0.30200284719467163,
0.3517724573612213,
-0.21893823146820068,
-0.8273951411247253,
1.050623893737793,
-0.8157053589820862,
0.1375795602798462,
0.16604949533939362,
-0.41300666332244873,
0.19595205783843994,
0.6186469197273254,
0.5603640675544739,
-0.6002945899963379,
0.561601459980011,
0.057237669825553894,
-0.8624777793884277,
-0.008749120868742466,
0.230281800031662,
0.6898860335350037,
-0.6486212611198425,
0.6809344291687012,
0.38178786635398865,
-0.4931974411010742,
0.5347644090652466,
-0.20910899341106415,
0.42143410444259644,
0.6930414438247681,
0.4164508581161499,
-0.27790695428848267,
-0.05975084751844406,
-1.117948055267334,
0.15056824684143066,
0.3710780441761017,
0.38709384202957153,
0.37560218572616577,
0.08705990761518478,
-0.8545848727226257,
-0.616155207157135,
-0.447689950466156,
0.7516013383865356,
0.8778309226036072,
0.0063001494854688644,
0.03000422567129135,
-0.1773817390203476,
-0.46144911646842957,
0.5090344548225403,
0.05053570866584778,
-0.5899761915206909,
-0.6708035469055176,
-0.49135899543762207,
-0.7345604300498962,
0.25501883029937744,
0.5786669850349426,
0.5207986235618591,
-0.25114497542381287,
-0.277852863073349,
0.07363668829202652,
1.0369045734405518,
-0.13788174092769623,
-0.32277122139930725,
0.35236120223999023,
-0.04697053134441376,
-0.13829383254051208,
0.18066555261611938,
0.003902660682797432,
0.23278185725212097,
-0.9884693026542664,
0.8273518681526184,
-0.49437132477760315,
-0.6150131821632385,
0.4437345862388611,
0.811137318611145,
-0.547002911567688,
-0.7769733667373657,
-0.49409735202789307,
0.3983311355113983,
-0.321686327457428,
-0.3603714108467102,
-0.0022619138471782207,
0.0879194438457489,
0.659997284412384,
-0.33891427516937256,
-0.36299780011177063,
0.4597194492816925,
0.7185900211334229,
0.32054099440574646,
-0.2388967126607895,
0.1677820235490799,
-0.3447076380252838,
1.3611738681793213,
0.2046525627374649,
-0.9772011637687683,
0.1961856186389923,
-1.2870525121688843,
-0.03894216567277908,
0.9409447908401489,
-0.7379730939865112,
-0.1992342621088028,
-1.192211389541626,
0.5273985266685486,
-0.3602258563041687,
-0.3337915241718292,
0.06802577525377274,
0.4207964837551117,
-0.639864981174469,
0.29973888397216797,
-0.22088941931724548,
0.5366017818450928,
0.19128820300102234,
0.15659046173095703,
-0.6445273160934448,
-0.4494447112083435,
-0.43160131573677063,
0.2846750020980835,
-0.4279172122478485,
0.11742157489061356,
-0.2555824816226959,
-0.19185592234134674,
0.27630648016929626,
0.266512393951416,
-0.9647283554077148,
-0.1797158271074295,
-0.2404705137014389,
-1.1229956150054932,
-0.44415217638015747,
-0.30897170305252075,
-0.17619550228118896,
-0.1411432921886444,
0.1462845802307129,
-0.3949090540409088,
-1.089502215385437,
-1.181414246559143,
-0.9287068843841553,
-0.39997783303260803,
-1.6854220628738403,
-0.0435984842479229,
0.07192296534776688,
-0.7290576696395874,
-0.5372814536094666,
0.05171888694167137,
-0.41434815526008606,
0.8356350660324097,
0.015664050355553627,
0.8101049661636353,
0.7727220058441162,
-0.695197343826294,
-0.15361805260181427,
0.672908365726471,
0.3770066499710083,
-0.0338883213698864,
0.4382207691669464,
-0.3839646279811859,
-0.38208046555519104,
-0.3850497603416443,
-0.5037535429000854,
-0.1768507957458496,
0.28016093373298645,
0.7744680047035217,
-0.04083448275923729,
-0.22389346361160278,
-0.041192106902599335,
1.6139633655548096,
-0.2940101623535156,
-0.38987836241722107,
0.2459082454442978,
0.824731707572937,
0.317611426115036,
0.4679604768753052,
1.2010418176651,
-0.5807104110717773,
0.7503420114517212,
0.10763421654701233,
-0.25596192479133606,
0.039756618440151215,
-0.8737529516220093,
0.023740218952298164,
1.109883427619934,
0.3000320792198181,
0.4387679696083069,
-0.8937097191810608,
0.46263933181762695,
-1.0094584226608276,
-0.2411564439535141,
0.9199150204658508,
0.8522573113441467,
0.22226420044898987,
-0.21066008508205414,
-0.3180648982524872,
-0.03214326500892639,
0.5500528216362,
0.13342104852199554,
-0.2569939196109772,
-0.935795247554779,
0.708833634853363,
0.45020806789398193,
0.25634387135505676,
0.9606781005859375,
0.013157297857105732,
-0.13813340663909912,
15.266722679138184,
0.686164915561676,
0.23021286725997925,
0.26763835549354553,
0.5607375502586365,
0.4410848021507263,
-0.6498780846595764,
-0.07386313378810883,
-0.7938475608825684,
0.17956504225730896,
1.1232985258102417,
0.08368603140115738,
0.3971371650695801,
0.32336559891700745,
0.0454636886715889,
-0.10915610939264297,
-0.0882926732301712,
0.21436944603919983,
0.13800863921642303,
-1.2195490598678589,
0.5234236121177673,
0.10295504331588745,
0.8273422122001648,
-0.34171247482299805,
0.6492478847503662,
0.8540599346160889,
0.6372824311256409,
-0.22856679558753967,
0.4306885302066803,
0.26295503973960876,
1.0872578620910645,
-0.8055145144462585,
0.11954645812511444,
0.443526953458786,
-1.1007311344146729,
-0.38631969690322876,
0.05273144692182541,
-1.0286723375320435,
0.5380534529685974,
-0.031646206974983215,
-0.7038961052894592,
0.008179576136171818,
-0.053822603076696396,
0.00511219771578908,
0.7303285002708435,
0.277247816324234,
-0.4382691979408264,
0.35700324177742004,
0.07251377403736115,
-0.23152729868888855,
-0.12214036285877228,
0.1110861524939537,
0.3014284670352936,
-0.6819904446601868,
-0.3751954436302185,
-0.20695888996124268,
0.522459089756012,
0.2841958999633789,
-0.05119575560092926,
-0.5508469343185425,
-0.4618505835533142,
0.04630063474178314,
-0.06739438325166702,
0.5609915852546692,
1.0351500511169434,
0.3882450461387634,
-0.04794344678521156,
-0.3567999303340912,
0.661480188369751,
0.6043795943260193,
-0.4991946816444397,
-0.22527185082435608,
0.9696542024612427,
-0.14223352074623108,
-0.4601404368877411,
0.41231781244277954,
-0.6757557988166809,
-0.14557798206806183,
-0.8170580863952637,
-0.4839136004447937,
0.04697362333536148,
-0.7635276317596436,
-1.0034611225128174,
0.5791304707527161,
-0.20315136015415192,
-0.5759643316268921,
-0.14161036908626556,
-0.6962828636169434,
0.14364178478717804,
0.23631134629249573,
-0.8263809680938721,
-0.29909729957580566,
0.4374033808708191,
-0.948403537273407,
-0.44769716262817383,
-0.3203663229942322,
0.7713561058044434,
0.08221304416656494,
-0.5654661059379578,
0.13430169224739075,
0.44752487540245056,
-0.34575584530830383,
-0.04209306091070175,
-0.5020942687988281,
0.5057697296142578,
0.42253604531288147,
-1.0264666080474854,
0.1250973790884018,
0.3653828501701355,
-0.19394561648368835,
-0.7574235796928406,
-0.2831912934780121,
-0.580551028251648,
-0.6534217596054077,
0.0559287890791893,
-0.6659954190254211,
-0.9776890873908997,
-0.2808535397052765,
0.34454086422920227,
-0.2164006233215332,
0.43900012969970703,
-0.20506714284420013,
0.21052736043930054,
-0.40740102529525757,
-1.0026503801345825,
0.3747517168521881,
0.14637312293052673,
-0.8431623578071594,
-0.235303595662117,
-0.40283235907554626,
0.23123995959758759,
-1.026119589805603,
-1.0052287578582764,
0.45178669691085815,
0.46746426820755005,
-0.2817758023738861,
1.0103559494018555,
-0.630730390548706,
0.4257916212081909,
0.42153552174568176,
0.3225993514060974,
-0.9531431794166565,
-0.6748117208480835,
-1.0303527116775513,
0.024011166766285896,
0.04859396070241928,
0.32890352606773376,
-0.20665214955806732,
0.4540061056613922,
0.6519923210144043,
0.08071056753396988,
-0.777557909488678,
-0.5605583786964417,
0.11130594462156296,
-0.3050444722175598,
-0.39976757764816284,
0.29412102699279785,
-0.28936466574668884,
-0.15382008254528046,
-0.2647164762020111,
0.21292723715305328,
0.9358009099960327,
-0.06231812387704849,
-0.551818311214447,
0.20917996764183044,
0.22592385113239288,
-0.35089439153671265,
-0.32226043939590454,
-0.22670915722846985,
-0.8847427368164062,
-0.2198302447795868,
-0.6484551429748535,
0.19254228472709656,
-0.995629072189331,
-0.7266297936439514,
0.15293145179748535,
-0.6220294833183289,
-0.3478794991970062,
0.4074383080005646,
-0.574072539806366,
-0.9125229120254517,
-0.4900057017803192,
-0.3384881019592285,
1.259211540222168,
1.2639365196228027,
-0.6250641345977783,
0.0621548555791378,
-0.126235231757164,
0.3466376066207886,
0.0953940898180008,
0.3669716417789459,
-0.30575448274612427,
-0.6005427837371826,
-0.6859856843948364,
0.054509177803993225,
0.014432808384299278,
-0.19041955471038818,
-1.0336993932724,
0.3075334429740906,
-0.18838860094547272,
0.4908595085144043,
0.07640485465526581,
-0.11886728554964066,
-1.473490834236145,
0.11171294748783112,
0.5705016255378723,
-0.47820985317230225,
0.3315166234970093,
0.45070937275886536,
-0.24716347455978394,
-0.06709441542625427,
0.9477882385253906,
0.49673840403556824,
-0.7451615929603577,
-0.1386653482913971,
0.4061819911003113,
-1.147170066833496,
-0.012217962183058262,
0.2648704946041107,
-0.1503341943025589,
-0.6243401765823364,
0.07809417694807053,
-0.031169183552265167,
0.3265904486179352,
-0.033754535019397736,
0.8729671835899353,
0.6287742853164673,
-1.7321977615356445,
0.4028053879737854,
0.7946488857269287,
-0.2177448719739914,
-0.41935622692108154,
0.6201449036598206,
0.2249581664800644,
-0.17317426204681396,
0.1913236379623413,
-0.2314944863319397,
0.2953926920890808,
-0.1566592901945114,
-0.021253526210784912,
0.8447761535644531,
-0.5973113179206848,
0.6494408249855042,
0.7037602663040161,
-0.38454315066337585,
-0.8763459324836731,
0.23050571978092194,
-0.4705694615840912,
-0.20043180882930756,
-0.5559012293815613,
0.3503791391849518,
0.6136579513549805,
-0.06649771332740784,
0.22410902380943298,
-0.29641446471214294,
0.5090859532356262,
-0.4159913659095764,
-0.39071938395500183,
0.2266412228345871,
-0.2850198447704315,
0.22100429236888885,
0.7869510054588318,
0.29908236861228943,
-0.7739578485488892,
-1.229803442955017,
0.20060457289218903,
-0.23988308012485504,
-0.7529907822608948,
0.31023702025413513,
-0.6387994289398193,
-0.7266684174537659,
0.40871116518974304,
1.2239017486572266,
-0.1413675844669342,
0.3212665021419525,
-0.6316531896591187,
-0.1637081652879715,
0.04169655963778496,
0.9035897254943848,
-1.0121197700500488,
0.06115885078907013,
0.7011497616767883,
1.5714635848999023,
-0.4236719012260437,
0.7076539993286133,
-0.06422289460897446,
-0.9355615377426147,
0.7999303936958313,
0.9281337857246399,
-0.316373735666275,
0.7995226383209229,
0.16607336699962616,
-0.0035148393362760544,
0.3176718056201935,
-0.7261308431625366,
-0.12567226588726044,
1.0077847242355347,
1.1163177490234375,
0.4137505888938904,
0.2940399646759033,
0.18678613007068634,
0.8202961683273315,
0.6517069935798645,
0.33349549770355225,
0.6753841638565063,
0.9560084939002991,
0.06489911675453186,
-0.35554414987564087,
-0.08856607973575592,
0.754612147808075,
-0.3846677541732788,
0.33105042576789856,
0.4959432780742645,
0.4615205228328705,
-0.2998489439487457,
0.24428746104240417,
0.26015517115592957,
-0.5329991579055786,
1.0047721862792969,
-0.7570032477378845,
0.3972400426864624,
-0.1907137930393219,
-0.5043330788612366,
0.21689186990261078,
-0.5322956442832947,
-0.6616137027740479,
0.23301714658737183,
-0.201512411236763,
-0.21872667968273163,
-0.048989176750183105,
0.20611920952796936,
0.5858677625656128,
-0.015183962881565094,
0.532242476940155,
0.6936203241348267,
0.8415831327438354,
0.3403605818748474,
-0.7029898166656494,
-0.6313878893852234,
-0.5812183022499084,
-0.15461444854736328,
-0.8832859396934509,
0.017354488372802734,
-1.0982778072357178,
-0.3969044089317322,
-1.1185654401779175
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{ahmed2025designbydata:,
abstract = {This special issue of the Journal of Mechanical Design showcases a collection of research articles focused on the crucial role of datasets in advancing the field of engineering design. Through these articles, we aim to underline the transformative impact of data-driven methods, which have reshaped numerous domains, and show their potential to reshape engineering design. However, the adoption of these methods in engineering faces hurdles such as the scarcity of high-quality diverse datasets. This editorial not only highlights these challenges but also offers recommendations for developing impactful design datasets and outlines a vision for their systematic use. To ensure transparency and facilitate effective utilization of these datasets, we advocate for the adoption of a standardized datasheet for design datasets in engineering design research.},
author = {Faez Ahmed and Cyril Picard and Wei Chen and Christopher Mccomb and Pingfeng Wang and Ikjin Lee and Tino Stankovic and Douglas Allaire and Stefan Menzel},
citation = {Journal of Mechanical Design, 1-8, 2025},
journal = {Journal of Mechanical Design},
pages = {1-8},
pub_year = {2025},
title = {Design by Data: Cultivating Datasets for Engineering Design}
}
|
{
"ENTRYTYPE": "article",
"ID": "ahmed2025designbydata:",
"abstract": "This special issue of the Journal of Mechanical Design showcases a collection of research articles focused on the crucial role of datasets in advancing the field of engineering design. Through these articles, we aim to underline the transformative impact of data-driven methods, which have reshaped numerous domains, and show their potential to reshape engineering design. However, the adoption of these methods in engineering faces hurdles such as the scarcity of high-quality diverse datasets. This editorial not only highlights these challenges but also offers recommendations for developing impactful design datasets and outlines a vision for their systematic use. To ensure transparency and facilitate effective utilization of these datasets, we advocate for the adoption of a standardized datasheet for design datasets in engineering design research.",
"author": "Faez Ahmed and Cyril Picard and Wei Chen and Christopher Mccomb and Pingfeng Wang and Ikjin Lee and Tino Stankovic and Douglas Allaire and Stefan Menzel",
"citation": "Journal of Mechanical Design, 1-8, 2025",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": "1-8",
"pub_year": 2025,
"publisher": null,
"title": "Design by Data: Cultivating Datasets for Engineering Design",
"volume": null
}
|
0P9w_S0AAAAJ:dBIO0h50nwkC
| 0 | null | null |
https://asmedigitalcollection.asme.org/mechanicaldesign/article/doi/10.1115/1.4067871/1212567
|
/scholar?oi=bibs&hl=en&q=related:P0alnX32MZQJ:scholar.google.com/
|
[
-0.26566049456596375,
0.036837778985500336,
-0.4721110165119171,
0.31680601835250854,
0.14436116814613342,
-0.3767792284488678,
-0.0910877212882042,
-0.3573589324951172,
0.031721457839012146,
0.21976058185100555,
0.45540452003479004,
0.1331903487443924,
-0.4862055778503418,
-0.3318839371204376,
-0.4968617856502533,
-0.12518008053302765,
-0.7215911746025085,
0.46186843514442444,
-0.22736378014087677,
-0.26708921790122986,
-0.06517816334962845,
0.26605838537216187,
-1.3402915000915527,
0.01870630495250225,
-0.012906910851597786,
0.9752633571624756,
-0.19711242616176605,
0.8493466377258301,
0.07234466075897217,
-0.03077252022922039,
0.9185020923614502,
0.08047892898321152,
0.5882415771484375,
0.05710473284125328,
-0.02572905831038952,
-0.08232288062572479,
0.4622194766998291,
-0.9980186820030212,
-0.5865786075592041,
0.028496939688920975,
-0.01676749438047409,
-0.21439938247203827,
0.8750284314155579,
-0.4060695171356201,
-0.2445642352104187,
0.3137066960334778,
0.6843898296356201,
0.2751009166240692,
0.7088854908943176,
-0.5167239904403687,
1.7151272296905518,
-1.3109029531478882,
0.6141824722290039,
0.9013628959655762,
0.45421597361564636,
-0.26288866996765137,
-0.8188501596450806,
-0.5045820474624634,
-0.5779661536216736,
-0.4953126907348633,
-0.6552925705909729,
0.2748020589351654,
0.8136018514633179,
-1.130487084388733,
0.7940876483917236,
-0.07707874476909637,
-0.09613306820392609,
0.3799667954444885,
0.1830563247203827,
0.8337243795394897,
0.42240843176841736,
-0.8779665231704712,
0.4819363057613373,
0.28461939096450806,
0.36999407410621643,
0.5231285095214844,
0.354509174823761,
0.8787141442298889,
-0.8259698748588562,
-0.09782183170318604,
0.9770200848579407,
-0.13460786640644073,
0.1252170205116272,
-0.9138998985290527,
-0.021047521382570267,
0.5815593600273132,
-0.02753536030650139,
0.30093029141426086,
-0.3706807792186737,
0.7017859816551208,
0.14363139867782593,
0.5332691669464111,
-0.6900757551193237,
0.723114013671875,
-0.25087210536003113,
0.7233756184577942,
-0.39265090227127075,
0.3376108407974243,
0.2857714593410492,
0.7423757314682007,
0.3064120411872864,
0.3318774402141571,
-0.3137590289115906,
0.41327419877052307,
1.2047340869903564,
-0.05734402313828468,
0.25047361850738525,
-0.534604012966156,
0.4750945270061493,
0.2915690243244171,
0.9617242217063904,
-0.8205239176750183,
-0.3603561818599701,
0.15600831806659698,
-0.5833743214607239,
-0.2775587737560272,
-0.4026517868041992,
-0.12196789681911469,
-0.6717390418052673,
0.02445492148399353,
-0.00295774033293128,
-0.7589185833930969,
-0.18956173956394196,
0.8681168556213379,
0.4686587154865265,
-0.11717475205659866,
-0.3028143644332886,
-0.017952080816030502,
0.6212267875671387,
-0.07765676081180573,
-0.5247030854225159,
-0.22844603657722473,
0.22638057172298431,
-0.28791069984436035,
0.2722402811050415,
0.07179058343172073,
-1.3680894374847412,
-1.3072187900543213,
-1.2467339038848877,
0.48927709460258484,
-0.12774012982845306,
0.3568066358566284,
1.2572021484375,
0.21801933646202087,
-0.25457650423049927,
0.7911841869354248,
0.22453820705413818,
0.048237089067697525,
0.21785832941532135,
0.020796246826648712,
0.2850710153579712,
0.007795711513608694,
-0.48892906308174133,
-0.03588366508483887,
0.4175329804420471,
-0.8786045908927917,
-0.5952250361442566,
-0.45116615295410156,
-0.8181764483451843,
-0.2866491377353668,
0.6414881348609924,
-0.44855281710624695,
0.9482487440109253,
0.5486534833908081,
-1.0959349870681763,
0.2200997769832611,
0.6540147066116333,
0.8318514823913574,
0.5541185140609741,
-0.18130579590797424,
-0.759835422039032,
-0.45944321155548096,
-0.2656260132789612,
-0.4382118880748749,
-0.05176977440714836,
-1.1240969896316528,
0.5022991895675659,
0.2610628604888916,
-0.13569031655788422,
-1.2097630500793457,
-0.5955691337585449,
0.7493265867233276,
-0.02176477387547493,
-0.6052985787391663,
0.26638063788414,
0.453299880027771,
-0.37418049573898315,
0.46329307556152344,
-0.6526633501052856,
-0.1445539891719818,
0.9927495718002319,
-0.23575998842716217,
1.7392773628234863,
-0.4164696931838989,
-0.7889191508293152,
0.42597803473472595,
0.06855859607458115,
-0.21135276556015015,
-0.11439554393291473,
1.332898736000061,
-0.7628304362297058,
0.27807921171188354,
-0.1227286159992218,
-0.1215532198548317,
-0.01737949065864086,
-0.3263379633426666,
-0.29203489422798157,
-0.29031696915626526,
-0.06712671369314194,
1.107512354850769,
-0.3324677348136902,
0.20377624034881592,
0.7572076320648193,
-0.42693978548049927,
-0.6122756600379944,
1.1773097515106201,
-0.4788288474082947,
0.20616230368614197,
-0.630831778049469,
0.6177328824996948,
0.4490916430950165,
0.19983671605587006,
0.5420679450035095,
-0.8161157369613647,
-0.2698025405406952,
0.10617120563983917,
-1.6764605045318604,
1.3034104108810425,
-0.45298734307289124,
0.23868224024772644,
0.316812127828598,
-0.592621922492981,
0.46158093214035034,
0.6263418197631836,
0.8169819116592407,
-0.6359080076217651,
0.9227679371833801,
0.48804229497909546,
-0.5520106554031372,
-0.25880855321884155,
0.16579517722129822,
0.8249346613883972,
-0.8005788922309875,
0.713927149772644,
0.41726258397102356,
-0.7171318531036377,
0.670269787311554,
-0.31807002425193787,
0.3391832709312439,
0.4744459092617035,
0.315981388092041,
-0.3476243019104004,
0.15569645166397095,
-0.2610507309436798,
0.023388221859931946,
-0.09278944134712219,
1.1476662158966064,
1.0690226554870605,
-0.013980057090520859,
-1.1631360054016113,
-0.7400735020637512,
-0.2708742022514343,
0.736808717250824,
0.7376564741134644,
-0.03057216852903366,
-0.3820781409740448,
-0.56014484167099,
-0.5716443657875061,
0.747504711151123,
-0.00296200392767787,
-0.6959348917007446,
0.03540406376123428,
-0.7258557081222534,
-0.601030707359314,
0.29676151275634766,
0.7996086478233337,
0.4726496636867523,
-0.49467840790748596,
-0.48249369859695435,
0.20876117050647736,
0.9775215983390808,
-0.011088847182691097,
-0.19836945831775665,
0.13850119709968567,
-0.34735095500946045,
-0.9451332092285156,
0.16040495038032532,
-0.5333307385444641,
0.24877306818962097,
-0.5632598996162415,
1.0707688331604004,
-0.08197341859340668,
-0.8178999423980713,
0.1782163679599762,
0.9365284442901611,
-0.6460906863212585,
-0.7965118288993835,
-0.40832018852233887,
0.2274327576160431,
-0.6978540420532227,
-0.18971697986125946,
-0.13639265298843384,
0.026528511196374893,
1.128282904624939,
-0.7517517805099487,
-0.3127737045288086,
0.27648788690567017,
0.23337814211845398,
0.5954918265342712,
0.011717901565134525,
0.28570985794067383,
-0.7295013666152954,
0.8428571820259094,
0.029827781021595,
-0.8231168985366821,
0.19862127304077148,
-0.9531795382499695,
-0.13914258778095245,
0.48567917943000793,
-0.5808089375495911,
-0.028247948735952377,
-0.8067883253097534,
0.8084219694137573,
0.06025063246488571,
-0.7103450894355774,
0.7047591805458069,
0.12363982200622559,
-0.33565449714660645,
0.3025265038013458,
-0.6588453650474548,
0.3958479166030884,
-0.7080669403076172,
0.2772645652294159,
-0.07773430645465851,
0.1956726312637329,
-0.29982060194015503,
0.2788164019584656,
-0.31450286507606506,
0.20162400603294373,
-0.38632646203041077,
0.2116716504096985,
0.03209170326590538,
-0.5309914350509644,
-0.8323667049407959,
-0.4089832305908203,
-0.32778236269950867,
-0.8777638077735901,
-0.2890808880329132,
-0.47132235765457153,
0.08608610183000565,
-0.6221342086791992,
-0.09851977974176407,
-0.23498420417308807,
-0.979171633720398,
-0.9335092306137085,
-0.7660689949989319,
-0.4871269762516022,
-0.8990645408630371,
0.3143352270126343,
-0.22730974853038788,
-0.7625232934951782,
-0.26797839999198914,
0.18225252628326416,
-0.0495169535279274,
0.4006724953651428,
0.46366584300994873,
0.786469042301178,
0.2900318205356598,
-0.24345670640468597,
-0.5246950387954712,
0.41600024700164795,
0.48567116260528564,
0.2632308006286621,
0.9609602093696594,
0.029224414378404617,
0.423746258020401,
-0.24813978374004364,
-0.5425556898117065,
-0.4670969545841217,
-0.09076958894729614,
0.6183395385742188,
0.10948681831359863,
-0.32238709926605225,
-0.3095502257347107,
1.5816730260849,
-0.48443567752838135,
0.1829076111316681,
-0.10154502838850021,
1.1151444911956787,
0.7655037045478821,
0.2012767195701599,
0.9914523363113403,
-0.4210110902786255,
0.8739110827445984,
-0.010870014317333698,
-0.19992037117481232,
-0.715370774269104,
-0.595282256603241,
-0.32392826676368713,
1.0355974435806274,
0.24053312838077545,
0.00012116342986701056,
-1.1456003189086914,
0.7213828563690186,
-1.1303609609603882,
0.300889253616333,
-0.1486617773771286,
0.7164188027381897,
0.539370059967041,
-0.02985871024429798,
-0.06545276939868927,
0.6456100940704346,
0.2581712603569031,
-0.39620694518089294,
-0.1221439391374588,
-0.48952409625053406,
0.2368243783712387,
0.8051548004150391,
0.12396596372127533,
0.18303987383842468,
0.16542436182498932,
-0.4217335283756256,
15.158524513244629,
0.8866055011749268,
0.42714640498161316,
-0.2155279517173767,
0.3967069685459137,
0.4063701927661896,
-0.7880946397781372,
0.1667875498533249,
-0.47258260846138,
0.3366810083389282,
0.9678797125816345,
0.2777559161186218,
0.19818200170993805,
0.7498554587364197,
0.13589632511138916,
-0.3657311201095581,
-0.24840408563613892,
0.30294421315193176,
-0.022126825526356697,
-1.4563407897949219,
0.15705320239067078,
0.645719587802887,
0.8971144556999207,
-0.4691256880760193,
0.13013599812984467,
0.039528440684080124,
0.41064149141311646,
-0.27268943190574646,
0.6732562184333801,
0.3791472613811493,
1.2623814344406128,
-0.3313151001930237,
0.1975497603416443,
0.24175505340099335,
-1.2392289638519287,
-0.5314934253692627,
-0.04831400513648987,
-1.1979150772094727,
0.7442062497138977,
0.550378143787384,
-1.0053257942199707,
-0.0975043922662735,
-0.27616339921951294,
0.3012621998786926,
0.2344413846731186,
0.05628677085042,
-0.07465647161006927,
0.543980598449707,
-0.26733022928237915,
-0.03882250562310219,
-0.6171595454216003,
0.10504724830389023,
0.014555365778505802,
-0.6153448820114136,
-0.21056579053401947,
-0.2749255299568176,
0.4181080162525177,
0.4385809898376465,
-0.3666267395019531,
-0.2813422679901123,
-0.5304300785064697,
-0.2910507321357727,
-0.40239277482032776,
0.7645630240440369,
0.40160778164863586,
0.770002543926239,
-0.20589828491210938,
-0.357709139585495,
0.09585073590278625,
0.14664627611637115,
-0.1535622626543045,
-0.13059797883033752,
0.5795696973800659,
0.6686307191848755,
-0.22027695178985596,
-0.21073254942893982,
-1.315976858139038,
0.22053201496601105,
-0.5531984567642212,
-0.007065478712320328,
0.28280189633369446,
-0.8151759505271912,
-1.2472774982452393,
0.020023971796035767,
0.15917515754699707,
-0.8897729516029358,
-0.02006210759282112,
-1.2750736474990845,
0.28008678555488586,
0.3510667383670807,
-0.3390640318393707,
-0.7625048160552979,
0.049591995775699615,
-0.5920807123184204,
-0.43441271781921387,
0.0943913459777832,
0.8669409155845642,
0.07483646273612976,
-0.5826445817947388,
-0.21681194007396698,
0.41735073924064636,
0.2858502268791199,
-0.08638779073953629,
-0.45756494998931885,
0.9042801260948181,
-0.2833678126335144,
-0.2952709496021271,
-0.031383104622364044,
-0.074847012758255,
-0.5406771898269653,
-1.0752125978469849,
0.3004009425640106,
-0.38908302783966064,
-1.2473371028900146,
0.15474313497543335,
-0.9983832836151123,
-0.7114516496658325,
-0.3105604350566864,
0.08971560001373291,
-0.42128583788871765,
0.4751059114933014,
-0.4971819519996643,
0.16623751819133759,
-0.1134151741862297,
-1.0637075901031494,
0.06357220560312271,
0.9019057154655457,
-0.636837363243103,
-0.5962786078453064,
-0.15972864627838135,
-0.0959286019206047,
-0.6903437376022339,
-1.143652319908142,
0.42483723163604736,
0.711005687713623,
-0.19416460394859314,
1.2793915271759033,
-0.46694788336753845,
0.9409653544425964,
0.3572317063808441,
-0.25574904680252075,
-0.5195455551147461,
-0.40799060463905334,
-0.6767393350601196,
-0.19087328016757965,
0.4461618661880493,
0.6130955815315247,
-0.07908675074577332,
0.6659517884254456,
1.0941944122314453,
0.2489124834537506,
-0.5158661007881165,
-0.3583161234855652,
-0.02004394121468067,
-0.1123846098780632,
-0.33499422669410706,
0.4965413212776184,
-0.2794651389122009,
-0.507312536239624,
-0.17660199105739594,
0.48474442958831787,
0.20640280842781067,
-0.2722393572330475,
-0.07605810463428497,
0.7146930694580078,
-0.655087947845459,
-0.042894814163446426,
-0.4216434955596924,
-0.12144463509321213,
-0.9234119653701782,
-0.3560953140258789,
-0.5885458588600159,
0.18732953071594238,
-1.1453921794891357,
-0.5975992679595947,
-0.02619333006441593,
-0.26239529252052307,
-0.49138596653938293,
0.8354352712631226,
-0.45259615778923035,
-1.4356164932250977,
-0.20972777903079987,
0.162838414311409,
0.54706209897995,
1.1119076013565063,
-0.29325228929519653,
-0.11048875004053116,
-0.3765658438205719,
-0.002284757327288389,
0.043637972325086594,
0.1919517070055008,
-0.1909722089767456,
-0.8342365026473999,
-0.6116666793823242,
0.3024523854255676,
-0.30004218220710754,
-0.326535701751709,
-0.7556428909301758,
0.49668529629707336,
-0.38631999492645264,
0.2177632749080658,
-0.21863651275634766,
-0.12859487533569336,
-1.5019365549087524,
0.554405927658081,
0.2155171036720276,
-0.07655196636915207,
-0.1235978752374649,
0.05560664087533951,
-0.8180657625198364,
-0.11147484183311462,
0.36073940992355347,
-0.25048330426216125,
-0.6195508241653442,
-0.27239736914634705,
0.2657650411128998,
-0.4251609444618225,
-0.21810990571975708,
0.4268784821033478,
-0.855383038520813,
-0.5396567583084106,
0.1309700608253479,
0.06215311586856842,
0.296945184469223,
0.20219701528549194,
0.8976778984069824,
0.3836890459060669,
-1.5610698461532593,
0.17636147141456604,
0.826139509677887,
-0.15300767123699188,
-0.2390027493238449,
0.3330538868904114,
-0.1394347995519638,
-0.433525949716568,
0.0858524963259697,
-0.39534908533096313,
0.3800835907459259,
-0.39524444937705994,
0.2166287750005722,
0.022829758003354073,
-0.10009869188070297,
0.05188462883234024,
0.7099010348320007,
-0.6443290114402771,
-0.6238810420036316,
-0.2369275838136673,
-1.0032553672790527,
-0.4486706852912903,
0.010501828044652939,
0.24474889039993286,
0.8340153098106384,
0.04652401804924011,
-0.1955750286579132,
-0.3729720115661621,
0.7046284675598145,
0.1505911946296692,
-0.4285982847213745,
0.7049384713172913,
0.0746125653386116,
0.2936495840549469,
0.7911384105682373,
0.3851900100708008,
-0.21226947009563446,
-1.005111813545227,
0.14213962852954865,
0.07189202308654785,
-0.818173885345459,
-0.1602165251970291,
-0.6582446098327637,
-0.9771287441253662,
0.2314406931400299,
0.5835669040679932,
0.5327391028404236,
0.1961890161037445,
0.00022211077157408,
0.5742007493972778,
0.02374257892370224,
0.7414683103561401,
-1.0679408311843872,
0.1702684909105301,
0.31200429797172546,
1.8213337659835815,
-0.38699907064437866,
0.918148934841156,
-0.6379586458206177,
-0.4707963764667511,
1.0750757455825806,
0.5544374585151672,
-0.08551835268735886,
1.3179724216461182,
0.10916447639465332,
-0.18450917303562164,
-0.20405904948711395,
-0.0956011563539505,
-0.030011475086212158,
1.0868583917617798,
1.0610013008117676,
0.5030667781829834,
0.339460164308548,
0.038119424134492874,
1.1030856370925903,
0.017121097072958946,
0.53778076171875,
0.677760124206543,
1.5170702934265137,
-0.1112365573644638,
-0.7542047500610352,
-0.15503188967704773,
0.8941249251365662,
0.059497326612472534,
0.43751397728919983,
-0.54343581199646,
0.9820998311042786,
0.5833587050437927,
0.5689477324485779,
0.14400778710842133,
-0.6351118683815002,
1.566199541091919,
-0.2936159074306488,
0.36181366443634033,
-0.7716560959815979,
-0.34913432598114014,
-0.20965196192264557,
-0.09746023267507553,
-0.3838495910167694,
0.005714780185371637,
-0.3580574691295624,
-0.36360371112823486,
-0.24419188499450684,
-0.3129911720752716,
-0.14550434052944183,
0.46198514103889465,
0.372586727142334,
0.6951515078544617,
-0.004081685096025467,
0.4499712586402893,
-0.4104607403278351,
-0.2113514095544815,
-0.776445209980011,
-0.41858699917793274,
-0.4929019808769226,
-0.3770575225353241,
-1.4193062782287598,
-0.3155572712421417,
-0.4372529089450836
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{ezemba2025simulationvs.hallucination:,
author = {Jessica Ezemba and Christopher McComb and Conrad Tucker},
citation = {2025 IEEE Workshop on Design Automation for CPS and IoT (DESTION), 2025},
conference = {2025 IEEE Workshop on Design Automation for CPS and IoT (DESTION)},
pub_year = {2025},
title = {Simulation vs. Hallucination: Assessing Vision-Language Model Question Answering Capabilities in Engineering Simulations}
}
|
{
"ENTRYTYPE": "article",
"ID": "ezemba2025simulationvs.hallucination:",
"abstract": null,
"author": "Jessica Ezemba and Christopher McComb and Conrad Tucker",
"citation": "2025 IEEE Workshop on Design Automation for CPS and IoT (DESTION), 2025",
"conference": "2025 IEEE Workshop on Design Automation for CPS and IoT (DESTION)",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Simulation vs. Hallucination: Assessing Vision-Language Model Question Answering Capabilities in Engineering Simulations",
"volume": null
}
|
0P9w_S0AAAAJ:cWzG1nlazyYC
| 0 | null | null | null | null |
[
-0.2816062569618225,
0.46787378191947937,
0.183595210313797,
0.179188534617424,
-0.186179056763649,
-0.2887672483921051,
0.2795356214046478,
-0.18300573527812958,
-0.1091996356844902,
-0.05098434165120125,
0.3312327265739441,
-0.3147612512111664,
-0.12562042474746704,
-0.31013932824134827,
-0.05110675469040871,
0.4971825182437897,
-0.6618576049804688,
0.38136717677116394,
-0.39564433693885803,
-0.6096057295799255,
0.1108994409441948,
-0.20408929884433746,
-1.3840290307998657,
0.16375607252120972,
0.4982605278491974,
0.3026304244995117,
-0.11669443547725677,
1.2100788354873657,
-0.013217044062912464,
0.6965270638465881,
0.25237202644348145,
-0.10322388261556625,
-0.006872006691992283,
-0.04493372142314911,
-0.12261558324098587,
0.09671412408351898,
0.2925669550895691,
-0.5511073470115662,
-0.7426498532295227,
0.5823833346366882,
0.17746375501155853,
-0.056153785437345505,
0.4768125116825104,
-0.6035435795783997,
-0.41544461250305176,
-0.150787353515625,
0.9179151654243469,
0.6516357064247131,
0.9653246998786926,
-0.16835613548755646,
1.1132373809814453,
-1.3261746168136597,
0.4968576431274414,
1.4778578281402588,
0.1422341763973236,
-0.059077005833387375,
-0.26231589913368225,
-0.46764838695526123,
0.22381338477134705,
-0.23376847803592682,
-0.8284077048301697,
0.0185688603669405,
-0.2715345025062561,
-0.4643610715866089,
0.860967218875885,
-0.272521436214447,
0.03319653496146202,
0.22380247712135315,
0.04117654636502266,
0.9125688076019287,
0.41837719082832336,
-0.8018136620521545,
0.05938628315925598,
0.5749415755271912,
0.5266743898391724,
0.9079807996749878,
0.008847328834235668,
0.390890508890152,
-0.9454444646835327,
-0.4531620740890503,
0.8888325095176697,
-0.5095703601837158,
-0.75260329246521,
-0.4790709316730499,
-0.5688502788543701,
0.5847993493080139,
-0.12832102179527283,
0.3679003119468689,
0.09208282083272934,
0.3277854025363922,
0.023227745667099953,
0.9445487260818481,
-0.41470208764076233,
0.6332778334617615,
0.33736541867256165,
0.5935908555984497,
-0.30270230770111084,
0.4248430132865906,
0.6492742896080017,
0.7378823161125183,
-0.16678529977798462,
0.6416342854499817,
-0.7642621994018555,
0.1262802928686142,
1.7734240293502808,
0.2002292424440384,
0.4058619439601898,
-0.98476642370224,
-0.06574095785617828,
-0.5150996446609497,
1.174088478088379,
-0.8896777033805847,
-0.04724792391061783,
-0.3659262955188751,
0.08965723216533661,
-0.2670859694480896,
-0.024295207113027573,
-0.02544695883989334,
-0.7712108492851257,
0.3288273513317108,
-0.3865261971950531,
-0.22458241879940033,
0.272398442029953,
0.6756006479263306,
0.7289212942123413,
0.35097384452819824,
0.2382095754146576,
0.08824264258146286,
1.1589198112487793,
-0.14313514530658722,
-0.47264397144317627,
-0.9167757630348206,
0.4793180823326111,
-0.3200177550315857,
0.7531791925430298,
0.023883409798145294,
-1.2053602933883667,
-1.258810043334961,
-0.9748953580856323,
0.37529653310775757,
0.17017953097820282,
0.4782378375530243,
0.6839088201522827,
0.3674464225769043,
-1.377253770828247,
0.23332785069942474,
0.42226460576057434,
-0.46971356868743896,
-0.34846487641334534,
-0.07562824338674545,
0.2773250937461853,
-0.4914773404598236,
-0.7974582314491272,
0.37900274991989136,
-0.011060003191232681,
-0.9153187274932861,
-0.38691163063049316,
0.12780199944972992,
-1.5502779483795166,
-0.3019925057888031,
0.33563628792762756,
-1.0423102378845215,
1.3335518836975098,
0.07986368238925934,
-0.9024200439453125,
0.39511463046073914,
-0.3380568027496338,
0.39635202288627625,
0.2148968130350113,
0.020773600786924362,
-1.035618543624878,
0.2377631813287735,
-0.17074672877788544,
0.18358363211154938,
0.12111933529376984,
-1.1909576654434204,
0.47872188687324524,
0.29972708225250244,
-0.07122853398323059,
-0.02078467607498169,
0.3468758463859558,
0.9691019058227539,
-0.09075900912284851,
-0.3712431788444519,
0.4689355194568634,
0.6917037963867188,
-0.3816305994987488,
0.36010825634002686,
-0.0920121893286705,
-0.34241124987602234,
0.7213978171348572,
-0.24259042739868164,
0.9655067324638367,
-0.7909050583839417,
-1.1450986862182617,
0.12069329619407654,
-0.17862755060195923,
-0.3282814919948578,
-0.6568907499313354,
0.7262269854545593,
-0.4438284635543823,
0.3221794664859772,
-0.44963109493255615,
-0.5696424841880798,
-0.058335836976766586,
-0.2692331373691559,
-0.7437658309936523,
-0.3687005639076233,
0.01102260872721672,
1.2578762769699097,
-0.5501500964164734,
-0.23050643503665924,
0.24147409200668335,
-0.15177112817764282,
-0.4169374108314514,
1.054089903831482,
-0.621194064617157,
0.5156893134117126,
-0.20803116261959076,
0.15343491733074188,
0.03988282009959221,
-0.5785676836967468,
0.4069506525993347,
-0.25955283641815186,
0.17958013713359833,
-0.16842390596866608,
-0.566774308681488,
1.2495396137237549,
-0.19271370768547058,
0.5437800884246826,
0.02890043891966343,
-0.40630418062210083,
0.35089901089668274,
0.6269910931587219,
-0.7106449007987976,
-0.7035349011421204,
0.21081633865833282,
0.2586185932159424,
-0.4571404457092285,
-0.47610506415367126,
0.26672816276550293,
0.6890963912010193,
-0.6986836791038513,
0.484261155128479,
0.24666868150234222,
-0.7972800135612488,
0.3148118853569031,
-0.08209647238254547,
0.37506234645843506,
0.2704726755619049,
0.3742057681083679,
0.033491626381874084,
0.1997399479150772,
-0.2721885144710541,
-0.4878319203853607,
0.7915799617767334,
0.4968586266040802,
0.8218331336975098,
0.18628649413585663,
-0.47768279910087585,
0.12746994197368622,
-0.7230127453804016,
0.90766441822052,
1.1368839740753174,
0.3697510063648224,
-0.014962873421609402,
-0.57221519947052,
-0.3133637309074402,
-0.5274258852005005,
0.8501731753349304,
-0.201724112033844,
-0.22099238634109497,
-0.35241156816482544,
-0.4319535791873932,
0.6222272515296936,
0.27002671360969543,
0.6109890937805176,
-0.9148693680763245,
-0.3424808382987976,
-0.357581228017807,
0.3551074266433716,
-0.6526688933372498,
-0.2509750425815582,
-0.42243456840515137,
-0.3164967894554138,
-0.3843177258968353,
-0.14069408178329468,
-0.45792847871780396,
0.10662456601858139,
-0.21449117362499237,
1.2169533967971802,
-0.19811606407165527,
-0.26800695061683655,
0.8372515439987183,
0.7622447609901428,
-0.7079025506973267,
-0.8682210445404053,
-1.2088209390640259,
-0.163918599486351,
-0.599431037902832,
0.057176053524017334,
0.39200112223625183,
-0.0934586375951767,
0.7237991690635681,
-0.745392382144928,
-0.2856782376766205,
0.23258909583091736,
-0.2930322289466858,
0.20040471851825714,
-0.43357768654823303,
0.2725192606449127,
-0.5618106126785278,
1.545369267463684,
0.14459975063800812,
-0.39270222187042236,
0.5321583151817322,
-0.6715418696403503,
-0.42040911316871643,
0.23773065209388733,
-0.5485926270484924,
-0.09555573016405106,
-1.2292413711547852,
0.7100675702095032,
0.15485221147537231,
-0.8515596985816956,
0.9427024126052856,
0.3275815546512604,
-0.40200138092041016,
0.31992700695991516,
0.605930507183075,
0.7632244229316711,
0.2904420495033264,
0.2703225612640381,
-0.5404796600341797,
0.27760958671569824,
0.4619424045085907,
0.29130080342292786,
-0.11611300706863403,
-0.4126332402229309,
-0.5588635206222534,
-0.029063761234283447,
0.44498005509376526,
0.4130372405052185,
-0.847023606300354,
0.12118761986494064,
-0.8306828141212463,
-0.6773746609687805,
-0.19493788480758667,
-0.9404461979866028,
0.17710699141025543,
-0.08343742787837982,
0.03352030739188194,
-0.16341805458068848,
-0.4893850088119507,
-0.8596877455711365,
-0.9230391383171082,
0.11473561078310013,
-1.0225194692611694,
0.294124573469162,
0.08894483000040054,
-0.7453092932701111,
-0.14452609419822693,
0.09256606549024582,
0.17597413063049316,
0.46474960446357727,
-0.5012168884277344,
1.069838285446167,
0.04717808961868286,
-0.5085796117782593,
-0.5565915107727051,
0.1955857127904892,
0.16726884245872498,
-0.29623842239379883,
0.22879120707511902,
-0.45781803131103516,
0.19039177894592285,
0.2608179748058319,
-0.4206814765930176,
-0.2635883688926697,
0.10837683081626892,
0.45334169268608093,
0.47708407044410706,
-0.18169938027858734,
-0.24297142028808594,
1.249426245689392,
-0.4148998260498047,
-0.020015116780996323,
-0.11791425198316574,
0.6142062544822693,
0.9520533680915833,
0.16627614200115204,
0.5150945782661438,
0.6412323117256165,
0.2518596649169922,
-0.07738440483808517,
0.04129467532038689,
-0.13465413451194763,
-0.3981039524078369,
0.6157599091529846,
1.188004493713379,
0.5254150629043579,
-0.47574180364608765,
-1.3434754610061646,
0.5144925713539124,
-1.1532009840011597,
0.000607880181632936,
0.2805021107196808,
0.7706127166748047,
-0.28048062324523926,
-0.137876957654953,
-0.46483114361763,
0.11671888083219528,
0.8940315842628479,
0.4060547649860382,
-0.13176821172237396,
-0.4789503514766693,
0.052367620170116425,
0.3902788460254669,
-0.2681170701980591,
0.5082495808601379,
0.0896548330783844,
-0.08361116796731949,
15.365784645080566,
0.44278404116630554,
0.1940687745809555,
0.4032462239265442,
0.4004974961280823,
0.6612848043441772,
-0.7228567600250244,
-0.08997882157564163,
-0.28710582852363586,
-0.5056944489479065,
1.3007540702819824,
-0.018577972427010536,
0.14140039682388306,
0.289451539516449,
0.4693582355976105,
-0.4149722456932068,
0.09569603949785233,
0.5643424391746521,
0.736505389213562,
-1.1049591302871704,
0.7466422319412231,
0.2024061679840088,
-0.0071935709565877914,
-0.020075563341379166,
0.661109447479248,
0.6915856003761292,
0.41876888275146484,
-0.9705538153648376,
0.771432638168335,
0.512934684753418,
0.8609872460365295,
-0.19107556343078613,
0.3269207775592804,
0.7876659035682678,
-0.9873725771903992,
-0.2643112242221832,
-0.19138579070568085,
-1.2062900066375732,
0.3370306193828583,
-0.23924829065799713,
-0.47077593207359314,
-0.26470616459846497,
-0.46947774291038513,
-0.29436957836151123,
-0.014935355633497238,
0.3944145441055298,
-0.3773411214351654,
0.7931341528892517,
0.13474169373512268,
-0.22441649436950684,
-0.49690714478492737,
0.5409966707229614,
0.48135507106781006,
-0.5278053283691406,
0.3970162868499756,
0.04865241050720215,
0.44613322615623474,
0.5893145799636841,
-0.16539548337459564,
-0.14828813076019287,
-0.8791235089302063,
-0.2664893865585327,
-0.24540263414382935,
0.018942227587103844,
0.2249605357646942,
0.5736656785011292,
-0.5013738870620728,
0.09167724847793579,
0.07275580614805222,
0.6657468676567078,
-0.1868763566017151,
-0.1016468033194542,
0.5002220273017883,
0.2309681475162506,
-0.24900884926319122,
-0.18912899494171143,
-0.5451828241348267,
-0.22167441248893738,
-0.6646549701690674,
-0.42919811606407166,
0.04852127656340599,
-1.4533060789108276,
-0.6740427613258362,
0.8218287229537964,
-0.005309798754751682,
-1.0580167770385742,
0.14273352921009064,
-0.7430712580680847,
-0.5766380429267883,
0.2704906165599823,
-1.3173922300338745,
-0.8088927268981934,
-0.3296560049057007,
-0.2595776617527008,
-0.18497003614902496,
0.03908997029066086,
1.1777392625808716,
-0.5842242240905762,
-0.12236452847719193,
-0.31055107712745667,
-0.2585982084274292,
-0.23593610525131226,
-0.11202843487262726,
-0.5737675428390503,
0.6753256320953369,
0.05592631921172142,
0.13593894243240356,
0.2240423560142517,
0.3492420017719269,
-0.19905374944210052,
-0.741729199886322,
0.12208487838506699,
0.22430890798568726,
-0.815276563167572,
-0.19762887060642242,
-0.5534664988517761,
-0.9262083768844604,
-0.163498654961586,
0.32402995228767395,
-0.024454014375805855,
0.5521790981292725,
-0.7077181935310364,
-0.21258394420146942,
0.39769473671913147,
-1.0422629117965698,
0.551829993724823,
0.4176725745201111,
-1.2601603269577026,
-0.8239051699638367,
-0.023564741015434265,
0.3013021945953369,
-0.544757068157196,
-0.09699708223342896,
0.09111849963665009,
0.03194475546479225,
-0.25108203291893005,
0.8647447228431702,
-0.49727052450180054,
0.3742623031139374,
-0.015534376725554466,
-0.053945574909448624,
-0.47973257303237915,
-0.15438883006572723,
-0.6570721864700317,
0.09257045388221741,
-0.5461810231208801,
0.7434797286987305,
-0.658035159111023,
0.12711851298809052,
0.822303831577301,
0.41407090425491333,
-0.18508239090442657,
-0.39113467931747437,
0.20805040001869202,
-0.3520303964614868,
-0.6157256364822388,
-0.08020760118961334,
-0.3360762596130371,
-0.29205378890037537,
-0.010134032927453518,
0.5734242796897888,
1.3515353202819824,
-0.4205578863620758,
-0.2959368824958801,
0.5504435896873474,
-0.441013365983963,
-0.17169925570487976,
-0.24552085995674133,
-0.3869256377220154,
-1.2041707038879395,
-0.018723689019680023,
-0.5170823931694031,
0.3093666136264801,
-1.5636179447174072,
-0.7541704773902893,
0.9278360605239868,
-0.04223392531275749,
-0.6933989524841309,
0.5330982804298401,
-0.1598055362701416,
-0.633712887763977,
-0.23560836911201477,
-0.4267764985561371,
0.5294007658958435,
1.3157013654708862,
-0.3978826105594635,
0.3829762935638428,
-0.39416298270225525,
-0.37043577432632446,
0.6718716025352478,
0.24735385179519653,
-0.056532736867666245,
-0.8302910327911377,
-0.8437132239341736,
0.2850361168384552,
0.3780696988105774,
0.44261014461517334,
-0.8025808334350586,
0.7165816426277161,
0.3421216905117035,
0.0726553201675415,
0.24851858615875244,
0.4616604447364807,
-0.6915350556373596,
-0.21552757918834686,
0.3229741156101227,
-0.46810415387153625,
0.03542470559477806,
0.4393496513366699,
0.08210580050945282,
-0.45497334003448486,
0.34123894572257996,
-0.10935437679290771,
-1.1853725910186768,
-0.6121441125869751,
-0.17210806906223297,
-1.4415748119354248,
0.12384257465600967,
0.31748998165130615,
-0.7736554741859436,
-0.6338091492652893,
-0.9147583842277527,
-0.6301364302635193,
0.28164300322532654,
0.011387987062335014,
0.7924630045890808,
0.7349956631660461,
-0.7678516507148743,
0.0765281394124031,
0.23140648007392883,
0.11171747744083405,
-0.4334179162979126,
0.4197893440723419,
0.1883394867181778,
-0.5736045241355896,
0.10009943693876266,
0.35719603300094604,
0.6256772875785828,
-0.6560351252555847,
-0.5278417468070984,
0.4812611937522888,
-0.11666828393936157,
0.22866857051849365,
0.7418661117553711,
-0.033063847571611404,
-1.2887027263641357,
-0.03126584738492966,
-0.8392002582550049,
-0.7439268827438354,
-0.4072408378124237,
0.2994806170463562,
0.10559256374835968,
-0.3636099100112915,
-0.14693200588226318,
-0.056734196841716766,
0.693052351474762,
0.23432718217372894,
-1.0348365306854248,
-0.41206660866737366,
-0.47677916288375854,
-0.017201198264956474,
0.8915699124336243,
-0.12467092275619507,
-0.2992478311061859,
-0.1491856724023819,
0.11832855641841888,
0.06280501186847687,
-0.16867125034332275,
0.0837157815694809,
-0.588943362236023,
0.19479571282863617,
0.47234824299812317,
0.650362491607666,
0.1725708395242691,
-0.1774875968694687,
-0.02362881600856781,
0.1070675179362297,
0.586638331413269,
0.36707258224487305,
-0.2974683344364166,
-0.28671303391456604,
0.9810358285903931,
1.6969282627105713,
-0.984306812286377,
0.19871914386749268,
-0.5671509504318237,
-0.928443193435669,
0.7269447445869446,
0.5921915769577026,
-0.11573833972215652,
0.924729585647583,
-0.21535415947437286,
0.7445790767669678,
-0.2290543019771576,
-0.5408102869987488,
-0.3217863440513611,
0.8522254824638367,
0.8985024690628052,
0.679987370967865,
0.17214249074459076,
0.014003121294081211,
0.8340864181518555,
0.057202521711587906,
0.7684052586555481,
1.0799152851104736,
0.8800749182701111,
-0.5882949829101562,
0.10969480872154236,
-0.211589053273201,
0.8076357245445251,
0.061758898198604584,
-0.13432231545448303,
-0.27382269501686096,
0.9472739100456238,
0.08033547550439835,
0.8308774828910828,
0.46630552411079407,
-0.2256433516740799,
0.9421647191047668,
0.41786429286003113,
0.5368331074714661,
-0.8827565312385559,
-0.13860240578651428,
-0.2869469225406647,
-0.03946855664253235,
0.13411250710487366,
-0.28366050124168396,
-0.39919400215148926,
-0.3742222189903259,
0.33583924174308777,
0.3049180209636688,
0.11498695611953735,
-0.10642562806606293,
0.804182231426239,
0.816601574420929,
0.08633852005004883,
-0.564237654209137,
-0.04094810038805008,
-0.4553411304950714,
-1.173774242401123,
0.03647112473845482,
-1.0974262952804565,
-0.2396032065153122,
-0.5814858675003052,
-0.47741609811782837,
-0.7289945483207703
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{sulleiman2025icastthe,
author = {Mariam Sulleiman and Ramin Ahmed and Michael Kay and Guhaprasanna Manogharan and Christopher McComb},
citation = {International Conference on Engineering Design, 2025},
conference = {International Conference on Engineering Design},
pub_year = {2025},
title = {I Cast The Drains Down In Africa: AM-Augmented Casting as An Enabler for the African Manufacturing Industry}
}
|
{
"ENTRYTYPE": "article",
"ID": "sulleiman2025icastthe",
"abstract": null,
"author": "Mariam Sulleiman and Ramin Ahmed and Michael Kay and Guhaprasanna Manogharan and Christopher McComb",
"citation": "International Conference on Engineering Design, 2025",
"conference": "International Conference on Engineering Design",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "I Cast The Drains Down In Africa: AM-Augmented Casting as An Enabler for the African Manufacturing Industry",
"volume": null
}
|
0P9w_S0AAAAJ:4vMrXwiscB8C
| 0 | null | null | null | null |
[
0.5374820232391357,
0.7043179273605347,
-0.8348002433776855,
0.592463493347168,
0.2685517966747284,
-0.3520587086677551,
0.743055522441864,
-0.40408310294151306,
0.21094828844070435,
-0.040671542286872864,
0.45528724789619446,
-0.750919759273529,
-0.23579749464988708,
-0.20427007973194122,
-0.23681680858135223,
-0.24725353717803955,
-0.7697975039482117,
0.11181077361106873,
-0.7223177552223206,
-0.35234329104423523,
0.06106686219573021,
-0.00693916529417038,
-0.7055225372314453,
0.236665740609169,
0.3547312617301941,
0.697562575340271,
0.2548326849937439,
0.6803911924362183,
-0.2252240628004074,
0.7398898601531982,
0.5991750359535217,
-0.017410511150956154,
0.687160074710846,
0.3166867196559906,
-0.19867576658725739,
0.3262798488140106,
0.4613996148109436,
-0.6373327374458313,
0.11661729216575623,
0.1034604012966156,
-0.75115567445755,
-0.3044460415840149,
0.4954967498779297,
-0.7113132476806641,
-0.35043010115623474,
0.40250518918037415,
0.5036691427230835,
0.3088214099407196,
0.07296480983495712,
-0.7051389217376709,
0.7093666195869446,
-1.4448599815368652,
0.7880076766014099,
1.0731459856033325,
0.10866498947143555,
-0.13316026329994202,
-0.3730316758155823,
-0.8626695871353149,
0.28843289613723755,
-0.5326759219169617,
-0.33694911003112793,
-0.3215769827365875,
0.34119316935539246,
-0.7544927000999451,
0.6216357946395874,
-0.3979666233062744,
0.04827093333005905,
0.18783992528915405,
0.8385613560676575,
1.1791388988494873,
1.37221360206604,
-1.2570643424987793,
-0.05710511654615402,
0.5387958288192749,
0.3195498287677765,
0.34546157717704773,
0.24588407576084137,
-0.1890842318534851,
-0.6351286768913269,
0.0082326028496027,
0.5915480852127075,
0.27360159158706665,
0.08611197769641876,
-0.5525470972061157,
-0.099542997777462,
0.6336852312088013,
0.13561058044433594,
0.648650586605072,
-0.5620593428611755,
0.697812557220459,
0.10810325294733047,
0.5557798743247986,
0.06336919218301773,
0.2996150255203247,
0.03614020720124245,
0.7754936814308167,
-0.6110967397689819,
-0.09212148189544678,
-0.09358115494251251,
0.14107646048069,
-0.21039220690727234,
0.2884179353713989,
-0.5578576922416687,
-0.10016650706529617,
1.4033809900283813,
-0.10533680766820908,
0.22377362847328186,
-0.8669938445091248,
0.39170125126838684,
0.15469954907894135,
0.5913047194480896,
-0.7155289053916931,
0.23217295110225677,
0.11587619036436081,
-0.3228616714477539,
-0.1959778517484665,
-0.5805357098579407,
0.1477738916873932,
-1.2126165628433228,
0.05571272224187851,
-0.11715659499168396,
-0.422073096036911,
-0.034311093389987946,
0.4489258825778961,
-0.0778779610991478,
0.49176204204559326,
0.23113346099853516,
-0.21308758854866028,
0.4252583980560303,
-0.593436598777771,
-1.3280481100082397,
-0.7717931270599365,
-0.1368715912103653,
-0.4344450533390045,
0.11530248820781708,
-0.13583166897296906,
-0.972640335559845,
-0.8651403784751892,
-1.2846306562423706,
0.6277305483818054,
-0.44563522934913635,
0.08515729010105133,
1.1895403861999512,
0.7946686148643494,
-0.9175834059715271,
0.4963988661766052,
-0.3857683837413788,
-0.03807070851325989,
0.6578165292739868,
0.13855084776878357,
0.2675936222076416,
-0.3589686453342438,
0.03106733225286007,
0.28101247549057007,
0.1720132827758789,
-0.7733027935028076,
-0.10815852880477905,
-0.020809143781661987,
-0.905868411064148,
-0.7413358092308044,
0.44699758291244507,
-0.4867092967033386,
0.8601476550102234,
-0.3189692795276642,
-1.486536979675293,
0.4305551052093506,
0.04987410455942154,
0.7236214280128479,
0.3712519705295563,
-0.5249730348587036,
-0.8653443455696106,
0.12383148074150085,
0.6164708733558655,
0.2328576296567917,
0.8435802459716797,
-1.1125787496566772,
0.2616649866104126,
-0.2735697031021118,
-0.17191384732723236,
-0.5260968208312988,
-0.47676390409469604,
1.0999116897583008,
0.5660898089408875,
-0.4669322073459625,
0.6522340178489685,
0.11754817515611649,
-0.4921422600746155,
-0.1188432052731514,
-0.2763410806655884,
-0.3061676025390625,
1.5656888484954834,
-0.23421865701675415,
1.3648914098739624,
-0.7969281077384949,
-0.7350615859031677,
0.176970437169075,
-0.44477349519729614,
-0.2789967656135559,
-0.16671226918697357,
0.7688472867012024,
-0.6217496991157532,
0.16789808869361877,
-0.12635071575641632,
0.18973910808563232,
-0.2283092439174652,
0.3134819269180298,
-0.7832368016242981,
-0.39272189140319824,
0.15616528689861298,
0.49080029129981995,
-0.4012787640094757,
0.28676822781562805,
0.4376627206802368,
0.14770860970020294,
-0.08665966242551804,
0.6989103555679321,
0.18558943271636963,
0.42882755398750305,
-0.06895874440670013,
0.5884168744087219,
0.6423031687736511,
-0.005866474937647581,
0.9508811831474304,
-0.34775596857070923,
-0.3739694654941559,
-0.06146743521094322,
-0.9136083126068115,
1.2637369632720947,
-0.4075443744659424,
0.4356074333190918,
0.884865403175354,
-0.4098942279815674,
-0.08821830153465271,
0.7866181135177612,
0.11554540693759918,
-0.596165120601654,
0.383491575717926,
1.228124976158142,
-0.4097333252429962,
0.18816058337688446,
0.8763648271560669,
0.33395320177078247,
-0.3889809846878052,
0.5489757657051086,
0.1703927218914032,
-0.459026575088501,
0.09533444792032242,
0.304641455411911,
0.1352960616350174,
0.7460404634475708,
-0.06796084344387054,
-0.8143021464347839,
0.08323292434215546,
-0.7658960223197937,
-0.196866974234581,
-0.2134835124015808,
0.6392887234687805,
-0.02458079718053341,
0.06882647424936295,
-0.9934835433959961,
0.051767706871032715,
-0.30943554639816284,
0.5241702198982239,
1.4303069114685059,
0.11262504756450653,
0.0714569091796875,
-0.4651423990726471,
-0.6620267033576965,
0.08540713787078857,
0.22265878319740295,
0.22903859615325928,
0.05388196185231209,
-0.860791802406311,
-0.6163883805274963,
-0.10455893725156784,
0.22477027773857117,
0.8123928308486938,
-0.45390111207962036,
-0.8912123441696167,
0.09563575685024261,
0.9983443021774292,
-0.5448265671730042,
0.0537748709321022,
0.5102764964103699,
-0.55376797914505,
-0.354320228099823,
-0.4922323226928711,
-0.4930400252342224,
0.4777209460735321,
-0.42213329672813416,
0.6147283315658569,
-0.2593620717525482,
-0.46499064564704895,
0.20995762944221497,
0.7566744685173035,
-0.938083291053772,
-0.8690412640571594,
-0.4304253160953522,
0.4597984552383423,
-0.28039252758026123,
-0.1375024914741516,
0.2906288206577301,
-0.24836815893650055,
0.1285446286201477,
-0.14910519123077393,
-0.015761755406856537,
0.4495674967765808,
-0.3482511341571808,
0.2588181793689728,
-0.3574978709220886,
0.5835402607917786,
-0.826034426689148,
0.8928002715110779,
0.21214193105697632,
0.05689060315489769,
-0.2712847888469696,
-0.4999566972255707,
-0.89457768201828,
0.04517902806401253,
-0.30007436871528625,
-0.3384687304496765,
-1.0787935256958008,
0.9227980375289917,
0.5956183075904846,
-0.39687472581863403,
0.01651310734450817,
0.17707517743110657,
-0.2881174683570862,
-0.46460139751434326,
-0.5064371824264526,
0.5698454976081848,
0.1896311193704605,
0.7082188129425049,
0.19349351525306702,
0.12830451130867004,
-0.2210114300251007,
0.08071187138557434,
0.25310972332954407,
0.33757469058036804,
-0.2428327202796936,
-0.11353074759244919,
0.742967963218689,
-0.5358908176422119,
-0.6239007115364075,
0.3231167495250702,
-0.758314847946167,
0.028125355020165443,
-0.3417769968509674,
-0.20377753674983978,
-0.6171940565109253,
-0.20358750224113464,
-0.2069583684206009,
-0.011306118220090866,
-1.3402528762817383,
-1.348146677017212,
-0.8938190340995789,
-0.5012049674987793,
-1.0591250658035278,
0.44005897641181946,
0.1730426847934723,
-0.9515959620475769,
-0.0819975733757019,
-0.3271537125110626,
0.13177619874477386,
1.0127900838851929,
0.38092556595802307,
1.005670189857483,
0.39059141278266907,
-0.4612203538417816,
-0.03300944343209267,
0.22913320362567902,
0.5519453287124634,
0.28984811902046204,
0.7270240187644958,
-0.395940363407135,
0.05504821613430977,
0.10619592666625977,
-0.06732726097106934,
-0.21228322386741638,
0.30314362049102783,
0.5517343282699585,
-0.2640230655670166,
-0.33936843276023865,
-0.37919196486473083,
1.209764003753662,
-0.24535605311393738,
0.21089418232440948,
0.5317553281784058,
0.8176718354225159,
0.597106397151947,
0.519609272480011,
0.34424883127212524,
-0.19243478775024414,
0.36966633796691895,
0.341755747795105,
-0.5028198957443237,
-0.4043501615524292,
-0.18511785566806793,
0.4465354382991791,
1.639281153678894,
-0.16905230283737183,
0.3886171281337738,
-0.9251022934913635,
0.6297563910484314,
-0.7442814707756042,
0.3161882758140564,
0.4734327495098114,
0.5656762719154358,
0.12391448765993118,
-0.28959059715270996,
-0.2866809070110321,
0.41460666060447693,
0.7843689918518066,
0.30227750539779663,
0.608674943447113,
-1.0770468711853027,
0.6480538845062256,
1.3642313480377197,
0.42890340089797974,
0.4817117154598236,
-0.5026469826698303,
0.1383615881204605,
15.23689079284668,
0.749783992767334,
0.27244123816490173,
1.0365632772445679,
0.9544417262077332,
0.5223425626754761,
-0.5134477019309998,
0.030369430780410767,
-0.279590368270874,
0.38056179881095886,
0.8443442583084106,
0.5064814686775208,
0.09060000628232956,
0.31370463967323303,
-0.34396371245384216,
-0.4191145896911621,
-0.04226497933268547,
-0.05356304720044136,
0.09112083166837692,
-1.26382577419281,
0.732516884803772,
0.7643090486526489,
1.0779834985733032,
-0.424913614988327,
0.9739684462547302,
0.3527880012989044,
0.33441129326820374,
-0.8968605995178223,
0.8394509553909302,
-0.4985496699810028,
0.9257326126098633,
-0.8516136407852173,
0.6136784553527832,
0.28794875741004944,
-1.0417343378067017,
-0.9854719042778015,
-0.06742047518491745,
-1.8756319284439087,
0.5874035954475403,
0.3177656829357147,
-0.29844242334365845,
-0.10446373373270035,
-0.32950344681739807,
-0.3206186890602112,
0.3026464283466339,
-0.5396361947059631,
-0.5346943140029907,
0.3785852789878845,
0.37591835856437683,
0.8818094730377197,
0.29645484685897827,
-0.225233256816864,
-0.039904333651065826,
-0.4891023635864258,
-0.06502990424633026,
-0.21035398542881012,
0.5324287414550781,
-0.13312210142612457,
-0.3465869426727295,
-0.2282569259405136,
-0.8967941999435425,
-0.4827951192855835,
-0.4032747447490692,
0.9812820553779602,
-0.1085166335105896,
0.1482151299715042,
-0.08930284529924393,
0.19535787403583527,
-0.469849169254303,
0.05379820987582207,
0.031394604593515396,
-0.3215249180793762,
0.4313918650150299,
0.40223103761672974,
-0.24721024930477142,
-0.2909933030605316,
-0.6552339196205139,
0.2647384703159332,
-0.7996860146522522,
-0.30289411544799805,
-0.1211891770362854,
-0.32042810320854187,
-0.3982376158237457,
0.17341990768909454,
-0.2516331076622009,
-0.20720206201076508,
0.5429491400718689,
-1.0762571096420288,
-0.2680545747280121,
-0.20021112263202667,
-0.9427686333656311,
-1.437756061553955,
0.20380902290344238,
-0.6231774687767029,
-0.32924884557724,
-0.0363662987947464,
0.6763545870780945,
0.1198824867606163,
-0.4407099187374115,
-0.6644544005393982,
-0.13024617731571198,
-0.3314993977546692,
-0.18804733455181122,
-0.46232104301452637,
0.20522598922252655,
0.21880322694778442,
-0.4338463842868805,
0.23563431203365326,
-0.5147712230682373,
-0.5160124897956848,
-1.3117331266403198,
0.23541253805160522,
0.00833040475845337,
-1.5729351043701172,
-0.010257460176944733,
-0.6567675471305847,
-0.1400456726551056,
0.11541485041379929,
0.9810008406639099,
-0.337704598903656,
0.556958794593811,
-0.728843092918396,
0.3852098882198334,
-0.11791136115789413,
-0.9651960730552673,
0.17960789799690247,
0.48617738485336304,
-1.0813802480697632,
-0.5845633745193481,
0.09954376518726349,
0.33909401297569275,
-0.7136790156364441,
-0.8699854612350464,
0.14950956404209137,
0.4814949929714203,
0.13816438615322113,
0.9422619938850403,
-0.3287948668003082,
0.8142421841621399,
0.5942920446395874,
-0.6257144808769226,
-0.7216765284538269,
-0.337019681930542,
-1.1169356107711792,
-0.22581689059734344,
0.7752503156661987,
0.3331161439418793,
-0.44364407658576965,
0.10494573414325714,
1.1520665884017944,
0.18212081491947174,
-0.5157238245010376,
-0.56674724817276,
-0.17580950260162354,
-0.21610303223133087,
0.003035767935216427,
0.20410175621509552,
0.2467385232448578,
-0.18759819865226746,
-0.22703488171100616,
0.4924812912940979,
0.41533711552619934,
-0.21995218098163605,
-0.30172714591026306,
0.8787450790405273,
0.027740782126784325,
0.3394321799278259,
-0.2199927419424057,
-0.5613687634468079,
-0.35143622756004333,
-0.1434922069311142,
-0.8334571123123169,
-0.15189073979854584,
-1.4667333364486694,
-0.4184187352657318,
0.2925359308719635,
-0.24576658010482788,
-0.46802181005477905,
0.30781519412994385,
0.1640624850988388,
-0.23100392520427704,
-0.1971416026353836,
0.018271565437316895,
0.1947726309299469,
0.9989149570465088,
-0.25330650806427,
-0.08790241181850433,
-0.4196579158306122,
-0.13033491373062134,
0.8570868372917175,
0.4200802445411682,
0.03865918517112732,
-0.7850703001022339,
-1.0212023258209229,
0.24765388667583466,
-0.7368996143341064,
-0.2795790135860443,
-0.6519471406936646,
-0.11104794591665268,
-0.18508444726467133,
0.3783928453922272,
0.1286715865135193,
0.011717823334038258,
-1.6477839946746826,
0.3570317029953003,
0.4533923864364624,
0.24600276350975037,
0.1446419060230255,
-0.3585112988948822,
-0.501866340637207,
0.07441525906324387,
0.8192054629325867,
-0.10721900314092636,
-0.8555198311805725,
-0.5650999546051025,
-0.12328185141086578,
-1.0879439115524292,
-0.5730302333831787,
0.9253473877906799,
-0.7553517818450928,
-0.9796279668807983,
0.277630478143692,
-0.055064599961042404,
-0.2744629681110382,
0.4279926121234894,
0.6726908683776855,
0.005278362892568111,
-1.3430224657058716,
0.4448665380477905,
0.4532560706138611,
-0.907505214214325,
-0.28269892930984497,
-0.19328898191452026,
0.36184486746788025,
-0.6444336771965027,
0.2108502835035324,
-0.28376081585884094,
0.3750986158847809,
-0.3787626624107361,
-0.20198693871498108,
-0.7209661602973938,
-0.3702872693538666,
0.018757816404104233,
0.5413210391998291,
-0.14477406442165375,
-0.7680619359016418,
-0.40180671215057373,
-0.719808042049408,
-0.2873314619064331,
-0.12391363084316254,
0.47864586114883423,
0.8014664053916931,
-0.33973175287246704,
-0.271584689617157,
-0.6659323573112488,
0.5294433236122131,
0.40701910853385925,
-0.609389066696167,
0.38825905323028564,
-0.4015992283821106,
-0.49643996357917786,
0.7394221425056458,
-0.04975340515375137,
-0.09137672930955887,
-0.6364768743515015,
0.5899993777275085,
-0.4824461340904236,
-1.1235923767089844,
-0.35634270310401917,
-0.24291963875293732,
-0.6936851143836975,
0.4553739130496979,
1.0243868827819824,
0.18721145391464233,
-0.03617263585329056,
-0.15483002364635468,
0.39327070116996765,
0.03224145248532295,
0.7152186036109924,
-1.3624485731124878,
0.029171286150813103,
0.24562616646289825,
0.9449719190597534,
-0.38043448328971863,
1.0515550374984741,
-0.7115147113800049,
-0.6374677419662476,
1.0383665561676025,
0.3576546609401703,
0.11722970753908157,
0.3022211194038391,
0.12232062965631485,
0.5696743726730347,
-0.08786484599113464,
-0.024112822487950325,
0.05235186219215393,
0.04788753390312195,
1.1305510997772217,
1.0458760261535645,
0.7507806420326233,
-0.5320109128952026,
0.644169270992279,
0.28450968861579895,
0.6582715511322021,
0.9179245233535767,
1.6012471914291382,
-0.5120726227760315,
-0.25373515486717224,
-0.4841531217098236,
0.7859992980957031,
-1.0600647926330566,
0.38831600546836853,
-0.1789030134677887,
1.1489259004592896,
0.621455729007721,
0.5889363884925842,
0.8714272975921631,
-0.040076736360788345,
0.3091919720172882,
0.4032929241657257,
0.42904528975486755,
-0.47157928347587585,
-0.23963414132595062,
-0.14274060726165771,
-0.08034583926200867,
-0.024693958461284637,
-0.47280776500701904,
0.26113617420196533,
-0.3189069330692291,
-0.10289818793535233,
-0.022105660289525986,
-0.509671688079834,
0.9212321043014526,
0.6942979097366333,
0.8221240043640137,
0.3833329677581787,
-0.13328948616981506,
-1.0709720849990845,
-0.14148882031440735,
-0.5073602795600891,
-0.11951291561126709,
-0.8396350741386414,
-0.46151143312454224,
-0.7328436374664307,
0.3524986207485199,
-0.7519348859786987
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{zhou2025human-machinecollaborationwith,
author = {Tiantian Zhou and Miaosi Dong and Pingbo Tang and Aslan Noorghasemi and Christopher McComb and Nikolas Martelaro},
citation = {ASCE International Conference on Computing in Civil Engineering (i3CE), 2025},
conference = {ASCE International Conference on Computing in Civil Engineering (i3CE)},
pub_year = {2025},
title = {Human-Machine Collaboration with Reinforcement Learning for Explaining Manual Layup Strategies in Composite Materials Handling}
}
|
{
"ENTRYTYPE": "article",
"ID": "zhou2025human-machinecollaborationwith",
"abstract": null,
"author": "Tiantian Zhou and Miaosi Dong and Pingbo Tang and Aslan Noorghasemi and Christopher McComb and Nikolas Martelaro",
"citation": "ASCE International Conference on Computing in Civil Engineering (i3CE), 2025",
"conference": "ASCE International Conference on Computing in Civil Engineering (i3CE)",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Human-Machine Collaboration with Reinforcement Learning for Explaining Manual Layup Strategies in Composite Materials Handling",
"volume": null
}
|
0P9w_S0AAAAJ:HIFyuExEbWQC
| 0 | null | null | null | null |
[
-0.1504518836736679,
0.9311966300010681,
-0.38452959060668945,
0.33969998359680176,
0.12026308476924896,
0.11410285532474518,
0.11320271342992783,
0.10300780832767487,
0.025080077350139618,
0.19071125984191895,
0.24387867748737335,
-0.0675278976559639,
-0.32584449648857117,
-0.34120872616767883,
-0.3006832003593445,
-0.30010896921157837,
-0.6250075101852417,
0.7654176354408264,
-0.21558643877506256,
-0.2963232100009918,
0.167547345161438,
-0.22865480184555054,
-1.228087306022644,
0.16349740326404572,
0.3644542396068573,
0.27736368775367737,
0.2136533409357071,
0.6589881777763367,
-0.3750315308570862,
0.33092859387397766,
0.7916964888572693,
-0.35973259806632996,
0.4940793216228485,
0.22724632918834686,
-0.5660673975944519,
0.3610643148422241,
-0.06889694184064865,
-0.27278611063957214,
-0.1615549623966217,
0.3085039258003235,
-0.22976481914520264,
-0.05669625848531723,
0.9509583115577698,
-0.41174784302711487,
-0.0810132622718811,
0.7862695455551147,
0.45795437693595886,
0.18021216988563538,
0.41152137517929077,
-0.25959834456443787,
1.2221150398254395,
-0.6264114379882812,
0.3214797079563141,
1.2067980766296387,
0.3935191035270691,
0.1253490298986435,
-0.326110303401947,
-0.37461569905281067,
0.35618144273757935,
-0.48071253299713135,
-0.23438410460948944,
0.37326085567474365,
0.1090698167681694,
-0.6421952247619629,
1.192765474319458,
-0.5273323059082031,
-0.20998001098632812,
0.3549485504627228,
0.24297086894512177,
1.6546872854232788,
0.6530537605285645,
-1.01763117313385,
0.11418790370225906,
0.3760276138782501,
0.2236950546503067,
0.6597260236740112,
-0.18741871416568756,
0.8225139379501343,
-0.764679491519928,
0.23071378469467163,
0.8939395546913147,
0.007304294500499964,
0.23311857879161835,
-0.45066308975219727,
-0.14535485208034515,
0.597310483455658,
0.17146886885166168,
0.45736163854599,
-0.48521730303764343,
0.2582649886608124,
0.34428146481513977,
0.35912901163101196,
-0.5107946991920471,
0.4888451397418976,
0.17004987597465515,
0.7574476003646851,
0.06985776126384735,
0.14336641132831573,
0.22149832546710968,
0.8264210820198059,
-0.06922363489866257,
0.1631532907485962,
-0.7843180894851685,
0.4196266829967499,
1.2837966680526733,
-0.2430667132139206,
0.29805976152420044,
-0.7288854718208313,
0.5516476035118103,
-0.36808693408966064,
0.8442686796188354,
-0.7018080353736877,
-0.0960535928606987,
0.1490994393825531,
-0.42303845286369324,
-0.3445460796356201,
-0.19777441024780273,
0.2783169150352478,
-0.6591238379478455,
-0.23988546431064606,
-0.20304934680461884,
-0.6585342288017273,
0.0006711138412356377,
0.882480800151825,
-0.37777048349380493,
0.28093281388282776,
0.655886709690094,
-0.09784123301506042,
0.19173909723758698,
-0.9183523058891296,
-0.6632125377655029,
-0.6116676926612854,
0.22239871323108673,
-0.23128336668014526,
0.11211623251438141,
0.08935930579900742,
-1.320989727973938,
-1.2383288145065308,
-0.9798715114593506,
0.7645774483680725,
-0.2105104923248291,
0.42507731914520264,
1.4924336671829224,
0.1956065446138382,
-0.30575525760650635,
1.2910001277923584,
-0.1347036212682724,
-0.04354354739189148,
0.16790156066417694,
0.16329297423362732,
0.3502824306488037,
-0.2275151014328003,
-0.7523301243782043,
0.24543988704681396,
0.594002902507782,
-0.4783587157726288,
-0.543086588382721,
0.12183503806591034,
-0.908686101436615,
-0.47386208176612854,
1.0372117757797241,
-0.6343675255775452,
1.5472705364227295,
-0.24883431196212769,
-1.631880521774292,
0.2241080403327942,
0.6227214336395264,
0.5201658606529236,
0.9487223029136658,
-0.38672423362731934,
-0.29780012369155884,
-0.035372089594602585,
0.10782860964536667,
0.28054675459861755,
0.200444757938385,
-0.9681248068809509,
-0.005781933199614286,
0.3462456464767456,
0.12491048872470856,
-0.24599185585975647,
0.11898161470890045,
0.5778749585151672,
0.1020423173904419,
-0.4707777202129364,
0.32820284366607666,
0.5131658315658569,
-0.45761534571647644,
-0.05359194800257683,
-0.5212661623954773,
-1.0854690074920654,
0.29870933294296265,
0.04155741259455681,
0.6035316586494446,
-0.5594421625137329,
-0.5720275044441223,
0.13273243606090546,
-0.3672043979167938,
-0.14069616794586182,
-0.7681570053100586,
0.7766606211662292,
-0.3182998299598694,
0.24609757959842682,
-0.4104692339897156,
-0.45197537541389465,
-0.07350309938192368,
0.1477724015712738,
0.08513939380645752,
-0.5813408493995667,
0.06858526915311813,
0.7725141644477844,
-1.0890262126922607,
-0.15452396869659424,
0.6684092283248901,
-0.3241591155529022,
-0.24177014827728271,
1.5318212509155273,
-0.521001398563385,
0.028511350974440575,
-0.3370850086212158,
0.021995866671204567,
0.14482808113098145,
-0.11117652803659439,
0.6076318621635437,
-0.40818408131599426,
0.14121024310588837,
0.07985826581716537,
-1.101417899131775,
1.0102561712265015,
-0.25260108709335327,
-0.1093091070652008,
0.29855644702911377,
-0.40285414457321167,
0.24810411036014557,
0.5622745752334595,
0.15296417474746704,
-0.37113720178604126,
0.5799962282180786,
0.3977132737636566,
-0.8067605495452881,
-0.4754819869995117,
0.17676010727882385,
0.34588247537612915,
-0.3751332759857178,
0.8366250395774841,
0.47853392362594604,
-0.5254237651824951,
0.6088717579841614,
-0.03100392036139965,
0.07603287696838379,
0.5619134902954102,
0.46475231647491455,
-0.16370868682861328,
0.046394232660532,
-0.7484202980995178,
-0.35376301407814026,
0.5131644606590271,
0.5234509706497192,
0.5664851069450378,
0.07977848500013351,
-0.874977171421051,
-0.17641136050224304,
-0.40954867005348206,
1.259484887123108,
1.1826027631759644,
0.25936275720596313,
0.09321609139442444,
-0.5367804169654846,
-0.9102294445037842,
-0.030491353943943977,
0.5356235504150391,
-0.5111255645751953,
-0.0859624370932579,
-0.7308183908462524,
-0.6917746663093567,
0.19786924123764038,
1.140377163887024,
0.8372913599014282,
-0.7639422416687012,
-0.4327290952205658,
0.16850070655345917,
0.6581669449806213,
-0.14006845653057098,
-0.3194226026535034,
0.5885620713233948,
-0.40333566069602966,
-0.6734636425971985,
0.0843982845544815,
-0.049671899527311325,
0.21028193831443787,
-0.18774574995040894,
0.8704657554626465,
0.013612392358481884,
-0.2097190022468567,
0.3052314519882202,
0.5281746983528137,
-1.0412366390228271,
-1.0090281963348389,
-0.20211564004421234,
0.16690902411937714,
-0.5422992706298828,
0.16554424166679382,
0.5451196432113647,
0.18703538179397583,
0.9184376001358032,
-0.4800943434238434,
0.23983918130397797,
0.6981871724128723,
0.2432219535112381,
0.2946226894855499,
-0.032180655747652054,
0.08161073923110962,
-0.9092057347297668,
1.0525578260421753,
0.3922337591648102,
-0.4661250412464142,
0.3575388789176941,
-0.9085308909416199,
-0.20120662450790405,
0.40582236647605896,
-0.6560818552970886,
-0.31247028708457947,
-0.476844847202301,
0.7509616613388062,
0.04762408509850502,
-0.9505317807197571,
0.18950223922729492,
0.32245346903800964,
-0.10616770386695862,
0.14798858761787415,
-0.1356915533542633,
0.7146754264831543,
0.09313438832759857,
0.340745747089386,
-0.6944537162780762,
0.3484659194946289,
-0.16322319209575653,
0.14573849737644196,
-0.5197465419769287,
-0.2023090422153473,
0.021239861845970154,
-0.3878863453865051,
0.2504584491252899,
-0.6233359575271606,
-0.7278500199317932,
0.25511518120765686,
-0.24850574135780334,
-0.9236639738082886,
-0.10418606549501419,
-0.6637271642684937,
-0.3294929563999176,
-0.22160176932811737,
0.041297800838947296,
-0.3936516046524048,
-1.0344772338867188,
-1.3646320104599,
-1.1028558015823364,
-0.0383053794503212,
-1.1144098043441772,
0.29817014932632446,
0.20933720469474792,
-0.4430042505264282,
-0.17435100674629211,
-0.3969871699810028,
0.1973661482334137,
0.5391279458999634,
-0.5056183338165283,
0.848420262336731,
0.19501818716526031,
-0.5038015246391296,
-0.1834159791469574,
0.587529718875885,
0.49440300464630127,
0.26216405630111694,
0.2771812677383423,
-0.2785714864730835,
0.3276222348213196,
-0.1366340070962906,
-0.5283014178276062,
-0.19649533927440643,
0.1844024658203125,
0.8411632776260376,
0.07012500613927841,
-0.2740028202533722,
-0.7401307821273804,
1.0802661180496216,
-0.40443354845046997,
0.028408607468008995,
0.5158527493476868,
1.0494959354400635,
1.2803292274475098,
0.368779718875885,
0.38850322365760803,
0.01206185482442379,
0.4230448007583618,
0.23316918313503265,
-0.34221333265304565,
-0.029109954833984375,
-0.4762657582759857,
0.04467226564884186,
1.0674444437026978,
-0.2575128674507141,
0.1800386756658554,
-1.190436840057373,
0.38999685645103455,
-1.4621490240097046,
-0.28535959124565125,
0.6333694458007812,
0.45074427127838135,
-0.014377479441463947,
0.004110842477530241,
0.09542839229106903,
0.45203956961631775,
1.0264257192611694,
-0.09198564291000366,
0.12521012127399445,
-0.3471655547618866,
0.3561185598373413,
0.13536356389522552,
0.24019154906272888,
0.8373306393623352,
-0.4167034327983856,
0.23029741644859314,
15.563971519470215,
0.42077672481536865,
0.31803444027900696,
0.04399428144097328,
0.6585803031921387,
0.6970136165618896,
-0.28328806161880493,
-0.3679112195968628,
-0.54194176197052,
-0.20900534093379974,
0.8230054378509521,
0.39265725016593933,
0.6299976706504822,
0.3689596652984619,
-0.05657501518726349,
-0.3770239055156708,
-0.4351279139518738,
0.3377216160297394,
0.15157125890254974,
-1.2533429861068726,
0.45500659942626953,
-0.06220521405339241,
0.2992449104785919,
-0.374841570854187,
0.2125268280506134,
0.7352744340896606,
0.7805346846580505,
-0.3128829002380371,
0.9229713082313538,
-0.12021664530038834,
0.1395443081855774,
-0.6056373119354248,
0.7751080393791199,
0.3686431646347046,
-1.0024996995925903,
-0.5041084289550781,
-0.2425229698419571,
-0.9485645890235901,
0.6838293671607971,
0.11884729564189911,
-0.7979236245155334,
0.23789341747760773,
-0.35280394554138184,
0.20338135957717896,
0.2726341485977173,
-0.09583801031112671,
-0.6531702280044556,
0.20204739272594452,
0.34903496503829956,
-0.10012034326791763,
0.0003788867616094649,
0.2637415826320648,
0.1116221696138382,
-0.370242714881897,
-0.47977960109710693,
0.38955268263816833,
0.4602983295917511,
0.20669327676296234,
-0.07930123060941696,
-0.049910493195056915,
-0.3775704503059387,
-0.3894973695278168,
-0.20125725865364075,
0.507971465587616,
-0.04357166588306427,
0.6197254061698914,
-0.18994946777820587,
-0.21472162008285522,
0.3013767600059509,
-0.06655358523130417,
-0.12745903432369232,
0.036164894700050354,
0.13548021018505096,
0.026287153363227844,
-0.18343950808048248,
0.17334693670272827,
-0.7662888765335083,
0.17323529720306396,
-0.8415063619613647,
-0.29560577869415283,
0.08805415034294128,
-0.989655613899231,
-1.4335219860076904,
0.6282510161399841,
0.07939626276493073,
-0.7332944869995117,
0.3171676993370056,
-1.0463310480117798,
-0.28540176153182983,
-0.0402757003903389,
-0.8422586917877197,
-0.6345199942588806,
-0.021221507340669632,
-0.450197696685791,
-0.27267134189605713,
-0.022531000897288322,
0.6429131031036377,
-0.14535070955753326,
-0.3583935499191284,
-0.3047845661640167,
-0.2644302248954773,
-0.34154537320137024,
-0.09419833868741989,
-0.8366365432739258,
0.12770944833755493,
-0.23924334347248077,
-0.32332682609558105,
0.013765222392976284,
0.10048926621675491,
-0.4428538382053375,
-0.5336061120033264,
0.21784630417823792,
-0.16537809371948242,
-0.5127317905426025,
-0.3745898902416229,
-0.7184725999832153,
-1.033252239227295,
-0.2965512275695801,
0.3360113799571991,
-0.5005831122398376,
0.35219767689704895,
-0.3409308195114136,
0.10317682474851608,
-0.18592360615730286,
-0.9046257734298706,
0.08761400729417801,
0.42463043332099915,
-0.6658461093902588,
-0.5492609143257141,
0.2885749340057373,
0.19749756157398224,
-0.8534121513366699,
-0.32319575548171997,
-0.011011919938027859,
0.1699155569076538,
0.023530934005975723,
0.7504760026931763,
-0.5495761632919312,
0.867231547832489,
0.42674964666366577,
0.14290747046470642,
-0.8585535883903503,
-0.6831879615783691,
-0.8416644930839539,
0.21383635699748993,
0.13159984350204468,
0.6729601621627808,
-0.12705786526203156,
0.43846482038497925,
1.126937747001648,
0.13403548300266266,
-0.23799899220466614,
0.007037884555757046,
-0.04774441942572594,
-0.23378610610961914,
-0.3675873875617981,
0.338752418756485,
-0.314169704914093,
-0.3345601260662079,
-0.0462331622838974,
0.281261682510376,
0.6293911337852478,
-0.31399744749069214,
-0.429443895816803,
0.2294691950082779,
-0.24203209578990936,
-0.10006369650363922,
-0.4057941734790802,
0.06462851166725159,
-0.709525465965271,
0.08584553748369217,
-0.7984685897827148,
0.615129828453064,
-1.2350167036056519,
-0.5360437035560608,
0.33870363235473633,
-0.5901936888694763,
0.09818555414676666,
0.22533313930034637,
-0.8257643580436707,
-0.489990770816803,
-0.29824548959732056,
-0.4570283889770508,
0.6839214563369751,
1.2643229961395264,
-0.8434426188468933,
0.0351962074637413,
-0.11238478869199753,
-0.3657064139842987,
0.18540950119495392,
0.4166887700557709,
-0.32983875274658203,
-0.5880974531173706,
-1.0252288579940796,
0.051819149404764175,
0.08619355410337448,
-0.09962250292301178,
-0.8389353156089783,
0.6004034280776978,
-0.1771085411310196,
0.2851642072200775,
0.0713544487953186,
-0.3547617793083191,
-1.4324679374694824,
-0.04293689876794815,
0.4118487238883972,
-0.7528083920478821,
-0.10251110047101974,
0.11794712394475937,
-0.06880930066108704,
-0.3316221237182617,
0.4293319284915924,
0.11344077438116074,
-0.9996516108512878,
-0.28621724247932434,
-0.01749027892947197,
-0.9890812635421753,
-0.4277975559234619,
0.5238622426986694,
-0.5149454474449158,
-0.6272252798080444,
-0.04900375008583069,
-0.30535539984703064,
0.34384822845458984,
-0.3240480124950409,
1.1160920858383179,
0.29730090498924255,
-1.235172986984253,
0.2299683839082718,
0.3143365979194641,
-0.42407092452049255,
0.02265498973429203,
0.406886488199234,
0.33335649967193604,
-0.21736329793930054,
0.2719876170158386,
-0.34468239545822144,
0.3890538811683655,
-0.32303735613822937,
0.04879291355609894,
0.5469205379486084,
-0.4479920566082001,
0.24468447268009186,
0.6420559287071228,
-0.4580894410610199,
-1.0031118392944336,
0.28511184453964233,
-0.6135776042938232,
-0.7270407676696777,
-0.6260795593261719,
0.40504780411720276,
0.8519595265388489,
-0.19290895760059357,
0.05545913055539131,
-0.13924498856067657,
0.5161911845207214,
-0.35904017090797424,
-0.3544425964355469,
0.5710048675537109,
-0.2530464828014374,
0.02758055552840233,
0.5439417958259583,
-0.14862917363643646,
-0.7693864703178406,
-1.0545375347137451,
0.09920555353164673,
-0.02611146867275238,
-0.4823884069919586,
-0.1834811121225357,
-0.6842482089996338,
-0.8183076977729797,
0.44333529472351074,
0.831360936164856,
0.09804996848106384,
-0.11242950707674026,
0.15408329665660858,
0.03488745540380478,
0.3789476752281189,
0.756045401096344,
-1.4984174966812134,
0.21866360306739807,
0.454667866230011,
1.6202857494354248,
-1.1299725770950317,
0.5759743452072144,
-0.9043545722961426,
-1.3304120302200317,
1.3356658220291138,
0.8907705545425415,
0.008365181274712086,
0.4400658905506134,
-0.21046645939350128,
0.3449974060058594,
-0.04463933780789375,
-0.353300541639328,
-0.06908699125051498,
0.5330728888511658,
1.264722228050232,
0.7204850316047668,
0.6945523023605347,
-0.019615905359387398,
1.0490081310272217,
0.44216111302375793,
0.5149109363555908,
0.7657991051673889,
1.2083011865615845,
0.0038148481398820877,
-0.33497154712677,
0.06883856654167175,
0.7515413761138916,
-0.4668095111846924,
0.455186128616333,
0.0010773343965411186,
0.7472691535949707,
0.2017594277858734,
0.5799944996833801,
0.13207408785820007,
-0.22460781037807465,
0.9342597723007202,
-0.15907499194145203,
0.5040639042854309,
-0.6824109554290771,
-0.6370865106582642,
0.2925591468811035,
-0.285521924495697,
-0.5626152157783508,
-0.7083613276481628,
-0.48729708790779114,
-0.5078247785568237,
0.26169300079345703,
-0.07420092821121216,
0.29929596185684204,
0.13631124794483185,
0.9381799101829529,
0.33249592781066895,
0.32728278636932373,
-0.1909230798482895,
-0.8579288721084595,
-0.5923499464988708,
-0.8306837677955627,
-0.12883086502552032,
-0.7266717553138733,
-0.6261167526245117,
-1.0919723510742188,
-0.35601046681404114,
-0.5523293614387512
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{kahlon2025developinganai-assisted,
author = {Yuval Kahlon and Christopher McComb and Fuji Haruyuki},
citation = {Computer-Aided Architectural Design Research in Asia, 2025},
conference = {Computer-Aided Architectural Design Research in Asia},
pub_year = {2025},
title = {Developing An AI-assisted Survey of CAAD Research: An Overview of Three Decades of Research at CAADRIA}
}
|
{
"ENTRYTYPE": "article",
"ID": "kahlon2025developinganai-assisted",
"abstract": null,
"author": "Yuval Kahlon and Christopher McComb and Fuji Haruyuki",
"citation": "Computer-Aided Architectural Design Research in Asia, 2025",
"conference": "Computer-Aided Architectural Design Research in Asia",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Developing An AI-assisted Survey of CAAD Research: An Overview of Three Decades of Research at CAADRIA",
"volume": null
}
|
0P9w_S0AAAAJ:IRz6iEL74y4C
| 0 | null | null | null |
/scholar?oi=bibs&hl=en&q=related:fButXi5auuYJ:scholar.google.com/
|
[
0.40928468108177185,
0.3003096580505371,
-0.3641485571861267,
-0.15051956474781036,
-0.06670132279396057,
-0.24520243704319,
0.29194939136505127,
0.009165461175143719,
-0.4533010423183441,
-0.275430291891098,
0.39765724539756775,
-0.013933110982179642,
0.0204372089356184,
0.22389759123325348,
-0.6152483224868774,
0.031022291630506516,
-1.0044645071029663,
0.5568950176239014,
-0.6208813190460205,
-0.7153566479682922,
0.2595212161540985,
0.03626571223139763,
-1.599159598350525,
0.024279123172163963,
0.7817293405532837,
-0.05673046410083771,
0.03169716149568558,
0.9588707685470581,
0.520502507686615,
0.4221297800540924,
0.4159814119338989,
-0.17431698739528656,
0.4275429844856262,
0.02498006634414196,
-0.3407576084136963,
-0.3734341263771057,
1.2059184312820435,
-1.069305181503296,
-0.35693371295928955,
0.6515154242515564,
-0.3721817433834076,
-0.3195039629936218,
0.39956098794937134,
-1.1354691982269287,
-0.3442108929157257,
0.6410934329032898,
0.8291948437690735,
0.7032402157783508,
0.4278450012207031,
-0.8489927053451538,
1.2209464311599731,
-0.8042284846305847,
0.8500304818153381,
1.3622771501541138,
0.38040268421173096,
0.24602247774600983,
-0.8849702477455139,
-1.0626224279403687,
0.6238213181495667,
-0.027986356988549232,
-0.47032058238983154,
-0.20917534828186035,
0.11863518506288528,
-0.7021918892860413,
0.7096125483512878,
-0.8312892913818359,
0.34757769107818604,
0.36662283539772034,
-0.06250905245542526,
1.465752124786377,
0.3017701208591461,
-1.200741171836853,
0.20297794044017792,
0.5969471335411072,
0.6545111536979675,
0.48356759548187256,
0.08755543828010559,
0.37618255615234375,
-0.7997801303863525,
-0.5211690068244934,
0.6368038058280945,
-0.12858369946479797,
-0.042849596589803696,
-0.5660490393638611,
-0.28468313813209534,
1.0672489404678345,
0.6387190818786621,
1.2017979621887207,
-0.3654322326183319,
0.2984289824962616,
0.21718017756938934,
0.7153151035308838,
-0.4464445114135742,
0.4775938391685486,
0.39973926544189453,
0.6139307618141174,
-0.38275760412216187,
0.4324362576007843,
-0.05903802067041397,
0.6519045829772949,
-0.45850881934165955,
0.3548181653022766,
-0.7777341604232788,
0.17589150369167328,
1.552042841911316,
0.26147302985191345,
0.23469337821006775,
-0.7312642931938171,
0.18267810344696045,
0.1417110562324524,
0.6022425889968872,
-0.7626346945762634,
-0.026180928573012352,
0.22378520667552948,
-0.4343140125274658,
-0.42964401841163635,
-0.2024315595626831,
0.02951662987470627,
-0.8003260493278503,
0.3546008765697479,
-0.13499988615512848,
-0.5459088087081909,
0.3486916720867157,
0.8774282336235046,
-0.10891325771808624,
-0.2538169026374817,
0.2451389878988266,
0.1340084671974182,
0.7121696472167969,
-0.06806033104658127,
-0.5389878153800964,
-1.206541895866394,
0.5857977271080017,
0.2030773162841797,
0.08347953855991364,
0.04031435027718544,
-1.2350867986679077,
-0.8006817698478699,
-1.1458324193954468,
0.17153990268707275,
-0.44108569622039795,
0.8414656519889832,
1.009182333946228,
0.4066682457923889,
-1.1224205493927002,
0.18587854504585266,
-0.22394655644893646,
-0.5774423480033875,
0.3189912736415863,
-0.03557312861084938,
0.5347074866294861,
-0.6120323538780212,
-0.6077627539634705,
0.031440556049346924,
0.24259254336357117,
-0.5472373962402344,
-0.6287367939949036,
0.1588146835565567,
-0.9373138546943665,
-0.3240174949169159,
-0.07179482281208038,
-0.24925149977207184,
1.2820961475372314,
-0.14248386025428772,
-0.6502909064292908,
0.952619731426239,
-0.03261282294988632,
-0.1311473250389099,
0.036560289561748505,
-0.4094255566596985,
-0.890716552734375,
-0.012150227092206478,
0.5105740427970886,
0.5037725567817688,
0.13181647658348083,
-0.4830963909626007,
0.2733309268951416,
-0.6277679800987244,
0.03310456499457359,
0.021244075149297714,
-0.3462846875190735,
1.0187896490097046,
-0.04223664849996567,
-0.4912932217121124,
0.6624667644500732,
0.0616130493581295,
-0.4427984356880188,
0.3787325620651245,
0.12579196691513062,
-0.6494919657707214,
0.21416369080543518,
0.30763062834739685,
1.121711254119873,
-0.927261471748352,
-0.23858582973480225,
0.04774267598986626,
0.062286537140607834,
-0.43789035081863403,
-0.47284621000289917,
0.8320352435112,
-0.4385193884372711,
-0.03421306982636452,
-0.35268452763557434,
0.08091719448566437,
-0.28211840987205505,
-0.2550273835659027,
-0.3684696555137634,
0.08351568132638931,
-0.40498086810112,
0.20234335958957672,
-0.7994711399078369,
0.13225936889648438,
-0.10417117923498154,
-0.19557970762252808,
-1.0186814069747925,
0.733709990978241,
-0.5711432099342346,
0.2891201376914978,
-0.6875468492507935,
0.2508848011493683,
0.27278900146484375,
-0.035277895629405975,
0.9060554504394531,
-0.2759608030319214,
-0.6400516033172607,
0.2995540201663971,
-0.6770339012145996,
1.8268600702285767,
0.006505463272333145,
0.44800660014152527,
0.8173456192016602,
-0.5045384168624878,
-0.023321518674492836,
0.7179661393165588,
-0.10036950558423996,
-0.5872039198875427,
0.41696497797966003,
0.3078114986419678,
-0.2641403079032898,
0.31959474086761475,
0.47247782349586487,
1.301276445388794,
-0.4120952785015106,
0.5852895975112915,
0.13487067818641663,
-0.44918811321258545,
-0.049969498068094254,
0.600366473197937,
0.3469184637069702,
0.2781796455383301,
0.1283307820558548,
-0.4592062830924988,
0.0003079861926380545,
0.08721315115690231,
-0.13918212056159973,
0.3614138662815094,
0.36548560857772827,
-0.13086596131324768,
-0.20859242975711823,
-0.5330752730369568,
0.03336799517273903,
-0.1622437834739685,
0.15969575941562653,
1.4966312646865845,
-0.058413080871105194,
-0.3524952232837677,
-0.7660402059555054,
-0.3918250799179077,
-0.3816072642803192,
0.4394380450248718,
-0.12093015015125275,
0.2662288546562195,
-0.4227483570575714,
-0.2971673905849457,
0.9445433020591736,
0.3433650732040405,
0.8716396689414978,
-0.7764589190483093,
-0.744499146938324,
-0.4217652976512909,
0.7862632274627686,
-0.48257267475128174,
0.13512201607227325,
0.11741313338279724,
-0.6961766481399536,
-0.5601101517677307,
-0.2525990307331085,
-0.6450056433677673,
0.3364745080471039,
-0.21474692225456238,
0.8230723142623901,
-0.21409742534160614,
-0.4546689987182617,
0.7244378328323364,
0.8715696930885315,
-0.9402373433113098,
-0.661224365234375,
-0.5281212329864502,
0.21686500310897827,
-0.9050558805465698,
0.26409515738487244,
0.2940112352371216,
0.5461755990982056,
0.39496728777885437,
-0.47776225209236145,
-0.43260952830314636,
0.40923526883125305,
0.2223384827375412,
0.43504446744918823,
-0.3845809996128082,
0.07845266908407211,
-0.8519718647003174,
0.9837788939476013,
0.22633235156536102,
-0.6292605996131897,
-0.011614494025707245,
-0.8279953598976135,
-0.4718933701515198,
0.0489593930542469,
-0.33905738592147827,
-0.04993307217955589,
-0.6647142767906189,
0.8363555073738098,
-0.013667653314769268,
-1.0029070377349854,
0.4891855716705322,
0.6341872215270996,
-0.06246652454137802,
0.8950179219245911,
-0.05884942412376404,
0.47534576058387756,
0.21595504879951477,
0.447348415851593,
-0.15574955940246582,
0.5349977016448975,
0.11958075314760208,
0.05724464729428291,
-0.043617893010377884,
-0.16755548119544983,
-0.654935359954834,
0.03235441446304321,
0.3914186358451843,
-0.37618958950042725,
-0.4253682792186737,
0.12617948651313782,
-1.164817214012146,
-0.4187195301055908,
-0.04276557266712189,
-0.4102581739425659,
-0.3596224784851074,
0.5643427968025208,
0.43389251828193665,
-0.042139556258916855,
-1.221528172492981,
-0.8877667784690857,
-0.8999617099761963,
-0.6833946108818054,
-0.9923538565635681,
0.3998453617095947,
-0.0947079285979271,
-0.6439013481140137,
0.37089842557907104,
0.5664615035057068,
-0.012970564886927605,
0.326326847076416,
-0.3219883441925049,
0.8252625465393066,
0.17140516638755798,
0.10840766131877899,
-0.5503183603286743,
0.27632206678390503,
-0.24152560532093048,
-0.8004034161567688,
0.4285048544406891,
-0.35282498598098755,
0.061917103826999664,
-0.23855294287204742,
-0.97529536485672,
-0.29820090532302856,
0.1691293865442276,
0.26508235931396484,
0.23305925726890564,
-0.6074451208114624,
-0.27846434712409973,
0.8032749891281128,
0.08462629467248917,
0.15661755204200745,
0.5208798050880432,
0.465348482131958,
0.19991104304790497,
0.37195420265197754,
0.22729478776454926,
0.5378885269165039,
0.8646813631057739,
-0.0015223062364384532,
0.20688830316066742,
0.13540227711200714,
-0.35467424988746643,
0.6094138026237488,
0.36527761816978455,
0.08791050314903259,
-0.13465110957622528,
-1.1725904941558838,
0.6646199226379395,
-0.9091870188713074,
-0.3861345648765564,
0.5545952916145325,
0.7457247376441956,
0.014170771464705467,
-0.48260629177093506,
0.20950262248516083,
-0.05668390542268753,
0.7468910217285156,
-0.11829406768083572,
-0.2929481267929077,
-0.6011144518852234,
0.32088419795036316,
0.5191166400909424,
-0.21668121218681335,
0.005084762815386057,
-0.45987221598625183,
0.6312236785888672,
15.38310432434082,
0.010482854209840298,
0.3062405288219452,
0.09316202253103256,
-0.14147837460041046,
0.6349639892578125,
-0.3690749406814575,
-0.2622052729129791,
-0.5522627234458923,
-0.45332902669906616,
0.8661082983016968,
0.3538326025009155,
0.8380102515220642,
0.7741949558258057,
-0.5430530905723572,
-0.41340747475624084,
-0.6561713218688965,
0.06931029260158539,
0.5778045058250427,
-0.5751096606254578,
0.32664698362350464,
0.417691171169281,
0.0005776281468570232,
0.7791260480880737,
0.5494900941848755,
0.39296460151672363,
0.8682008385658264,
-0.21667352318763733,
0.3647715151309967,
-0.030741693452000618,
0.3693713843822479,
-0.2833341956138611,
0.23042449355125427,
0.48472896218299866,
-0.7338362336158752,
-0.6507843136787415,
-0.23928608000278473,
-1.580779790878296,
-0.13721692562103271,
-0.5180472731590271,
-0.5711652636528015,
-0.5675629377365112,
0.19864077866077423,
0.4953678548336029,
0.12127446383237839,
0.124863401055336,
-0.2583061754703522,
0.4575212299823761,
-0.23098129034042358,
-0.1931890845298767,
-0.09490479528903961,
0.29754018783569336,
0.5093247294425964,
-0.5732020139694214,
-0.1970132440328598,
0.21667110919952393,
0.3369833827018738,
0.2946739196777344,
-0.2216757982969284,
-0.2278735190629959,
-1.1049182415008545,
-0.9121578931808472,
0.12608616054058075,
0.26731640100479126,
0.2937570810317993,
0.39605849981307983,
-0.0038119032979011536,
0.2804340124130249,
0.16003131866455078,
-0.1229621097445488,
0.15718801319599152,
-0.46162334084510803,
0.6955501437187195,
-0.4033328592777252,
-0.21000982820987701,
0.0018980051390826702,
-0.38415345549583435,
-0.2521243095397949,
-0.7004925012588501,
-0.44549793004989624,
0.8880648016929626,
-0.9100103974342346,
-0.6604498624801636,
0.7405545711517334,
0.15212059020996094,
-0.554408848285675,
-0.19525639712810516,
-0.38501352071762085,
-0.2513831853866577,
-0.04138695076107979,
-0.3022001087665558,
-1.0829477310180664,
-0.15163291990756989,
0.009106132201850414,
-0.530944287776947,
-0.3239205479621887,
1.5701946020126343,
-0.033716894686222076,
-0.6798835396766663,
0.086497962474823,
-0.3164727985858917,
-0.3542407751083374,
-0.08013801276683807,
-0.2547217011451721,
0.35890352725982666,
0.44466152787208557,
0.1461692601442337,
0.27812519669532776,
-0.28161194920539856,
-0.4835403561592102,
-1.4520004987716675,
0.4817674458026886,
0.1250312775373459,
-0.8886188268661499,
-0.18680283427238464,
-0.6097612380981445,
-0.4498938024044037,
0.5055909752845764,
0.4666904807090759,
-0.5670942068099976,
0.011385353282094002,
-0.16770561039447784,
-0.3417237102985382,
0.10206399112939835,
-1.3140023946762085,
0.5114879012107849,
0.8361475467681885,
-0.9178273677825928,
-0.9354923367500305,
0.06779234111309052,
0.17497600615024567,
-0.7953512668609619,
-0.3732459843158722,
-0.004822053946554661,
0.515568196773529,
0.16738778352737427,
0.954625129699707,
-0.26967912912368774,
0.21163414418697357,
0.5498709678649902,
-0.30185428261756897,
-0.7596280574798584,
-0.22883588075637817,
-0.09714657068252563,
0.4353497624397278,
0.3028711974620819,
0.5447783470153809,
-0.22431261837482452,
-0.04042220488190651,
1.1850402355194092,
-0.1140107735991478,
0.3957032859325409,
-0.249201700091362,
0.3202025592327118,
-0.17086301743984222,
-0.15815375745296478,
0.05158264562487602,
0.3604241907596588,
-0.011823308654129505,
0.1452663540840149,
0.700423002243042,
0.9811007976531982,
-0.29838088154792786,
-0.22115373611450195,
0.8888848423957825,
-0.8890737295150757,
0.382502019405365,
-0.4496287405490875,
-0.757908046245575,
-0.892024576663971,
-0.03646605461835861,
-0.8318430781364441,
0.14751586318016052,
-1.1001476049423218,
-0.8346503376960754,
0.12636692821979523,
0.40982964634895325,
-0.21042510867118835,
0.9713799953460693,
-0.5992859601974487,
-1.0177100896835327,
-0.2830227315425873,
0.06450575590133667,
0.35441330075263977,
0.6268357634544373,
-0.14772197604179382,
-0.5501086711883545,
-0.2874302268028259,
-0.13815315067768097,
0.6589388847351074,
0.2894280254840851,
-0.40387269854545593,
-0.6080752015113831,
-1.398119330406189,
0.13638947904109955,
-0.12520234286785126,
-0.001633652369491756,
-1.139855980873108,
0.802801787853241,
0.153654083609581,
0.0374632328748703,
-0.4565433859825134,
0.30230844020843506,
-1.529284119606018,
0.0735626146197319,
0.24881255626678467,
-0.4602715075016022,
0.10039485991001129,
0.5246163606643677,
-0.45070621371269226,
-0.11851955950260162,
0.7034064531326294,
-0.341632217168808,
-0.5304049849510193,
-0.6288337707519531,
-0.5195430517196655,
-1.5253647565841675,
-0.1387692540884018,
0.3399953544139862,
-0.13135021924972534,
-0.557904839515686,
0.016176987439393997,
0.23502789437770844,
0.7117836475372314,
-0.0027356594800949097,
0.5636943578720093,
0.1811162531375885,
-0.8827506303787231,
0.3196450471878052,
0.7075076103210449,
-0.0199170783162117,
-0.26439762115478516,
0.21334820985794067,
0.18881887197494507,
-0.11011216044425964,
0.15622730553150177,
-0.34700652956962585,
0.3316081464290619,
-0.6847774386405945,
-0.44579970836639404,
-0.07277876883745193,
0.32906222343444824,
-0.28997641801834106,
0.48947402834892273,
-0.3673291802406311,
-0.9112409353256226,
0.4810320734977722,
-1.0174334049224854,
-1.1317415237426758,
-0.09706322848796844,
0.6265539526939392,
0.4254792630672455,
-0.6187634468078613,
-0.12789411842823029,
-0.305934876203537,
0.5322656631469727,
-0.03526323661208153,
-0.8535661101341248,
0.6734753251075745,
-0.05307697877287865,
-0.16130730509757996,
0.5178114175796509,
-0.2349226474761963,
-0.34008827805519104,
0.04735346511006355,
0.1774381697177887,
-0.20937052369117737,
-0.12240737676620483,
0.7114429473876953,
-0.755977213382721,
-0.4040815234184265,
0.2388126254081726,
1.0420657396316528,
0.11165665835142136,
0.16879291832447052,
-0.21262012422084808,
-0.2515595555305481,
0.9924976825714111,
0.4638398587703705,
-0.6578051447868347,
-0.6627649068832397,
0.382588267326355,
1.363840937614441,
-0.6792592406272888,
0.7843671441078186,
-0.37559157609939575,
-1.1511121988296509,
0.8118290305137634,
0.818824827671051,
-0.12354222685098648,
0.6377102136611938,
-0.2507120966911316,
0.0454801544547081,
-0.6282197833061218,
0.0026999739930033684,
-0.4073690176010132,
0.5595614314079285,
1.251325249671936,
0.9296185970306396,
0.24109798669815063,
-0.5502094030380249,
0.8851362466812134,
-0.0483618900179863,
1.26314115524292,
0.7733277678489685,
1.3263027667999268,
-0.2563941180706024,
0.22519360482692719,
-0.13494831323623657,
0.588113009929657,
-0.41982555389404297,
0.176405668258667,
-0.9161270260810852,
1.29304838180542,
-0.0291899424046278,
0.5169546008110046,
0.9440498948097229,
-0.23366564512252808,
0.6050429344177246,
0.2121686190366745,
0.46751606464385986,
-0.1413782685995102,
-0.5620757341384888,
0.0017721146577969193,
-0.01794900745153427,
-0.3156462609767914,
-0.5912632346153259,
-0.7671273946762085,
-0.21146132051944733,
0.40493202209472656,
0.14567655324935913,
0.05323835462331772,
0.570566713809967,
0.5397467613220215,
0.9775210618972778,
-0.2128789722919464,
-0.7640823721885681,
-0.5294587016105652,
0.29280897974967957,
-1.0463879108428955,
0.20732012391090393,
-1.3981671333312988,
-0.3004014790058136,
-0.8595966696739197,
-0.07297027856111526,
-0.4661513864994049
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{chen2025multi-latticetopologyoptimization,
abstract = {Additive manufacturing enables the fabrication of multi-lattice structures, an advanced design approach featuring heterogeneous lattices at the mesoscale which are arranged to achieve a diverse and purposeful distribution of material properties at the macroscale. Compared to uniform lattice structures, multi-lattice structures permit greater design freedom and a larger design space, which makes it possible to achieve superior structure performance. However, the expanded design space introduces a substantial increase in the complexity that must be managed in order to achieve a multi-lattice structure solution. However, there is a lack of design automation approaches that can tractably create multilattice structures. This article introduces an innovative multi-scale topology optimization (TO) framework, called multi-lattice topology optimization with variational autoencoder (MulaTOVA), that is capable of concurrently …},
author = {Jiangce Chen and Martha Baldwin and Sneha Narra and Christopher McComb},
citation = {Journal of Mechanical Design, 2025},
journal = {Journal of Mechanical Design},
pub_year = {2025},
title = {Multi-lattice Topology Optimization via Generative Lattice Modeling}
}
|
{
"ENTRYTYPE": "article",
"ID": "chen2025multi-latticetopologyoptimization",
"abstract": "Additive manufacturing enables the fabrication of multi-lattice structures, an advanced design approach featuring heterogeneous lattices at the mesoscale which are arranged to achieve a diverse and purposeful distribution of material properties at the macroscale. Compared to uniform lattice structures, multi-lattice structures permit greater design freedom and a larger design space, which makes it possible to achieve superior structure performance. However, the expanded design space introduces a substantial increase in the complexity that must be managed in order to achieve a multi-lattice structure solution. However, there is a lack of design automation approaches that can tractably create multilattice structures. This article introduces an innovative multi-scale topology optimization (TO) framework, called multi-lattice topology optimization with variational autoencoder (MulaTOVA), that is capable of concurrently …",
"author": "Jiangce Chen and Martha Baldwin and Sneha Narra and Christopher McComb",
"citation": "Journal of Mechanical Design, 2025",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Multi-lattice Topology Optimization via Generative Lattice Modeling",
"volume": null
}
|
0P9w_S0AAAAJ:DUooU5lO8OsC
| 0 | null | null |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-pdf/147/5/051707/7430300/md_147_5_051707.pdf
|
/scholar?oi=bibs&hl=en&q=related:iYFie6KuG4IJ:scholar.google.com/
|
[
-0.2678622603416443,
0.39968788623809814,
0.09165339916944504,
0.5222876071929932,
0.02352873422205448,
0.09467791765928268,
-0.2113119661808014,
-0.503798246383667,
0.7271420955657959,
0.34346911311149597,
0.458351731300354,
0.5268923044204712,
-0.22524389624595642,
-0.584416389465332,
-0.19250856339931488,
-0.5752800107002258,
-0.9097665548324585,
0.5254794955253601,
0.06233411282300949,
-0.3372837007045746,
-0.19055725634098053,
0.05878511443734169,
-0.90868079662323,
0.27449530363082886,
0.1647374927997589,
1.3000355958938599,
0.10533877462148666,
0.5205819606781006,
-0.2340780645608902,
-0.051111090928316116,
0.9877081513404846,
-0.1650170236825943,
0.5550468564033508,
0.07098003476858139,
0.3009698688983917,
0.6070271134376526,
0.6851412653923035,
-0.10709720104932785,
-0.17677518725395203,
0.4451691508293152,
-0.2698476016521454,
-0.1939326375722885,
1.0936312675476074,
-0.1275840699672699,
-0.05028476193547249,
0.5116070508956909,
0.5486248135566711,
0.04292155057191849,
-0.28665468096733093,
-0.8621397018432617,
1.2543915510177612,
-0.8304553031921387,
0.11564739048480988,
1.1484659910202026,
0.633543074131012,
-0.22069688141345978,
-1.0700846910476685,
-0.6467241048812866,
-0.17938414216041565,
-0.3409477770328522,
-0.7649127244949341,
0.07320504635572433,
0.9010754823684692,
-0.8869388103485107,
1.2749539613723755,
-0.5274080634117126,
0.0847647488117218,
0.4475931227207184,
1.0092976093292236,
0.6092203855514526,
0.6868741512298584,
-0.6538465619087219,
0.352713018655777,
0.16830340027809143,
-0.2639833986759186,
0.6948152184486389,
0.08657164871692657,
0.4433387517929077,
-0.7594078779220581,
-0.0212848037481308,
0.8642603158950806,
-0.1866033971309662,
0.9919054508209229,
-0.8629623651504517,
0.44202861189842224,
0.757023811340332,
0.2083626240491867,
0.8618977069854736,
-0.4026332497596741,
0.7028883695602417,
0.27026432752609253,
0.0599607452750206,
-0.34070372581481934,
0.7708515524864197,
0.4836193919181824,
1.0822159051895142,
-0.452210009098053,
0.4339801073074341,
-0.23118533194065094,
0.2107185274362564,
0.12266778945922852,
0.9415450692176819,
-0.014576020650565624,
0.44770193099975586,
1.635009527206421,
-0.035831697285175323,
0.0755608007311821,
-0.45439356565475464,
0.3754681944847107,
-0.2719438374042511,
0.2646264433860779,
-0.8742262125015259,
-0.3056362271308899,
-0.5655001997947693,
-0.9083698987960815,
-0.27681729197502136,
-0.396931916475296,
0.19460733234882355,
-0.38248443603515625,
-0.12423621863126755,
-0.14275896549224854,
-0.33907318115234375,
-0.023198043927550316,
0.400757759809494,
-0.005876391194760799,
0.270128458738327,
-0.3738414943218231,
-0.33485662937164307,
0.46967923641204834,
-0.7456303834915161,
-0.9543379545211792,
-0.6040859222412109,
-0.19577544927597046,
-0.33449485898017883,
-0.27910614013671875,
-0.2623356580734253,
-1.4453469514846802,
-0.9020331501960754,
-1.2745044231414795,
1.035286784172058,
-0.3284609019756317,
-0.006220910232514143,
1.2415823936462402,
0.10308381915092468,
-0.7881198525428772,
0.7381319403648376,
-0.0551445372402668,
0.16611680388450623,
0.35804712772369385,
0.232293501496315,
0.5470036268234253,
0.1524934619665146,
-0.7511727809906006,
0.1212768405675888,
0.5719984173774719,
-0.4313606321811676,
-0.4001234471797943,
-0.4676670432090759,
-0.6063249111175537,
-0.41556042432785034,
0.386802077293396,
-0.8852256536483765,
0.09675578773021698,
0.5695666670799255,
-1.4908491373062134,
-0.1482461392879486,
0.42422860860824585,
0.16391469538211823,
0.46334075927734375,
0.3841569125652313,
-0.6968491077423096,
-0.7636919021606445,
-0.11508935689926147,
-0.30082201957702637,
0.45281797647476196,
-0.8904651403427124,
0.29526686668395996,
-0.07007960230112076,
-0.47314220666885376,
-0.2736814022064209,
-0.21966034173965454,
0.6570620536804199,
0.29638028144836426,
-1.0413247346878052,
0.5126084685325623,
0.7390636801719666,
-0.5321171879768372,
-0.3414003849029541,
-0.7850452661514282,
-0.39685294032096863,
0.8361989259719849,
-0.02133837714791298,
1.1185446977615356,
-0.1454467922449112,
-0.512807309627533,
0.3547152876853943,
0.22259357571601868,
-0.5662825703620911,
-0.4932771623134613,
1.0745151042938232,
-0.4333672523498535,
0.2056257724761963,
0.065841443836689,
-0.27685317397117615,
-0.2168952375650406,
-0.12401941418647766,
-0.3208111524581909,
-0.49491000175476074,
-0.09234897792339325,
0.9207053780555725,
-0.3865010142326355,
-0.024787891656160355,
0.63615882396698,
0.17329637706279755,
-0.882448136806488,
0.8897255063056946,
-0.5340014696121216,
0.03539923205971718,
-0.35654371976852417,
0.3372994661331177,
0.06779663264751434,
-0.21117611229419708,
0.627816379070282,
-0.7332238554954529,
0.042012929916381836,
-0.019056938588619232,
-1.0468378067016602,
1.085794448852539,
-0.2728508710861206,
0.05161283165216446,
0.8654212355613708,
-0.6128793954849243,
0.5081230998039246,
0.19108794629573822,
0.7240921854972839,
-0.6916556358337402,
0.47029125690460205,
0.6227402687072754,
-0.657601535320282,
0.3838253915309906,
0.21745125949382782,
0.6314652562141418,
-0.45260313153266907,
0.2811720669269562,
0.40379589796066284,
-0.6106559634208679,
0.5446242690086365,
-0.2563389539718628,
0.5577153563499451,
-0.18168418109416962,
-0.0016766309272497892,
-0.7801285982131958,
0.0044275266118347645,
-1.045445203781128,
-0.06677146255970001,
0.33819034695625305,
0.7737434506416321,
0.4715173542499542,
-0.07922465354204178,
-1.0515432357788086,
-0.9880117774009705,
-0.9597753882408142,
0.7339950799942017,
0.6930107474327087,
-0.14801673591136932,
-0.32083871960639954,
-0.4036538004875183,
-0.2326265126466751,
0.4440244138240814,
-0.5250998139381409,
-0.3171288073062897,
0.5550585389137268,
-0.7336697578430176,
-0.9631437063217163,
0.316242516040802,
-0.14347918331623077,
0.9687570333480835,
-0.5369850993156433,
-0.013306034728884697,
0.26447975635528564,
0.8813375234603882,
-0.2945581078529358,
-0.06045446917414665,
0.11734003573656082,
-0.41470232605934143,
-0.022175030782818794,
0.3400728404521942,
-0.28836145997047424,
0.04809553921222687,
-1.0069353580474854,
0.740490734577179,
-0.8246031999588013,
-0.7675713896751404,
-0.21133361756801605,
1.0199835300445557,
-0.4913097321987152,
-0.6987903118133545,
0.010890542529523373,
0.474373996257782,
0.11119041591882706,
-0.827157199382782,
-0.5800003409385681,
0.42871329188346863,
0.4831118583679199,
-0.427700012922287,
0.07107000797986984,
0.5445154905319214,
0.3969005346298218,
0.8473122715950012,
0.3439605236053467,
0.42254018783569336,
-0.5019958019256592,
1.398971676826477,
0.6857854723930359,
-0.8628101944923401,
0.47949638962745667,
-0.7688891887664795,
0.09305261075496674,
0.5016758441925049,
-0.1719054877758026,
0.02883964031934738,
-0.8451157212257385,
0.5346394181251526,
-0.5283567309379578,
-0.7015872001647949,
0.2578376531600952,
0.09526894241571426,
-0.631447434425354,
-0.01902308501303196,
0.04052704945206642,
0.6812064051628113,
-0.17387868463993073,
0.5720198750495911,
-0.9835231304168701,
0.07144217938184738,
-0.1584523320198059,
0.5435054302215576,
0.22608989477157593,
0.496572345495224,
-0.8539897203445435,
-0.3325267732143402,
0.376415878534317,
-0.5850038528442383,
-0.9077848196029663,
0.19823993742465973,
-0.05476713180541992,
-0.6018178462982178,
-0.08521010726690292,
-0.5947331786155701,
0.01440515462309122,
0.03245996683835983,
-0.4217923879623413,
-0.2854170501232147,
-1.3412643671035767,
-1.2604087591171265,
-0.8669251799583435,
-0.6953427791595459,
-1.2885141372680664,
-0.1479143351316452,
-0.06755734235048294,
-0.3588460683822632,
-0.7482703924179077,
-0.30819013714790344,
0.12150850147008896,
1.0458449125289917,
0.2146873027086258,
0.7687963843345642,
0.4957699179649353,
-0.9574472904205322,
0.15877528488636017,
0.17548996210098267,
0.16679151356220245,
0.20735585689544678,
0.06499891728162766,
0.04637680947780609,
0.07125125080347061,
-0.22297601401805878,
-0.5248649716377258,
-0.15975451469421387,
0.6214637160301208,
0.9757336378097534,
-0.6924277544021606,
-0.21267089247703552,
0.10417376458644867,
1.9634143114089966,
-0.41309449076652527,
0.29323846101760864,
0.2182682603597641,
0.9892407655715942,
0.5897223949432373,
-0.3847820460796356,
0.6598437428474426,
-0.1505996733903885,
1.2852143049240112,
0.5218246579170227,
-0.19565480947494507,
-0.581011176109314,
-0.4863855540752411,
-0.1676480770111084,
1.677046775817871,
0.4215366840362549,
0.36125648021698,
-0.6558960676193237,
0.25321081280708313,
-1.2144956588745117,
-0.6452072858810425,
0.9270612001419067,
0.4776156544685364,
-0.16572365164756775,
-0.17313799262046814,
0.03994601219892502,
0.022807804867625237,
0.4076233506202698,
0.3294772207736969,
0.05271534621715546,
-0.7638342380523682,
-0.13888201117515564,
0.4483565092086792,
0.33382338285446167,
0.9731696248054504,
-0.303949236869812,
0.42943158745765686,
14.9037504196167,
1.2375946044921875,
-0.007536798249930143,
0.0890285074710846,
0.6895636916160583,
0.35113948583602905,
-0.722297191619873,
-0.23986123502254486,
-1.2989599704742432,
0.3632086515426636,
0.5774775147438049,
0.7071157097816467,
0.8487213253974915,
0.38470056653022766,
0.31302377581596375,
0.3720983564853668,
0.23084519803524017,
0.5040229558944702,
0.38378334045410156,
-2.193920373916626,
0.6034047603607178,
0.7831036448478699,
0.8776064515113831,
0.061747174710035324,
0.31886181235313416,
0.015414925292134285,
0.5504626631736755,
-0.41576290130615234,
0.7503563761711121,
0.49460312724113464,
0.7683398127555847,
-0.5121250748634338,
0.09370023757219315,
0.1808730661869049,
-1.523919701576233,
-0.37356603145599365,
0.013540004380047321,
-1.1098634004592896,
0.5716303586959839,
0.4979808032512665,
-0.7753958106040955,
-0.2407192885875702,
-0.06575169414281845,
0.22144754230976105,
0.1441497802734375,
0.2572215497493744,
-0.1913841813802719,
0.0316883809864521,
-0.2333359271287918,
-0.15298771858215332,
-0.03878471255302429,
-0.3528245687484741,
0.5470702052116394,
-0.7788774967193604,
-0.2585354447364807,
-0.269666463136673,
0.7061752676963806,
0.6060800552368164,
-0.23241233825683594,
-0.0762847363948822,
-0.5148358941078186,
-0.03628186136484146,
-0.020102646201848984,
1.0653159618377686,
0.31365683674812317,
0.7607526183128357,
0.276283323764801,
-0.4773597717285156,
0.9029027223587036,
0.032661907374858856,
-0.24744318425655365,
-0.1446649134159088,
0.4836747646331787,
0.5056580305099487,
-0.05227738246321678,
0.017746178433299065,
-1.2059195041656494,
-0.13629195094108582,
-0.6004926562309265,
-0.21886847913265228,
0.11146915704011917,
-0.8592153787612915,
-1.4696414470672607,
0.5764881372451782,
-0.5431169271469116,
0.018682606518268585,
0.40998899936676025,
-0.9787588715553284,
-0.1888321489095688,
-0.07621470093727112,
-0.6084376573562622,
-1.1102207899093628,
0.8270576000213623,
-0.8198659420013428,
-0.25955235958099365,
-0.4149247407913208,
0.5380495190620422,
-0.0835992619395256,
-0.49718618392944336,
-0.03907538577914238,
0.3460226356983185,
0.016682030633091927,
-0.3622267544269562,
-0.3890174925327301,
0.2386092096567154,
0.23683159053325653,
-0.09122685343027115,
-0.09964797645807266,
0.1968938112258911,
-0.44961217045783997,
-0.5935210585594177,
0.1091902107000351,
0.03584163635969162,
-0.7319760322570801,
0.39034122228622437,
-1.097025990486145,
-0.8128839135169983,
-0.4149778187274933,
0.9534663558006287,
-0.30876052379608154,
0.22469112277030945,
-0.19769634306430817,
0.08558313548564911,
-0.6739801168441772,
-0.9368972182273865,
0.2526988685131073,
0.3516696095466614,
-0.7761275172233582,
-0.21715785562992096,
-0.2273762971162796,
-0.12352660298347473,
-0.8646319508552551,
-1.1182208061218262,
0.4331766664981842,
0.8695188164710999,
-0.3782072961330414,
1.4127705097198486,
-0.11470663547515869,
0.9846240878105164,
0.5187476277351379,
-0.1653338372707367,
-0.42237699031829834,
-0.5868913531303406,
-0.736528217792511,
-0.0023578936234116554,
0.35214701294898987,
0.4490034282207489,
-0.5152777433395386,
0.8243767619132996,
0.30512234568595886,
-0.25453653931617737,
-1.1756081581115723,
-0.812942624092102,
-0.09841316938400269,
-0.5644040703773499,
-0.17657852172851562,
0.1154099553823471,
-0.06962788105010986,
-0.6261740326881409,
-0.10489816218614578,
0.3727075755596161,
0.8181174993515015,
0.6346572637557983,
-0.25472986698150635,
0.09683714061975479,
-0.13608717918395996,
-0.22570334374904633,
-0.869135320186615,
-0.45896220207214355,
-0.5803634524345398,
-0.40933895111083984,
-1.1090154647827148,
-0.2326398640871048,
-1.307100534439087,
-0.8454586863517761,
-0.2236906886100769,
-0.3234984874725342,
-0.19660696387290955,
1.3310425281524658,
-0.3522952198982239,
-0.6218762993812561,
-0.16590607166290283,
-0.4009148180484772,
1.1920093297958374,
1.044838786125183,
-0.5774628520011902,
-0.053272489458322525,
-0.4543255567550659,
0.249924898147583,
0.1374976485967636,
0.43155142664909363,
0.1789916306734085,
-0.534995973110199,
-0.856814444065094,
0.2208227664232254,
0.04690016806125641,
-0.19078215956687927,
-1.3872393369674683,
0.38544073700904846,
0.044807109981775284,
0.22351503372192383,
-0.4944862723350525,
0.011793384328484535,
-0.9469539523124695,
0.1376843899488449,
0.07055272161960602,
-0.4988621473312378,
0.15844190120697021,
-0.22267203032970428,
-0.4549506604671478,
-0.0841013640165329,
1.1195021867752075,
0.08770164847373962,
-1.0651354789733887,
-0.06862453371286392,
0.13096362352371216,
-0.7728523015975952,
-0.29588037729263306,
0.23746350407600403,
-0.5764881372451782,
-0.8481466770172119,
0.23940739035606384,
-0.396024614572525,
0.21377414464950562,
0.009444273076951504,
1.0353552103042603,
0.8497625589370728,
-1.7620270252227783,
0.16599293053150177,
0.5822178721427917,
-0.5579476952552795,
-0.2346988320350647,
0.6539095044136047,
0.059022627770900726,
-0.5000415444374084,
0.5127348303794861,
-0.29360097646713257,
0.31323736906051636,
-0.5158366560935974,
-0.18249104917049408,
0.7041493058204651,
-1.2185014486312866,
0.47238415479660034,
0.9331725835800171,
-0.23350024223327637,
-0.9790259003639221,
-0.1977979987859726,
-0.4591432809829712,
-0.5888804197311401,
-0.197366863489151,
0.11953198164701462,
0.5040967464447021,
-0.22282527387142181,
-0.239181786775589,
-0.10937386006116867,
0.35722556710243225,
0.09350723028182983,
-0.20275041460990906,
0.58527010679245,
-0.4758424460887909,
-0.47457537055015564,
0.5840270519256592,
0.1260698437690735,
-0.2512911856174469,
-1.0526962280273438,
-0.0038461810909211636,
-0.35753899812698364,
-0.2620481550693512,
0.08454681932926178,
-0.7244551777839661,
-1.0485727787017822,
0.10677329450845718,
0.8001807928085327,
0.33054831624031067,
-0.18688003718852997,
-0.0825493112206459,
0.14340391755104065,
0.00034908775705844164,
0.6786963939666748,
-1.0809539556503296,
0.42398136854171753,
0.9233742952346802,
1.791140079498291,
-0.017693189904093742,
0.579643189907074,
-0.7302518486976624,
-0.33686232566833496,
1.4115625619888306,
0.6949087977409363,
-0.45193159580230713,
0.884369432926178,
0.3157198131084442,
-0.14246955513954163,
-0.27440518140792847,
-0.43169790506362915,
-0.12509112060070038,
1.0162123441696167,
1.0053331851959229,
0.3765193819999695,
0.6305587291717529,
0.23657092452049255,
0.7394711375236511,
0.06144335865974426,
-0.30570343136787415,
0.6294912695884705,
0.6705459356307983,
-0.21922732889652252,
-0.7268201112747192,
-0.2204119861125946,
0.973122775554657,
-0.31066247820854187,
0.21997402608394623,
0.060331977903842926,
0.2973967492580414,
0.3457989990711212,
0.3577873110771179,
0.5614187121391296,
-0.61760413646698,
0.3496972620487213,
-0.4187496602535248,
0.3164595663547516,
-0.2797335088253021,
-0.20657017827033997,
0.5798555016517639,
-0.23851116001605988,
-0.27848443388938904,
-0.04597612842917442,
-0.16603374481201172,
-0.2975749969482422,
0.2246144860982895,
-0.0397750623524189,
-0.038588739931583405,
0.22348996996879578,
1.0486949682235718,
0.6707878112792969,
0.6819984912872314,
0.16149134933948517,
-0.7506264448165894,
0.1661844402551651,
-0.15841780602931976,
-0.19092266261577606,
-0.9148046374320984,
-0.5558730959892273,
-0.8270580172538757,
0.1451200693845749,
-0.864255428314209
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{noorghasemi2024evaluatingcommunitywell-being,
abstract = {Infrastructure provides an intricate system through which humans interact with each other and their environment, which is essential for community well-being. These systems, however, degrade over time and become less usable, either due to wear or abrupt damage. Therefore, it becomes necessary to allocate resources to maintain the infrastructure and ensure the community's well-being. However, the relationship between infrastructure expenditures and community well-being is unclear and challenging to measure. This is especially true in locations like Utqiagvik, Alaska, where permafrost thaw due to global warming threatens a substantial amount of infrastructure. Current computational models are inadequate for predicting the cascading effects of system failures, particularly under extreme environmental conditions. This paper introduces agent-based modeling (ABM) as a more adaptive and insightful method to study the impact of infrastructure on community well-being. This approach provides a detailed analysis of component contributions to system robustness, identifying key vulnerabilities for prioritized maintenance and resource allocation.},
author = {Aslan Noorghasemi and Ming Xiao and Christopher McComb},
citation = {AGU24, 2024},
journal = {AGU24},
pub_year = {2024},
publisher = {AGU},
title = {Evaluating Community Well-being and Resilience via Agent-Based Models}
}
|
{
"ENTRYTYPE": "article",
"ID": "noorghasemi2024evaluatingcommunitywell-being",
"abstract": "Infrastructure provides an intricate system through which humans interact with each other and their environment, which is essential for community well-being. These systems, however, degrade over time and become less usable, either due to wear or abrupt damage. Therefore, it becomes necessary to allocate resources to maintain the infrastructure and ensure the community's well-being. However, the relationship between infrastructure expenditures and community well-being is unclear and challenging to measure. This is especially true in locations like Utqiagvik, Alaska, where permafrost thaw due to global warming threatens a substantial amount of infrastructure. Current computational models are inadequate for predicting the cascading effects of system failures, particularly under extreme environmental conditions. This paper introduces agent-based modeling (ABM) as a more adaptive and insightful method to study the impact of infrastructure on community well-being. This approach provides a detailed analysis of component contributions to system robustness, identifying key vulnerabilities for prioritized maintenance and resource allocation.",
"author": "Aslan Noorghasemi and Ming Xiao and Christopher McComb",
"citation": "AGU24, 2024",
"conference": null,
"journal": "AGU24",
"number": null,
"pages": null,
"pub_year": 2024,
"publisher": "AGU",
"title": "Evaluating Community Well-being and Resilience via Agent-Based Models",
"volume": null
}
|
0P9w_S0AAAAJ:2VqYfGB8ITEC
| 0 | null | null |
https://essopenarchive.org/doi/full/10.22541/essoar.173687385.52831340
|
/scholar?oi=bibs&hl=en&q=related:VUUtDFnw4JkJ:scholar.google.com/
|
[
0.13860364258289337,
-0.06390195339918137,
-0.35029521584510803,
0.4429185688495636,
0.07029163092374802,
0.04480515420436859,
0.41233810782432556,
-0.015765372663736343,
-0.015052401460707188,
0.40545177459716797,
0.5573904514312744,
0.11042918264865875,
0.07393500208854675,
-0.07602258026599884,
-0.6836948394775391,
-0.10897747427225113,
-1.743406057357788,
-0.1131250336766243,
-0.3870908319950104,
-0.40876567363739014,
-0.5222991108894348,
-0.4163242280483246,
-0.8806747794151306,
-0.3411577045917511,
0.97517329454422,
0.4260392189025879,
-0.45037123560905457,
1.0346940755844116,
0.8605177402496338,
0.9174443483352661,
0.8296298384666443,
0.34221071004867554,
-0.062016457319259644,
0.041442397981882095,
-0.20726832747459412,
-0.05138728395104408,
-0.03984610363841057,
-0.9980674386024475,
-0.6740842461585999,
0.2842894196510315,
-0.7948296666145325,
-0.13981163501739502,
0.9642941951751709,
-0.9093833565711975,
-0.36233633756637573,
0.5747506618499756,
0.8282022476196289,
0.561886727809906,
0.2472609281539917,
-0.39611855149269104,
0.8729332685470581,
-0.5826577544212341,
0.08008769154548645,
1.3851052522659302,
0.6287322044372559,
-0.062205441296100616,
-1.286257028579712,
-0.7658014297485352,
0.4447840452194214,
-0.03521792218089104,
-0.7225410342216492,
-0.49065232276916504,
0.052307937294244766,
-1.0411736965179443,
1.0745772123336792,
-0.43718069791793823,
0.37914136052131653,
0.08867597579956055,
0.6117072105407715,
1.0070457458496094,
0.6111271977424622,
-0.9027010798454285,
0.2835046350955963,
0.15664422512054443,
0.9803228974342346,
0.2662203907966614,
0.586529552936554,
-0.02990538999438286,
-0.8895574808120728,
-0.662531316280365,
0.1988683044910431,
-0.0508098378777504,
-0.15801799297332764,
-0.26759037375450134,
-0.4317324757575989,
0.5401054620742798,
0.27235880494117737,
0.16189922392368317,
-0.7098174095153809,
1.1860928535461426,
0.0757511630654335,
0.4672812521457672,
-0.045115768909454346,
-0.21215197443962097,
0.2704196274280548,
0.7839653491973877,
-0.19460195302963257,
-0.22136260569095612,
0.25237101316452026,
-0.02217498980462551,
-0.12476874142885208,
0.5553501844406128,
-0.20557308197021484,
-0.13587769865989685,
1.8273131847381592,
0.522994339466095,
-0.2732408940792084,
-0.5648382902145386,
0.12965194880962372,
0.48553791642189026,
0.9212440848350525,
-0.8675023913383484,
-0.132263645529747,
0.28174731135368347,
-1.1751582622528076,
-0.27010852098464966,
-0.4311012923717499,
0.37314873933792114,
-0.4475664794445038,
0.3915989398956299,
0.16847948729991913,
0.0583232045173645,
0.06062843278050423,
0.3567133843898773,
-0.10662537813186646,
0.33225154876708984,
0.25879088044166565,
-0.2212243527173996,
0.341386079788208,
-0.08135156333446503,
-0.6622158885002136,
-1.3651089668273926,
-0.4074828624725342,
0.27262482047080994,
0.08293300867080688,
-0.597407877445221,
-1.1969592571258545,
-0.3713608682155609,
-1.1393574476242065,
1.1768572330474854,
-0.0028737240936607122,
-0.258596807718277,
0.704230010509491,
0.15092432498931885,
-0.7808150053024292,
0.4566798210144043,
-1.0261389017105103,
-0.4707309603691101,
0.14219295978546143,
0.24954791367053986,
-0.0035512703470885754,
-0.40289822220802307,
-0.5597493648529053,
0.5024728178977966,
0.2999345362186432,
-0.6747031211853027,
-0.8263604044914246,
0.25329986214637756,
-1.0921658277511597,
-0.061245594173669815,
-0.14033333957195282,
-0.9460877180099487,
0.8861402273178101,
-0.04414016008377075,
-0.3844301700592041,
-0.1026391088962555,
0.3756030201911926,
0.005969109013676643,
0.2752406597137451,
0.06748174130916595,
-0.7542469501495361,
0.17108950018882751,
0.2094278484582901,
-0.2153104543685913,
0.07547753304243088,
-0.9065549373626709,
0.7029459476470947,
-0.2540399730205536,
-0.21949760615825653,
-0.34657904505729675,
-0.6734954714775085,
1.0282762050628662,
0.6041116714477539,
-0.399766206741333,
0.29945650696754456,
0.23074980080127716,
-0.4749315083026886,
0.020606696605682373,
-0.2285098135471344,
-0.0211075097322464,
0.3473053276538849,
-0.5058683753013611,
1.3402236700057983,
-0.3688886761665344,
-0.4330429136753082,
0.36830759048461914,
-0.11042933911085129,
-0.516755998134613,
-0.3049163520336151,
1.2111952304840088,
-0.38957706093788147,
0.31953027844429016,
-0.45653605461120605,
-0.3285674452781677,
-0.4372638165950775,
-0.1367626190185547,
-0.12013279646635056,
0.244612455368042,
0.18843241035938263,
0.20675748586654663,
-0.42939281463623047,
0.1666800081729889,
0.31949642300605774,
0.3329593539237976,
-0.36843931674957275,
0.8736072778701782,
-0.3002327084541321,
0.366774320602417,
-0.23325222730636597,
0.6514885425567627,
0.5020559430122375,
-0.2778172492980957,
0.9644907712936401,
0.11077862232923508,
0.01368582621216774,
-0.14013686776161194,
-0.7651911973953247,
0.32666081190109253,
0.16158555448055267,
0.14542993903160095,
0.7794671654701233,
-0.5322368144989014,
-0.5943182110786438,
0.7213299870491028,
0.25506970286369324,
-0.2696571350097656,
0.27007412910461426,
0.09006983786821365,
-0.5557548403739929,
-0.10952158272266388,
0.013474881649017334,
1.0121620893478394,
-0.3620065450668335,
0.8007184267044067,
-0.04704926908016205,
0.17106899619102478,
-0.12348096072673798,
0.4844319522380829,
0.8117771148681641,
0.10692775249481201,
0.35896360874176025,
-0.4961003065109253,
0.0334685817360878,
-0.671303927898407,
-0.3353675603866577,
0.061699625104665756,
0.18912190198898315,
-0.37253695726394653,
0.0319739393889904,
-0.7789919972419739,
-0.08011923730373383,
-0.26877644658088684,
0.37331709265708923,
1.3322175741195679,
0.04987778887152672,
0.21171130239963531,
-0.6064783930778503,
0.016448048874735832,
0.26163163781166077,
0.1516929715871811,
-0.5594258904457092,
-0.369434118270874,
-0.3567454516887665,
-1.3134273290634155,
0.5955633521080017,
0.42749661207199097,
0.9839892387390137,
-0.5023390054702759,
-0.5670168399810791,
-0.04183829575777054,
0.13839903473854065,
-0.24167923629283905,
-0.3524179756641388,
0.04354437068104744,
-0.3674613833427429,
-0.7583227753639221,
0.24361515045166016,
0.0744965597987175,
0.3163352608680725,
-0.05276761204004288,
1.1187573671340942,
0.4790806472301483,
-0.3422761857509613,
1.015184998512268,
0.7612331509590149,
-0.578890860080719,
-0.9097970128059387,
-0.987405002117157,
1.0383130311965942,
-0.40091192722320557,
-0.4361222982406616,
0.10233881324529648,
-0.43988871574401855,
0.2936593294143677,
-0.5570029020309448,
-0.09083302319049835,
-0.10006918013095856,
0.02010984905064106,
0.08758999407291412,
-0.09494972974061966,
0.7239090800285339,
0.032936062663793564,
0.7624068856239319,
-0.5718576312065125,
-0.17199285328388214,
0.36440157890319824,
-0.7221709489822388,
-0.7097346186637878,
-0.0005988168995827436,
-0.6866894960403442,
0.023250192403793335,
-0.9100000262260437,
1.1444878578186035,
0.6295365691184998,
-0.3206956684589386,
0.8192952275276184,
0.49182167649269104,
-0.6385266780853271,
0.22260010242462158,
0.10284031182527542,
0.6841450333595276,
0.23369064927101135,
-0.2526054382324219,
0.034389153122901917,
0.35806190967559814,
0.3813454508781433,
0.17476581037044525,
0.12607313692569733,
-0.133074089884758,
-0.770229160785675,
0.20169061422348022,
0.19130532443523407,
-0.0363914929330349,
-1.1285555362701416,
-0.06382598727941513,
-1.0871853828430176,
-0.6894315481185913,
0.17805008590221405,
-0.41776737570762634,
-0.8317523002624512,
0.9605321288108826,
0.11625350266695023,
0.0073622846975922585,
-0.767247200012207,
-1.046470284461975,
-1.3812865018844604,
-0.8513637185096741,
-0.6500340104103088,
0.2383912354707718,
-0.08906516432762146,
-0.555577278137207,
-0.17799913883209229,
0.3093104362487793,
0.15993782877922058,
0.5350513458251953,
0.5493483543395996,
0.6680929660797119,
0.4159690737724304,
-0.43332332372665405,
-0.626534104347229,
0.24694694578647614,
0.28681159019470215,
-0.37404653429985046,
0.5562174320220947,
-0.18351809680461884,
-0.4806292951107025,
-0.40648311376571655,
-0.3582145869731903,
-0.23043467104434967,
0.4906894266605377,
0.14220203459262848,
-0.5576905608177185,
-0.1866581290960312,
-0.3044671416282654,
1.5096579790115356,
-0.9640605449676514,
-0.22510595619678497,
0.4542198181152344,
0.7097176313400269,
0.5160415172576904,
-0.1333920806646347,
0.6788803339004517,
0.7232707738876343,
0.5143671035766602,
0.7769530415534973,
-0.3458501994609833,
0.08576440811157227,
-0.2420671582221985,
0.6913886666297913,
0.7185211181640625,
-0.20019806921482086,
0.07518528401851654,
-1.212017297744751,
0.5700452923774719,
-1.6210635900497437,
-0.8172556161880493,
0.35012286901474,
1.0446851253509521,
-0.10120547562837601,
-0.559470534324646,
0.39385583996772766,
0.1602616310119629,
0.6382523775100708,
-0.46608829498291016,
-0.47249308228492737,
0.3188776671886444,
0.05007854476571083,
-0.3584260046482086,
0.15870888531208038,
0.6089303493499756,
-0.8127799034118652,
0.03262857347726822,
15.182412147521973,
0.0062301913276314735,
0.6579977869987488,
0.4409862458705902,
0.6427295804023743,
0.4610363245010376,
-0.2518865466117859,
-0.14068590104579926,
-0.14111478626728058,
0.18194150924682617,
1.2482925653457642,
0.002543984679505229,
1.2118018865585327,
0.10080759972333908,
0.6165398955345154,
-0.636020302772522,
-0.15352779626846313,
-0.22416073083877563,
0.6431214213371277,
-0.7852454781532288,
0.06499210745096207,
0.2676496207714081,
0.5343968868255615,
0.6616452932357788,
-0.024301275610923767,
0.35084620118141174,
0.6659160256385803,
-0.5090295672416687,
0.7762977480888367,
0.20722469687461853,
0.615976870059967,
-0.4365714192390442,
0.48321741819381714,
0.8700592517852783,
-1.1877390146255493,
-0.46466201543807983,
-0.008497804403305054,
-1.6733529567718506,
0.47595643997192383,
-0.19946329295635223,
-0.09703847020864487,
-0.6612279415130615,
0.5832390189170837,
-0.044056665152311325,
-0.4201693832874298,
0.4346596896648407,
-0.12248816341161728,
0.6074640154838562,
-0.1966484934091568,
0.1761837601661682,
-0.5024232864379883,
0.3461034297943115,
0.1938183605670929,
-0.659116268157959,
-0.3327479958534241,
0.010348916053771973,
0.5480448603630066,
-0.3965296447277069,
-0.25746068358421326,
-0.4448624849319458,
-0.9134040474891663,
-0.4585513770580292,
0.31281208992004395,
0.5609572529792786,
0.38294094800949097,
0.043778181076049805,
-0.1196928471326828,
-0.10557211190462112,
0.15056021511554718,
0.4025139808654785,
-0.09435611963272095,
0.042293988168239594,
0.7677863240242004,
0.10162994265556335,
-1.0020115375518799,
0.0008791101281531155,
-0.488856703042984,
-0.6129674911499023,
-0.6759774088859558,
-0.37031999230384827,
0.2682574391365051,
-1.0134073495864868,
-0.8408550024032593,
0.4834638237953186,
-0.010191517882049084,
-0.1951170712709427,
0.4828638434410095,
-0.6722870469093323,
-0.84028559923172,
0.11614132672548294,
-1.0604242086410522,
-1.3445990085601807,
-0.12096437811851501,
0.029391732066869736,
-0.6204788088798523,
0.20662643015384674,
1.2555427551269531,
-0.304979145526886,
-1.3370592594146729,
-0.5255787968635559,
0.4113931953907013,
-0.4462553560733795,
-0.24951504170894623,
-0.5936328172683716,
0.1370854526758194,
0.7595517635345459,
-0.7773330211639404,
0.42765262722969055,
0.29282307624816895,
-0.7603512406349182,
-1.0138444900512695,
0.04112342372536659,
-0.08487032353878021,
-1.1370466947555542,
0.3829113245010376,
-0.41066452860832214,
-0.7768353819847107,
0.5491076707839966,
0.7574089169502258,
-0.4806569218635559,
0.6988674402236938,
-0.2404831349849701,
0.04576490819454193,
-0.2232138216495514,
-1.1963462829589844,
0.22920754551887512,
0.06971587985754013,
-0.7209919095039368,
-0.27413463592529297,
0.31031307578086853,
0.011560636572539806,
-0.015747204422950745,
-0.748956561088562,
0.10377035290002823,
0.9398036599159241,
-0.10502256453037262,
1.1684693098068237,
-0.5297257900238037,
-0.044771358370780945,
0.22912843525409698,
-0.5859397053718567,
-0.6743780374526978,
-0.1405620276927948,
-0.48323869705200195,
-0.19049221277236938,
0.40157270431518555,
0.13371188938617706,
-0.523009717464447,
-0.3963155150413513,
1.5514676570892334,
0.4183163642883301,
0.14947509765625,
-0.9896251559257507,
0.011108912527561188,
-0.37232857942581177,
0.008114814758300781,
0.40027251839637756,
0.14122827351093292,
0.4322645962238312,
-0.2967207729816437,
0.10832992196083069,
1.5172892808914185,
0.43485766649246216,
-0.7429957985877991,
0.6754396557807922,
-0.7988471984863281,
0.38805854320526123,
-0.1412971466779709,
-0.2343984842300415,
0.31531038880348206,
-0.07924741506576538,
-0.3861273229122162,
0.22683291137218475,
-1.5644053220748901,
0.034392185509204865,
0.2684256136417389,
-0.2362772822380066,
0.14656603336334229,
0.16376592218875885,
0.09168478101491928,
-0.8202658295631409,
-0.01832754537463188,
-0.1603250503540039,
0.5379869937896729,
0.1440543383359909,
-0.7843611836433411,
-0.05415918678045273,
-0.17580893635749817,
0.10270871222019196,
0.836828887462616,
0.5458627343177795,
-0.13479240238666534,
-0.4598053991794586,
-1.1653056144714355,
0.37974536418914795,
0.07313749194145203,
0.5889937281608582,
-0.8933786749839783,
0.4547061026096344,
-0.2586826980113983,
0.365852952003479,
0.16673338413238525,
0.37801775336265564,
-1.3743959665298462,
0.6802265644073486,
0.7544634938240051,
-0.07377956062555313,
0.3113655149936676,
-0.028056586161255836,
0.145048588514328,
0.346140593290329,
0.950527012348175,
-0.08998164534568787,
-0.5698240399360657,
0.2185482531785965,
-0.22004947066307068,
-1.2914366722106934,
-0.5428129434585571,
0.6458070278167725,
-0.034115198999643326,
-1.3945000171661377,
-0.425579696893692,
-0.21873930096626282,
0.7774374485015869,
0.5371057391166687,
0.16607552766799927,
0.2159382849931717,
-1.1425902843475342,
0.034782275557518005,
0.21898475289344788,
-0.09188367426395416,
-0.47118982672691345,
0.5961214303970337,
0.3769308030605316,
-0.7274582386016846,
-0.14742690324783325,
-0.20049086213111877,
0.3059660494327545,
-0.8880683183670044,
-0.12900897860527039,
-0.028296006843447685,
0.120273157954216,
0.38962075114250183,
0.2548940181732178,
-0.27871227264404297,
-0.4230276942253113,
0.1606670767068863,
-0.5317415595054626,
-0.6259298324584961,
-0.23409004509449005,
0.7101486325263977,
0.9404069185256958,
-0.8312682509422302,
-0.6656280159950256,
-0.771007239818573,
0.252429723739624,
0.4269593060016632,
-0.2690512537956238,
0.7409723997116089,
-0.8092771172523499,
-0.29213619232177734,
0.535847544670105,
-0.6591364741325378,
-0.5926096439361572,
-0.7941279411315918,
0.19457155466079712,
-0.5276448130607605,
-0.16579419374465942,
0.30218809843063354,
-0.4786248505115509,
-0.040492795407772064,
-0.004093637689948082,
0.7524095177650452,
0.8995614647865295,
0.5060253143310547,
-0.0002733428555075079,
-0.36159569025039673,
0.7038888931274414,
0.5821772813796997,
-0.2882350981235504,
-0.35238590836524963,
-0.24638211727142334,
1.5635218620300293,
-1.1818972826004028,
0.9466955661773682,
-0.046376656740903854,
-0.6693114638328552,
0.489683598279953,
0.6301349997520447,
0.0863722413778305,
0.8529925346374512,
-0.517256498336792,
0.015886852517724037,
0.24406865239143372,
-0.5751959085464478,
-0.141824409365654,
0.38806137442588806,
1.0540704727172852,
0.31870219111442566,
1.0403997898101807,
0.13751976191997528,
0.8442513346672058,
0.6610913872718811,
0.3082605004310608,
1.343440294265747,
0.705791175365448,
-0.47366589307785034,
0.26093024015426636,
-0.5414069294929504,
0.7695317268371582,
-0.4177367091178894,
0.17641304433345795,
-0.41880926489830017,
0.9709485769271851,
-0.2371610701084137,
1.1543116569519043,
0.4252015948295593,
-0.07254549860954285,
0.32298892736434937,
-0.2893763482570648,
-0.23008650541305542,
-0.42681244015693665,
0.06306663900613785,
0.13363076746463776,
0.22777897119522095,
0.024638798087835312,
-0.6203401684761047,
-0.4863860309123993,
0.18892434239387512,
-0.5466843843460083,
-0.39297160506248474,
-0.031218132004141808,
0.4360891282558441,
0.5440480709075928,
0.4227997064590454,
0.17445337772369385,
0.09728805720806122,
-1.0203535556793213,
-0.15576443076133728,
-1.2756764888763428,
0.1266448050737381,
-1.3173768520355225,
0.23288851976394653,
-0.6275734901428223,
-0.5341796278953552,
-0.43701282143592834
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{chen2024enforcingtheprinciple,
abstract = {Time-dependent partial differential equations (PDEs) for classic physical systems are established based on the conservation of mass, momentum, and energy, which are ubiquitous in scientific and engineering applications. These PDEs are strictly local-dependent according to the principle of locality in physics, which means that the evolution at a point is only influenced by the neighborhood around it whose size is determined by the length of timestep multiplied with the speed of characteristic information traveling in the system. However, deep learning architecture cannot strictly enforce the local-dependency as it inevitably increases the scope of information to make local predictions as the number of layers increases. Under limited training data, the extra irrelevant information results in sluggish convergence and compromised generalizability. This paper aims to solve this problem by proposing a data decomposition method to strictly limit the scope of information for neural operators making local predictions, which is called data decomposition enforcing local-dependency (DDELD). The numerical experiments over multiple physical phenomena show that DDELD significantly accelerates training convergence and reduces test errors of benchmark models on large-scale engineering simulations.},
author = {Jiangce Chen and Wenzhuo Xu and Zeda Xu and Noelia Grande Gutiérrez and Sneha Prabha Narra and Christopher McComb},
citation = {arXiv preprint arXiv:2405.01319, 2024},
journal = {arXiv preprint arXiv:2405.01319},
pub_year = {2024},
title = {Enforcing the Principle of Locality for Physical Simulations with Neural Operators}
}
|
{
"ENTRYTYPE": "article",
"ID": "chen2024enforcingtheprinciple",
"abstract": "Time-dependent partial differential equations (PDEs) for classic physical systems are established based on the conservation of mass, momentum, and energy, which are ubiquitous in scientific and engineering applications. These PDEs are strictly local-dependent according to the principle of locality in physics, which means that the evolution at a point is only influenced by the neighborhood around it whose size is determined by the length of timestep multiplied with the speed of characteristic information traveling in the system. However, deep learning architecture cannot strictly enforce the local-dependency as it inevitably increases the scope of information to make local predictions as the number of layers increases. Under limited training data, the extra irrelevant information results in sluggish convergence and compromised generalizability. This paper aims to solve this problem by proposing a data decomposition method to strictly limit the scope of information for neural operators making local predictions, which is called data decomposition enforcing local-dependency (DDELD). The numerical experiments over multiple physical phenomena show that DDELD significantly accelerates training convergence and reduces test errors of benchmark models on large-scale engineering simulations.",
"author": "Jiangce Chen and Wenzhuo Xu and Zeda Xu and Noelia Grande Gutiérrez and Sneha Prabha Narra and Christopher McComb",
"citation": "arXiv preprint arXiv:2405.01319, 2024",
"conference": null,
"journal": "arXiv preprint arXiv:2405.01319",
"number": null,
"pages": null,
"pub_year": 2024,
"publisher": null,
"title": "Enforcing the Principle of Locality for Physical Simulations with Neural Operators",
"volume": null
}
|
0P9w_S0AAAAJ:QYdC8u9Cj1oC
| 0 | null | null |
https://arxiv.org/abs/2405.01319
|
/scholar?oi=bibs&hl=en&q=related:a9bqiekiL_gJ:scholar.google.com/
|
[
-0.3895193040370941,
-0.15438826382160187,
-0.11339583247900009,
0.5913448333740234,
0.5365147590637207,
0.26745712757110596,
0.21119587123394012,
-0.37223902344703674,
-0.4735662639141083,
0.036800675094127655,
-0.20761674642562866,
0.2395908087491989,
-0.07032425701618195,
-0.298155277967453,
0.004709114320576191,
-0.9412890076637268,
-1.281494379043579,
-0.10953103005886078,
0.21444933116436005,
-0.43175044655799866,
-0.19900500774383545,
0.6124427318572998,
-1.381258487701416,
0.0674629807472229,
0.5513654947280884,
0.8789434432983398,
-0.4211575984954834,
0.9772000312805176,
-0.028175584971904755,
0.6499728560447693,
0.8944975733757019,
0.43874573707580566,
0.811119019985199,
-0.27503064274787903,
0.07304854691028595,
-0.5985812544822693,
-0.04462956637144089,
-0.40374472737312317,
-0.9341413378715515,
0.4464237689971924,
-0.30814307928085327,
0.8620677590370178,
0.9327272772789001,
-0.5229699611663818,
0.14663533866405487,
-0.5585681796073914,
0.6266480088233948,
0.9459788203239441,
-0.7867826223373413,
-0.047340039163827896,
1.1674805879592896,
-0.7854973077774048,
-0.07261016219854355,
0.7007495164871216,
0.6814593076705933,
0.4849171042442322,
-0.16369746625423431,
-0.44722655415534973,
-0.24178127944469452,
-0.12280010432004929,
-0.6717244982719421,
0.239568829536438,
0.4379001557826996,
-0.4698825776576996,
1.7099859714508057,
-0.39628827571868896,
0.1615675687789917,
0.2636483311653137,
0.6190382242202759,
0.5190334320068359,
0.2295074760913849,
-0.7673459053039551,
0.4347935616970062,
0.2926243543624878,
0.22773805260658264,
0.7947371602058411,
0.16784437000751495,
1.0556755065917969,
-1.4575777053833008,
-0.3521321415901184,
1.260672688484192,
0.10791206359863281,
0.08400733023881912,
-0.4930364191532135,
0.1852390170097351,
0.4689481258392334,
0.41973307728767395,
0.19390662014484406,
-0.7185558080673218,
0.5846322178840637,
0.7935832738876343,
0.2462950050830841,
-0.29874348640441895,
0.19467270374298096,
-0.0014864589320495725,
0.6313306093215942,
-0.03225015103816986,
0.5380120277404785,
0.1479092836380005,
0.36321544647216797,
0.1733202189207077,
0.34136807918548584,
-0.054064325988292694,
0.3630453944206238,
1.055296540260315,
0.05631747469305992,
0.6604353785514832,
-0.6594061255455017,
0.25137656927108765,
-0.14815959334373474,
0.6897082328796387,
-0.6330166459083557,
-0.1647244393825531,
-0.3743410110473633,
-1.4022016525268555,
-0.1892632097005844,
-0.6024876832962036,
-0.2657020688056946,
-0.46211254596710205,
0.30278080701828003,
0.19272084534168243,
0.22837556898593903,
0.1272325962781906,
1.1120505332946777,
-0.05161837860941887,
1.0866873264312744,
0.03184777498245239,
-0.29069530963897705,
0.43592166900634766,
-0.9845527410507202,
-0.3260977566242218,
-0.3820784389972687,
0.24106495082378387,
0.06713665276765823,
0.09267454594373703,
-0.29435932636260986,
-1.187143087387085,
-1.25054132938385,
-1.0212440490722656,
0.5793861150741577,
-0.48397296667099,
-0.4047946035861969,
1.3249187469482422,
-0.5278788208961487,
-0.4010492265224457,
1.3845198154449463,
-0.6276588439941406,
-0.23691996932029724,
0.02669115550816059,
0.07850221544504166,
0.4780082404613495,
0.5032666921615601,
-1.0720852613449097,
0.6529760360717773,
0.190720796585083,
-0.7731915712356567,
-0.4444597661495209,
-0.9193844199180603,
-0.6012588739395142,
0.04542655870318413,
-0.2650912404060364,
-0.9067235589027405,
0.9822008013725281,
0.5423586368560791,
-1.2792887687683105,
0.13865986466407776,
0.11055589467287064,
-0.009243052452802658,
0.544022262096405,
0.2952362298965454,
-0.8023982048034668,
0.009721174836158752,
-0.04291347786784172,
-0.0031062474008649588,
0.23730811476707458,
-0.7860432267189026,
0.034109290689229965,
0.5216295123100281,
-0.5267871618270874,
-0.4479352831840515,
-0.737207293510437,
0.6622074842453003,
0.3150351643562317,
-0.38810548186302185,
0.3670487403869629,
0.5303170084953308,
-0.26112833619117737,
0.5151445269584656,
0.09061307460069656,
-0.6397556066513062,
1.110184669494629,
0.19762513041496277,
0.8807641267776489,
-0.8997550010681152,
-0.7774205207824707,
-0.16214409470558167,
-0.15704666078090668,
-0.22009238600730896,
0.0018958544824272394,
1.1489983797073364,
-0.3834914267063141,
0.1258307248353958,
-0.4377771019935608,
-0.46398699283599854,
-0.2694892883300781,
0.16367006301879883,
-1.1629364490509033,
0.02209405228495598,
0.16641801595687866,
0.8363742828369141,
-0.6602233648300171,
-0.01586887612938881,
-0.03306301310658455,
0.32400426268577576,
-0.7655662894248962,
1.3108710050582886,
-0.1267874538898468,
0.3237133324146271,
-0.23179683089256287,
-0.1204254999756813,
0.13653592765331268,
-0.05918973684310913,
-0.1476946473121643,
-0.41574826836586,
-0.38726088404655457,
0.5426129102706909,
-0.8395474553108215,
0.9433138370513916,
-0.7035994529724121,
0.39476698637008667,
0.14481250941753387,
-0.9016286730766296,
-0.06839726120233536,
0.9257243871688843,
0.6449699997901917,
-0.6202674508094788,
0.2865607440471649,
0.023210490122437477,
-0.4003426134586334,
-0.0712275356054306,
0.17766651511192322,
0.43801894783973694,
-0.3880361020565033,
0.8260887265205383,
0.4729454815387726,
-0.5868277549743652,
0.23032353818416595,
0.0028057442978024483,
0.3907673954963684,
0.38155531883239746,
0.4836031496524811,
-0.15227267146110535,
0.09785226732492447,
-0.5453224778175354,
0.18531887233257294,
0.5121831893920898,
0.25505727529525757,
0.6224318742752075,
-0.08728668093681335,
-1.1173032522201538,
-0.6658328771591187,
-0.1564224660396576,
0.44585612416267395,
0.792285680770874,
0.34793621301651,
-0.20776818692684174,
-0.20608797669410706,
-0.01564527302980423,
0.2525264322757721,
-0.33868837356567383,
-0.14462809264659882,
-0.6970318555831909,
-0.3630290925502777,
-1.1138776540756226,
0.821872889995575,
0.46069154143333435,
1.5422708988189697,
-0.6688148379325867,
-0.8404121398925781,
-0.2456321120262146,
1.0151357650756836,
-0.3890918493270874,
0.045981451869010925,
0.7028672099113464,
-0.6566064357757568,
0.2654287815093994,
0.2761057913303375,
-0.1176307424902916,
0.18162968754768372,
-0.5373550653457642,
0.4387608468532562,
-0.4458825886249542,
-0.6601359248161316,
0.0818668082356453,
1.1115775108337402,
-0.8918141722679138,
-0.6311472654342651,
-0.28543561697006226,
0.563130259513855,
-0.27674928307533264,
0.08214467018842697,
-0.33425605297088623,
0.08132217079401016,
0.48126694560050964,
-0.4322710633277893,
-0.006633773911744356,
0.0028572315350174904,
0.21382300555706024,
0.4411526620388031,
0.6564688086509705,
0.19515836238861084,
-0.21457980573177338,
1.1050522327423096,
0.240789994597435,
-0.792543888092041,
-0.22078387439250946,
-0.6433217525482178,
0.04037754610180855,
0.8437957167625427,
-0.9480105638504028,
-0.3557590842247009,
-1.2091082334518433,
0.9082046151161194,
-0.37705108523368835,
-0.5497100353240967,
0.20259103178977966,
0.6305487155914307,
-0.8732924461364746,
0.6868059635162354,
-0.06392727792263031,
0.07671193778514862,
-0.25259414315223694,
-0.6214722990989685,
-0.5555822253227234,
0.3222520649433136,
-0.3989105522632599,
0.2588408291339874,
0.1488800048828125,
0.4124271869659424,
-0.8028928637504578,
-0.24366575479507446,
-0.5805195569992065,
-0.3875320553779602,
-0.6219760179519653,
-0.09547613561153412,
-0.24783727526664734,
-0.8735530376434326,
0.09421657025814056,
-1.0646089315414429,
-0.4565541446208954,
-0.37144091725349426,
0.0775107592344284,
-0.10298702865839005,
-0.8890700340270996,
-1.4779722690582275,
-0.7873018980026245,
-0.3826196491718292,
-0.3764272928237915,
0.2042473554611206,
-0.1548256129026413,
-0.253910094499588,
-0.997103750705719,
-0.02509744092822075,
-0.7191488146781921,
0.7906960248947144,
-0.19344235956668854,
0.7012689113616943,
0.5313524603843689,
-0.25101304054260254,
-0.2464500516653061,
0.1104518324136734,
0.5079155564308167,
-0.05117769166827202,
0.29622793197631836,
-0.6713849902153015,
0.5754690766334534,
0.406730055809021,
-0.10791298002004623,
0.0472446046769619,
-0.15275822579860687,
0.6029213070869446,
0.05831805616617203,
-0.3329281210899353,
0.29367998242378235,
1.5600578784942627,
-0.4916762411594391,
-0.2642076909542084,
-0.25110378861427307,
0.8799837231636047,
0.2957097291946411,
-0.13026094436645508,
0.9045649766921997,
-0.7200030088424683,
0.15006516873836517,
-0.017930226400494576,
-0.4587668180465698,
-0.10915544629096985,
-0.5123030543327332,
0.009189059026539326,
1.504935383796692,
-0.01783628761768341,
0.5313562154769897,
-1.1217213869094849,
0.7133605480194092,
-1.636556625366211,
-0.4383445084095001,
0.6329172849655151,
0.7237807512283325,
0.28958821296691895,
0.20247559249401093,
-0.5388540625572205,
-0.046125415712594986,
0.5309836268424988,
0.14820681512355804,
-0.8879020810127258,
-0.8680758476257324,
0.0780688151717186,
0.2416243702173233,
0.6572863459587097,
0.5997877717018127,
-0.038306280970573425,
0.0642182007431984,
15.05466079711914,
0.5018924474716187,
-0.4740838408470154,
0.5418878793716431,
0.06367452442646027,
0.5718599557876587,
0.18485002219676971,
-0.0818071961402893,
-0.9178072810173035,
0.08624810725450516,
1.1635171175003052,
0.24786071479320526,
0.3969188928604126,
0.4249994158744812,
0.3507365882396698,
0.020858056843280792,
-0.0597352534532547,
0.9605284333229065,
0.13605470955371857,
-1.2962360382080078,
0.1666339635848999,
0.38308534026145935,
0.8358544707298279,
0.33096036314964294,
0.13914723694324493,
0.22679539024829865,
-0.026580261066555977,
-0.08359410613775253,
0.05112501233816147,
0.19546589255332947,
0.4226405620574951,
0.06374675780534744,
0.379608154296875,
1.058401346206665,
-1.0325053930282593,
0.019392477348446846,
-0.5459085702896118,
-1.7185864448547363,
0.17419211566448212,
0.3919486403465271,
-0.28043633699417114,
-0.45572027564048767,
0.04412323981523514,
0.8290700316429138,
0.7455586791038513,
0.5777879357337952,
-0.32454800605773926,
0.6088401079177856,
-0.3254465162754059,
-0.11034687608480453,
-0.08523596078157425,
0.04772892966866493,
0.46401524543762207,
-0.35286468267440796,
-0.13199539482593536,
-0.02468472719192505,
0.15831615030765533,
0.7104797959327698,
-0.256394624710083,
-0.5671381950378418,
-0.5548006892204285,
-0.2109667956829071,
-0.44058331847190857,
0.6372073292732239,
0.6834521889686584,
0.4447512924671173,
-0.25097545981407166,
0.04018661379814148,
0.24201872944831848,
0.6398900747299194,
-0.6819931864738464,
-0.41063082218170166,
0.7593573331832886,
0.03518959507346153,
-0.4716756343841553,
-0.1479765921831131,
-1.2210667133331299,
-0.47424325346946716,
-0.38604533672332764,
0.09151338040828705,
0.13082841038703918,
-0.9035700559616089,
-1.3343182802200317,
0.37425243854522705,
0.14531321823596954,
-0.6573635339736938,
0.8147221803665161,
-0.9728381633758545,
-0.6531121730804443,
0.6165760159492493,
-0.9178470373153687,
-0.044627197086811066,
0.14341998100280762,
-0.28047534823417664,
-0.6663436889648438,
0.05419904366135597,
0.9839416742324829,
0.2567031681537628,
-0.737677276134491,
-0.570410966873169,
-0.04150084778666496,
-0.16091091930866241,
-0.13309095799922943,
-0.5807329416275024,
0.5373472571372986,
0.4352303743362427,
-0.5136778354644775,
0.3809635043144226,
0.042352497577667236,
-0.036439552903175354,
-0.5465087294578552,
0.16536810994148254,
0.1624765396118164,
-0.40260228514671326,
0.2603866755962372,
-0.7162335515022278,
-1.5202243328094482,
-0.3770217001438141,
0.42345359921455383,
0.03591882064938545,
-0.166952446103096,
-0.3118381202220917,
-0.028778236359357834,
-0.5055454969406128,
-0.7127723097801208,
0.21470288932323456,
0.5396249294281006,
-1.0371906757354736,
-0.6016300916671753,
0.13126346468925476,
-0.04401392489671707,
-0.7830003499984741,
-0.883780837059021,
0.3181504011154175,
-0.0455365888774395,
-0.2997344732284546,
1.3397449254989624,
-0.5057339668273926,
0.7115870118141174,
0.4318876564502716,
0.32734549045562744,
-0.45265018939971924,
-0.10890788584947586,
-0.8880100846290588,
0.09417968988418579,
-0.10046622902154922,
0.18213185667991638,
-1.118937373161316,
0.17924460768699646,
1.1013492345809937,
-0.04735342785716057,
-0.38725167512893677,
-0.4687570333480835,
-0.15436425805091858,
-0.03851288557052612,
-0.45709043741226196,
0.14653617143630981,
-0.005409469828009605,
0.1624351441860199,
-0.22777855396270752,
0.49977535009384155,
1.360604166984558,
-0.09617608785629272,
0.03424880653619766,
-0.01061584148555994,
-0.060200318694114685,
-0.19789572060108185,
-0.6184216141700745,
-0.43977805972099304,
-1.640542984008789,
-0.09383755922317505,
-0.6768559217453003,
0.006050498224794865,
-0.799953043460846,
-0.8852965235710144,
0.11626193672418594,
-0.5017486810684204,
0.021761588752269745,
0.882980227470398,
-0.403452605009079,
-1.5338890552520752,
0.24718806147575378,
-0.19626154005527496,
1.0855387449264526,
1.1057391166687012,
-0.24122034013271332,
-0.31057795882225037,
-0.12739339470863342,
0.6749331951141357,
0.4726645350456238,
0.730022132396698,
-0.4812326431274414,
-0.4832097589969635,
-0.6894562840461731,
0.10737843811511993,
-0.11704865097999573,
0.3057718276977539,
-1.2839388847351074,
1.2418535947799683,
-0.3094639778137207,
0.11457006633281708,
0.06638681143522263,
0.5424119830131531,
-1.2254979610443115,
-0.46080344915390015,
0.3942347764968872,
-0.5796964168548584,
-0.26766371726989746,
0.5593689680099487,
-0.6745679378509521,
-0.7247815728187561,
0.8419033288955688,
0.2876223921775818,
-0.7732264995574951,
-0.6000657081604004,
0.400947242975235,
-0.7820492386817932,
0.1443185955286026,
0.0627259835600853,
-0.17822962999343872,
-0.8999330997467041,
0.007723699789494276,
0.07223103940486908,
0.29191580414772034,
-0.09472333639860153,
0.3329547941684723,
0.10801149904727936,
-1.3168971538543701,
0.7101060748100281,
0.7332900166511536,
-0.16392865777015686,
0.06450767070055008,
0.4851750433444977,
0.34868356585502625,
-0.8287678956985474,
0.6112756729125977,
-0.2148348093032837,
0.2109270542860031,
-0.3313775062561035,
-0.04508011415600777,
1.219407081604004,
0.0372263565659523,
-0.43859466910362244,
0.5667060017585754,
-0.03297942504286766,
-1.049256443977356,
0.005602819379419088,
-0.8727961778640747,
0.14904837310314178,
-0.9065991640090942,
0.09416425973176956,
0.705519437789917,
-0.13070189952850342,
0.04353155940771103,
-0.2449905276298523,
0.628860592842102,
0.24303916096687317,
-0.3669954240322113,
0.3473370373249054,
0.11314208060503006,
-0.38139808177948,
0.8332988619804382,
0.365324467420578,
-0.6179283261299133,
-1.0727081298828125,
-0.2991570830345154,
-0.839442253112793,
-0.3722456991672516,
0.42459842562675476,
0.042236294597387314,
-0.5376158356666565,
0.7269874215126038,
0.4213932454586029,
0.8828399181365967,
0.4262581169605255,
-0.2920260429382324,
0.46249744296073914,
0.681885302066803,
0.27858224511146545,
-0.8325878381729126,
-0.5630168914794922,
1.1253012418746948,
1.4048324823379517,
-0.602371335029602,
0.510927140712738,
-0.5324141979217529,
-0.7895117998123169,
0.762401282787323,
0.9641695022583008,
-0.3295327126979828,
1.4496256113052368,
-0.043112341314554214,
0.09283719956874847,
0.03040732629597187,
-0.949025571346283,
-0.03222815319895744,
0.6618940234184265,
0.777122437953949,
0.015119639225304127,
0.022972946986556053,
0.1994701623916626,
0.6813052892684937,
0.44740772247314453,
0.08331932127475739,
0.19611790776252747,
1.0684359073638916,
0.031192833557724953,
0.10098005831241608,
-0.27345702052116394,
0.2407461255788803,
-0.062387339770793915,
0.16611479222774506,
0.11218131333589554,
0.895004153251648,
0.22081145644187927,
0.01775221899151802,
0.5147603750228882,
-0.057793308049440384,
0.5867553949356079,
-0.15806464850902557,
-0.13417145609855652,
-0.39033010601997375,
-0.19460810720920563,
-0.2853505611419678,
-0.9168480038642883,
-0.09595168381929398,
-0.3558520972728729,
-0.354682058095932,
-0.8680233359336853,
-0.35296520590782166,
0.30677083134651184,
0.5747459530830383,
0.3129187822341919,
0.554864764213562,
0.8262557983398438,
0.61863774061203,
-0.13716435432434082,
-0.6972535252571106,
-0.3055233955383301,
-0.29282644391059875,
-0.3859063386917114,
-0.19797037541866302,
0.10210391134023666,
-0.5851920247077942,
-1.0467798709869385,
-0.46719080209732056
] |
2025-06-14
| null | null | null | null | null | null | null | null | null | null | null |
@article{noorghasemi2025keepdelta:apython,
abstract = {Efficiently managing evolving data is crucial in applications like computational simulations and sensing, where dynamic data tracking and processing are essential. In simulations, the traditional method known as full-state encoding stores the entire system state, including all nested data structures and variable values, at every timestep. While simple to implement, this approach is highly storage-intensive. On the other hand, recalculating states from scratch to avoid storage demands is computationally expensive. Similarly, in sensing, continuously transmitting full data snapshots is inefficient, leading to increased bandwidth consumption and latency. KeepDelta addresses this challenge by providing a lightweight Python library that captures and applies only the changes (deltas) between successive states of complex, nested Python data structures. Designed for clarity and ease of use, KeepDelta produces human-readable outputs, facilitating debugging and analysis in research applications.},
author = {Aslan Noorghasemi and Christopher McComb},
citation = {Journal of Open Source Software, 2025},
journal = {Journal of Open Source Software},
pub_year = {2025},
title = {KeepDelta: A Python Library for Human-Readable Data Differencing}
}
|
{
"ENTRYTYPE": "article",
"ID": "noorghasemi2025keepdelta:apython",
"abstract": "Efficiently managing evolving data is crucial in applications like computational simulations and sensing, where dynamic data tracking and processing are essential. In simulations, the traditional method known as full-state encoding stores the entire system state, including all nested data structures and variable values, at every timestep. While simple to implement, this approach is highly storage-intensive. On the other hand, recalculating states from scratch to avoid storage demands is computationally expensive. Similarly, in sensing, continuously transmitting full data snapshots is inefficient, leading to increased bandwidth consumption and latency. KeepDelta addresses this challenge by providing a lightweight Python library that captures and applies only the changes (deltas) between successive states of complex, nested Python data structures. Designed for clarity and ease of use, KeepDelta produces human-readable outputs, facilitating debugging and analysis in research applications.",
"author": "Aslan Noorghasemi and Christopher McComb",
"citation": "Journal of Open Source Software, 2025",
"conference": null,
"journal": "Journal of Open Source Software",
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "KeepDelta: A Python Library for Human-Readable Data Differencing",
"volume": null
}
|
0P9w_S0AAAAJ:LhH-TYMQEocC
| 0 | null | null |
https://joss.theoj.org/papers/10.21105/joss.08075.pdf
|
/scholar?oi=bibs&hl=en&q=related:7faVMrHUjscJ:scholar.google.com/
|
[
0.19419540464878082,
-0.2630986273288727,
-0.1855878233909607,
0.18933241069316864,
0.11167694628238678,
-0.1330523043870926,
0.5048329830169678,
-0.030177515000104904,
-0.6153127551078796,
-0.07234896719455719,
0.34264761209487915,
0.12907370924949646,
0.5893424153327942,
-0.1744115799665451,
-0.23742569983005524,
-0.5172406435012817,
-1.3874977827072144,
-0.11822695285081863,
0.5757412910461426,
-0.23762615025043488,
-0.10209957510232925,
0.21797168254852295,
-1.8278162479400635,
0.2519088089466095,
0.6184942126274109,
0.905036985874176,
-0.7934349179267883,
1.3457846641540527,
-0.16391444206237793,
0.6912916302680969,
0.44177931547164917,
0.5677720308303833,
0.23085638880729675,
-0.302266001701355,
-0.07104863971471786,
-0.4970864951610565,
0.10598243772983551,
-0.7045315504074097,
-0.6390917301177979,
0.45975688099861145,
-0.10854525864124298,
-0.021908404305577278,
0.3945855498313904,
-0.5935147404670715,
0.5094926953315735,
0.09249826520681381,
0.6500875353813171,
1.067053198814392,
-0.0032392325811088085,
-0.14842835068702698,
0.4806749224662781,
-0.9877238869667053,
0.36369961500167847,
0.936465322971344,
0.9957015514373779,
0.140595480799675,
-0.7933497428894043,
-0.2471746951341629,
-0.23881854116916656,
-0.4666381776332855,
-0.8125879168510437,
-0.40518197417259216,
-0.29301953315734863,
-1.2784343957901,
1.5472532510757446,
0.009267696179449558,
0.5098905563354492,
0.08459178358316422,
0.3291952610015869,
0.44042104482650757,
0.3682990074157715,
-0.6995094418525696,
0.4569799602031708,
0.27309539914131165,
0.52730393409729,
0.7627708315849304,
0.07178813964128494,
0.569648027420044,
-1.6299866437911987,
-0.7060986161231995,
0.7643125057220459,
0.07459994405508041,
-0.10802260786294937,
-0.5792779326438904,
-0.375856876373291,
0.19429120421409607,
0.053269777446985245,
0.35465484857559204,
-0.41930222511291504,
0.6390241384506226,
0.6362281441688538,
0.5062475204467773,
0.09067470580339432,
-0.0895182192325592,
0.1286458969116211,
-0.17999272048473358,
-0.6362723708152771,
0.2177785485982895,
0.164689838886261,
0.12563367187976837,
0.21061967313289642,
0.5984038710594177,
-0.41476282477378845,
0.12136948853731155,
0.8448619246482849,
0.25592896342277527,
0.5657592415809631,
-0.7902317643165588,
-0.14199404418468475,
-0.2071204036474228,
0.9894729852676392,
-0.14892488718032837,
0.12185962498188019,
0.07727907598018646,
-0.8698349595069885,
0.08019483834505081,
-0.47785288095474243,
-0.1650170236825943,
-0.592700183391571,
0.11889166384935379,
0.3439127802848816,
0.3536990284919739,
0.20295359194278717,
0.5598061680793762,
0.5251739621162415,
0.3421920835971832,
-0.21210290491580963,
-0.18842652440071106,
0.7214345335960388,
0.03943510353565216,
-0.41344279050827026,
-0.6715526580810547,
-0.06911926716566086,
0.2895519733428955,
0.05133157968521118,
-0.7026942372322083,
-1.5985661745071411,
-0.9140762090682983,
-0.9747604727745056,
0.48035910725593567,
-0.3493344187736511,
-0.5046551823616028,
1.084979772567749,
-0.1032656654715538,
-0.9003432393074036,
1.1191192865371704,
-1.1383987665176392,
-0.5434077978134155,
0.1135023757815361,
-0.24591553211212158,
0.3386020064353943,
0.44502222537994385,
-0.6366410851478577,
0.12555792927742004,
0.20769003033638,
-0.9180430173873901,
-0.35875385999679565,
-0.7684738636016846,
-0.49641188979148865,
-0.06204519048333168,
0.08355628699064255,
-0.393793523311615,
1.3569023609161377,
0.5518057346343994,
-0.7439782619476318,
0.6671448349952698,
-0.017690008506178856,
-0.172890767455101,
0.831266462802887,
0.16959093511104584,
-0.46435922384262085,
-0.007480673026293516,
-0.22582615911960602,
0.019596043974161148,
0.11263381689786911,
-0.5031624436378479,
0.2797184884548187,
0.006687197834253311,
-0.6192317008972168,
-0.45350414514541626,
-0.2504431903362274,
0.8597897291183472,
-0.1055244505405426,
-0.05735466629266739,
0.42881742119789124,
0.7344642877578735,
-0.19832968711853027,
0.6718253493309021,
0.19685682654380798,
0.2768732011318207,
0.8376227617263794,
-0.07847185432910919,
1.1511104106903076,
-0.779238224029541,
-1.0047022104263306,
-0.006443059537559748,
-0.09219735115766525,
-0.28594306111335754,
0.2568948566913605,
1.0663127899169922,
-0.28640303015708923,
0.19296076893806458,
-0.732749879360199,
-0.30402883887290955,
-0.5735328793525696,
-0.030309157446026802,
-0.8185049891471863,
-0.00019937330216635019,
-0.28865957260131836,
0.8666014075279236,
-0.6994976997375488,
0.07978568971157074,
0.07638110220432281,
0.10664023458957672,
-0.7743167281150818,
1.5718730688095093,
-0.19776663184165955,
0.5096573233604431,
0.06844271719455719,
-0.003922100178897381,
0.27832603454589844,
-0.08631104975938797,
0.5213152766227722,
-0.21839755773544312,
-1.0434701442718506,
0.3198257088661194,
-0.6622034907341003,
1.134344220161438,
0.13808771967887878,
0.1254408061504364,
0.5738986730575562,
-0.7125823497772217,
0.22150927782058716,
0.572270393371582,
0.58056640625,
-0.6619663238525391,
0.2673434913158417,
0.16802550852298737,
-0.7525272965431213,
-0.1623464822769165,
0.6551195383071899,
0.9365145564079285,
-0.5496919751167297,
0.5123376846313477,
0.14701607823371887,
-0.7447683215141296,
0.2816184461116791,
0.27067121863365173,
0.7950775623321533,
0.47225072979927063,
0.7898939251899719,
-0.2313649207353592,
-0.4369678199291229,
-0.4022541344165802,
-0.06727267801761627,
0.5791478753089905,
0.365090012550354,
0.6295880675315857,
0.30819201469421387,
-0.8267430067062378,
-0.19587822258472443,
-0.21126574277877808,
0.37285661697387695,
1.105440378189087,
-0.0322258286178112,
0.07540589570999146,
-0.6234366297721863,
0.3089422285556793,
0.3989606201648712,
-0.2959674894809723,
-0.5373005867004395,
-0.4252763092517853,
-0.4820554256439209,
-0.9643319249153137,
0.652856707572937,
0.24506771564483643,
1.2252204418182373,
-0.7085919976234436,
-1.2960656881332397,
-0.06833811104297638,
0.8579733967781067,
0.06286288797855377,
0.1855226457118988,
0.6021691560745239,
-0.7728411555290222,
-0.19745934009552002,
0.33450478315353394,
0.13868318498134613,
-0.173499196767807,
-0.27422812581062317,
1.0562703609466553,
0.07124403864145279,
-0.9677438139915466,
0.42167365550994873,
0.8547666072845459,
-0.6130150556564331,
-0.7552846670150757,
-0.4646536707878113,
0.07169103622436523,
-0.4799402058124542,
-0.2843862771987915,
-0.3573433756828308,
0.0003533201233949512,
0.06689231097698212,
-0.6165271997451782,
-0.3947354257106781,
-0.5967722535133362,
-0.2003100961446762,
0.577235221862793,
-0.4705217778682709,
-0.18369510769844055,
-0.6326847672462463,
0.925183892250061,
-0.3476773798465729,
-1.0736210346221924,
-0.16820299625396729,
-0.7792002558708191,
-0.026578402146697044,
0.32446035742759705,
-0.5933157801628113,
0.04240156710147858,
-0.9646494388580322,
0.5292816162109375,
-0.08881866931915283,
-0.41994476318359375,
0.09282699972391129,
0.827863335609436,
-0.21643175184726715,
0.48223748803138733,
0.30906277894973755,
0.4912753999233246,
-0.48197275400161743,
0.07625413686037064,
-0.31862300634384155,
1.1780524253845215,
0.18029078841209412,
-0.08585817366838455,
0.2330503910779953,
-0.15307430922985077,
-0.8350744247436523,
-0.04612991213798523,
-0.2795085608959198,
-0.42131930589675903,
-0.7460066080093384,
-0.004901386331766844,
-0.458705335855484,
-1.112972617149353,
0.30338767170906067,
-0.7536779046058655,
-0.9373229742050171,
-0.1426927149295807,
-0.19643719494342804,
-0.022755028679966927,
-0.6134594678878784,
-1.1614223718643188,
-0.8568331003189087,
-0.6925803422927856,
-0.4490557610988617,
0.483925461769104,
0.021885540336370468,
-0.5996902585029602,
-0.495393306016922,
0.5615376234054565,
-1.1529439687728882,
0.8577693104743958,
0.295560359954834,
0.3767876625061035,
0.5755950808525085,
-0.4402787387371063,
-0.11276465654373169,
0.3606064021587372,
-0.21124796569347382,
-0.25588828325271606,
0.47420787811279297,
-0.7343778610229492,
0.15166150033473969,
-0.3369726538658142,
-0.39359650015830994,
0.21185608208179474,
-0.09270559996366501,
0.628890872001648,
-0.021098654717206955,
-0.4787450432777405,
0.29146823287010193,
1.231526255607605,
-0.4543188214302063,
-0.23381181061267853,
0.11216918379068375,
0.3191153407096863,
-0.22790835797786713,
-0.05881175398826599,
1.3321963548660278,
-0.3087235689163208,
0.5713151693344116,
0.34353765845298767,
-0.46867311000823975,
-0.35242775082588196,
-0.17331716418266296,
0.44632279872894287,
1.0881778001785278,
0.35206958651542664,
0.2919905483722687,
-0.7846419811248779,
0.640521764755249,
-1.1638085842132568,
-1.016631841659546,
0.21125781536102295,
1.3765127658843994,
0.6804105639457703,
-0.3149605393409729,
-0.15499766170978546,
-0.017491737380623817,
0.32620319724082947,
0.5079576969146729,
-1.242807149887085,
-0.5769760012626648,
0.23958691954612732,
0.38566523790359497,
0.15953439474105835,
0.550862729549408,
-0.19588439166545868,
-0.10952528566122055,
15.228611946105957,
-0.09253683686256409,
-0.42304670810699463,
0.31553083658218384,
-0.32391074299812317,
0.04561735689640045,
-0.05286889523267746,
-0.1979275792837143,
-0.4143449068069458,
0.13239994645118713,
1.5170743465423584,
-0.14980448782444,
0.6848668456077576,
0.36535394191741943,
0.2379591166973114,
-0.4686828851699829,
-0.14630231261253357,
0.5139804482460022,
-0.02671971172094345,
-1.2654690742492676,
-0.43065789341926575,
0.09763412177562714,
0.1355188637971878,
0.8344929218292236,
0.09534186869859695,
0.2957972586154938,
0.7859286069869995,
0.02999296598136425,
0.7079761624336243,
0.6211721301078796,
1.1462290287017822,
0.09720198810100555,
0.29214558005332947,
0.5463175177574158,
-1.39342200756073,
0.4688735604286194,
-0.40519580245018005,
-1.5214786529541016,
0.29186880588531494,
0.49333465099334717,
-0.6220712065696716,
-0.6082466244697571,
0.5325723886489868,
0.35634222626686096,
0.08332394063472748,
0.39623764157295227,
0.4644196927547455,
0.7420428395271301,
0.09438975900411606,
0.30411654710769653,
-0.3985516428947449,
0.24589043855667114,
0.013493443839251995,
-0.18475604057312012,
0.11856209486722946,
-0.37528055906295776,
0.23336553573608398,
0.4210609793663025,
-0.326811283826828,
-0.7881484627723694,
-0.8154537677764893,
-0.3199959099292755,
0.28481701016426086,
0.5226132869720459,
0.4963228702545166,
-0.05448755994439125,
-0.14081861078739166,
0.3584725558757782,
0.33821600675582886,
0.058925360441207886,
-0.11358430981636047,
-0.12366479635238647,
1.3524202108383179,
-0.10610732436180115,
-0.10799656808376312,
0.06286320090293884,
-0.15041203796863556,
-0.27495598793029785,
-0.5101128816604614,
0.04635074734687805,
0.5154586434364319,
-0.8161040544509888,
-0.714029848575592,
0.6979700326919556,
0.1312313824892044,
-0.6511207222938538,
0.06523139029741287,
-0.45540472865104675,
-0.5939996242523193,
0.30322033166885376,
-0.8701826930046082,
0.20879396796226501,
-0.5032660961151123,
-0.2839853763580322,
-0.9570356607437134,
0.5272202491760254,
1.3532367944717407,
-0.15025968849658966,
-0.6998652815818787,
-0.6705020070075989,
0.6187593936920166,
-0.24057362973690033,
-0.17052745819091797,
-0.714824378490448,
1.1775389909744263,
0.4026638865470886,
-0.5693166255950928,
0.48071110248565674,
0.36069583892822266,
-0.38614776730537415,
-0.7410328984260559,
-0.09112118929624557,
-0.3601091206073761,
-0.6089664101600647,
0.3011333644390106,
-0.8690416216850281,
-1.8105385303497314,
0.1161087304353714,
0.47315654158592224,
0.4639250934123993,
0.11892104148864746,
-0.5337253212928772,
-0.30932968854904175,
-0.13428467512130737,
-1.0093011856079102,
-0.19041627645492554,
0.6791073679924011,
-0.928080141544342,
-0.250936895608902,
-0.45128002762794495,
0.24383631348609924,
-1.0856544971466064,
-1.132047176361084,
-0.17496603727340698,
0.5259956121444702,
-1.0285731554031372,
1.1274696588516235,
-0.1968933790922165,
-0.2348327338695526,
0.45641759037971497,
0.18741090595722198,
-0.7162913680076599,
0.5066253542900085,
-0.8482590317726135,
0.019494930282235146,
0.44698265194892883,
-0.03187086433172226,
-0.7771362662315369,
0.22350522875785828,
0.8041002750396729,
0.1977895349264145,
0.19196678698062897,
-0.5281221270561218,
-0.3248203992843628,
-0.1283329427242279,
-0.1876351535320282,
0.4782334864139557,
0.0016300198622047901,
0.04285062104463577,
-0.5500214099884033,
0.49866196513175964,
0.9099326729774475,
-0.2682097554206848,
-0.21163402497768402,
0.42747852206230164,
-0.4647212028503418,
-0.08831461519002914,
-0.07145044952630997,
-0.2800438702106476,
-0.8328396677970886,
-0.7444002628326416,
-0.7172570824623108,
0.23460525274276733,
-0.9355466961860657,
-0.5228957533836365,
0.08259599655866623,
-0.18702781200408936,
0.12768082320690155,
0.3127581775188446,
-0.24158206582069397,
-1.3096946477890015,
0.052201833575963974,
-0.26642513275146484,
0.6741088628768921,
0.43519890308380127,
-0.1276705265045166,
-0.23066312074661255,
-0.4254281520843506,
0.5957408547401428,
0.18355201184749603,
0.46949148178100586,
-0.6782680749893188,
-0.17685335874557495,
-0.6209409832954407,
-0.04297056421637535,
0.2330661565065384,
0.29873600602149963,
-1.299768328666687,
0.5555420517921448,
0.07575558125972748,
-0.20535874366760254,
-0.22254149615764618,
0.5322768092155457,
-0.7356016635894775,
0.3607959747314453,
0.6234560608863831,
-0.2735247313976288,
-0.1028904989361763,
0.623389720916748,
-0.6620284914970398,
-0.3077211380004883,
0.8692386150360107,
0.09761215001344681,
-1.0555624961853027,
-0.7021937370300293,
0.18049480020999908,
-0.7982620000839233,
0.14580687880516052,
-0.2156311571598053,
-0.394749253988266,
-1.0615270137786865,
-0.1004880964756012,
0.21541452407836914,
0.18142737448215485,
0.6093742251396179,
0.17256766557693481,
-0.21939630806446075,
-0.9351807832717896,
0.6458091735839844,
0.6225663423538208,
0.10563094168901443,
-0.13596346974372864,
0.5400921702384949,
0.4771823287010193,
-0.4921586513519287,
-0.13767243921756744,
-0.27549073100090027,
0.03280627354979515,
-0.8834803700447083,
-0.35013726353645325,
0.6782179474830627,
0.1578083336353302,
-0.14193430542945862,
0.5524100065231323,
-0.832922101020813,
-0.9630743861198425,
-0.09129760414361954,
-1.3878430128097534,
-0.22883614897727966,
-0.07527919113636017,
0.5748690962791443,
0.6474117636680603,
0.2786444425582886,
0.0993928536772728,
-0.5247886180877686,
0.5216745138168335,
0.4156626760959625,
-0.3644851744174957,
0.6942101120948792,
-0.14150895178318024,
-0.2669519782066345,
1.1419745683670044,
0.028849495574831963,
-0.026890259236097336,
-1.437079668045044,
-0.48764747381210327,
-0.4373548924922943,
-0.4351699650287628,
0.37928059697151184,
-0.24633656442165375,
-0.28780609369277954,
0.5665006041526794,
0.921294629573822,
1.0094503164291382,
0.05419200658798218,
0.07089987397193909,
0.06940218061208725,
0.6401121020317078,
0.5136398673057556,
-0.3436993360519409,
-0.42970022559165955,
0.6058154106140137,
1.2172744274139404,
-0.6064456701278687,
0.6191633343696594,
0.06273791193962097,
-0.6992326378822327,
0.6423458456993103,
0.7152029871940613,
0.34745311737060547,
0.7552003264427185,
0.3448646366596222,
0.522468090057373,
-0.22147226333618164,
-0.7950649261474609,
-0.2655181586742401,
-0.009642950259149075,
1.168299674987793,
0.48238080739974976,
0.35694244503974915,
0.39394718408584595,
0.18519927561283112,
0.3350067436695099,
0.6123677492141724,
0.8212466239929199,
1.5389389991760254,
-0.7770779132843018,
0.13122260570526123,
-0.42942509055137634,
0.8643475770950317,
0.029446348547935486,
0.007101620547473431,
-0.09838862717151642,
0.9775769710540771,
0.18509218096733093,
0.28671833872795105,
0.997957706451416,
0.12194891273975372,
0.7433450222015381,
0.23705700039863586,
0.07657770812511444,
-0.5190181136131287,
-0.24680794775485992,
-0.49410220980644226,
-0.4602303206920624,
-0.4436400234699249,
-0.28170356154441833,
-0.7645614147186279,
-0.7625197768211365,
-0.4040692150592804,
0.7235584259033203,
0.45283058285713196,
0.20459385216236115,
0.3478761613368988,
0.7884969711303711,
0.5139772295951843,
-0.23724453151226044,
-0.7264145612716675,
-0.29153159260749817,
-0.9072400331497192,
-0.17498402297496796,
-0.7406187057495117,
0.1470147967338562,
-0.6930309534072876,
-0.5962570309638977,
-0.14657194912433624
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{chen2025enforcingtheprinciple,
abstract = {Time-dependent partial differential equations (PDEs) for classic physical systems are established based on the conservation of mass, momentum, and energy, which are ubiquitous in scientific and engineering applications. These PDEs are strictly local-dependent according to the principle of locality in physics, which means that the evolution at a point is only influenced by the neighborhood around it whose size is determined by the length of timestep multiplied with the speed of characteristic information traveling in the system. However, deep learning architecture cannot strictly enforce the local-dependency as it inevitably increases the scope of information to make local predictions as the number of layers increases. Under limited training data, the extra irrelevant information results in sluggish convergence and compromised generalizability. This paper aims to solve this problem by proposing a data decomposition …},
author = {Jiangce Chen and Wenzhuo Xu and Zeda Xu and Noelia Grande Gutierrez and Sneha Prabha Narra and Christopher McComb},
citation = {Journal of Computational Physics, 2025},
journal = {Journal of Computational Physics},
pub_year = {2025},
title = {Enforcing the Principle of Locality for Physical Simulations with Neural Operators}
}
|
{
"ENTRYTYPE": "article",
"ID": "chen2025enforcingtheprinciple",
"abstract": "Time-dependent partial differential equations (PDEs) for classic physical systems are established based on the conservation of mass, momentum, and energy, which are ubiquitous in scientific and engineering applications. These PDEs are strictly local-dependent according to the principle of locality in physics, which means that the evolution at a point is only influenced by the neighborhood around it whose size is determined by the length of timestep multiplied with the speed of characteristic information traveling in the system. However, deep learning architecture cannot strictly enforce the local-dependency as it inevitably increases the scope of information to make local predictions as the number of layers increases. Under limited training data, the extra irrelevant information results in sluggish convergence and compromised generalizability. This paper aims to solve this problem by proposing a data decomposition …",
"author": "Jiangce Chen and Wenzhuo Xu and Zeda Xu and Noelia Grande Gutierrez and Sneha Prabha Narra and Christopher McComb",
"citation": "Journal of Computational Physics, 2025",
"conference": null,
"journal": "Journal of Computational Physics",
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Enforcing the Principle of Locality for Physical Simulations with Neural Operators",
"volume": null
}
|
0P9w_S0AAAAJ:yqoGN6RLRZoC
| 0 | null | null |
https://www.sciencedirect.com/science/article/pii/S0021999125004140
|
/scholar?oi=bibs&hl=en&q=related:a9bqiekiL_gJ:scholar.google.com/
|
[
-0.33727598190307617,
-0.05333052948117256,
-0.36200329661369324,
0.420497328042984,
0.5480035543441772,
0.424060583114624,
0.4271757900714874,
-0.40587538480758667,
-0.5792362093925476,
-0.22208227217197418,
-0.24948734045028687,
0.16264663636684418,
0.04135134071111679,
-0.3977663218975067,
-0.01772408001124859,
-0.7741943001747131,
-0.7896738648414612,
-0.048973701894283295,
0.26227447390556335,
-0.2598128020763397,
-0.1253805011510849,
0.45906639099121094,
-1.339421033859253,
-0.15124908089637756,
0.4170949161052704,
0.8810310959815979,
-0.21800236403942108,
0.9242226481437683,
0.2094520926475525,
0.7811518907546997,
1.0120511054992676,
0.3874388337135315,
0.8673733472824097,
-0.13995933532714844,
0.046544499695301056,
-0.4414786398410797,
0.11179383099079132,
-0.5017631649971008,
-1.1646218299865723,
0.47439146041870117,
-0.24999463558197021,
0.9136669039726257,
0.8128290176391602,
-0.804388701915741,
0.028224533423781395,
-0.4973539710044861,
0.21929079294204712,
0.9991581439971924,
-0.7076238393783569,
-0.28600257635116577,
1.0714213848114014,
-0.7344149947166443,
0.07712000608444214,
0.7086303234100342,
0.7291489243507385,
0.4754766523838043,
-0.1837659776210785,
-0.31641626358032227,
-0.12654808163642883,
-0.021313441917300224,
-0.7977235317230225,
0.20721498131752014,
0.18209677934646606,
-0.10376275330781937,
1.872228980064392,
-0.39286309480667114,
0.270199716091156,
0.4427722096443176,
0.5050257444381714,
0.6359760165214539,
0.21831177175045013,
-0.809468150138855,
0.43129509687423706,
0.5291547179222107,
0.22110186517238617,
0.873412549495697,
0.0468551442027092,
1.0374791622161865,
-1.5752829313278198,
-0.5216578245162964,
1.2085106372833252,
0.28163808584213257,
0.2648017406463623,
-0.7246499061584473,
0.23641638457775116,
0.7325756549835205,
0.403300017118454,
0.2183958888053894,
-0.6420161128044128,
0.8051997423171997,
0.9178898334503174,
0.0757143571972847,
-0.36515820026397705,
0.18134009838104248,
0.1466052532196045,
0.8859729766845703,
-0.057207707315683365,
0.595759928226471,
-0.052544258534908295,
0.5250387191772461,
0.00026977379457093775,
0.43093037605285645,
0.1711580902338028,
0.0648321583867073,
1.379542589187622,
0.21652357280254364,
0.7414605617523193,
-0.8012189865112305,
-0.17325566709041595,
-0.43031710386276245,
0.7013738751411438,
-0.7754606604576111,
-0.25722113251686096,
-0.2492644339799881,
-1.3702574968338013,
-0.2636664807796478,
-0.2964451014995575,
-0.05876234173774719,
-0.5318450331687927,
0.5048102140426636,
0.18521739542484283,
0.25860556960105896,
0.04214753583073616,
1.0390114784240723,
0.18765950202941895,
1.2872134447097778,
0.004819516092538834,
-0.0030301413498818874,
0.5955038666725159,
-0.8395636081695557,
-0.568510115146637,
-0.46564972400665283,
0.274621844291687,
0.10409851372241974,
0.353366494178772,
-0.35668501257896423,
-1.2214412689208984,
-1.3043313026428223,
-0.9847545027732849,
0.36996525526046753,
-0.5601089596748352,
-0.26465582847595215,
1.3473832607269287,
-0.1816055029630661,
-0.5856640934944153,
1.1466108560562134,
-0.9114687442779541,
-0.7033176422119141,
0.1027064323425293,
0.29716137051582336,
0.317730575799942,
0.531959056854248,
-0.7851533889770508,
0.9031176567077637,
0.16882050037384033,
-0.6589596271514893,
-0.387058824300766,
-1.0123708248138428,
-0.7449227571487427,
0.017390286549925804,
-0.29261016845703125,
-0.9913999438285828,
0.8326627612113953,
0.4971127510070801,
-1.038378357887268,
0.06627140194177628,
-0.3052668571472168,
-0.25726059079170227,
0.44333717226982117,
0.29986369609832764,
-0.7161598801612854,
0.02248922735452652,
0.021069360896945,
-0.07394767552614212,
0.24396350979804993,
-0.8348339200019836,
0.06523218005895615,
0.3209221661090851,
-0.500869870185852,
-0.40560880303382874,
-0.6941607594490051,
0.824999213218689,
0.46549153327941895,
-0.16457347571849823,
0.4357459247112274,
0.3382478952407837,
-0.378162682056427,
0.42310449481010437,
0.08065160363912582,
-0.49500390887260437,
1.2329130172729492,
0.5146286487579346,
0.8400090336799622,
-0.8594448566436768,
-0.6314091682434082,
0.04370186850428581,
0.14044758677482605,
-0.3755420744419098,
-0.1086866483092308,
0.9426906704902649,
-0.34950679540634155,
0.1251983344554901,
-0.49891626834869385,
-0.7392174601554871,
0.06381569057703018,
0.0727347880601883,
-1.3186265230178833,
0.13043604791164398,
0.03346829488873482,
0.7463773488998413,
-0.6502444744110107,
0.03040231391787529,
0.05505969375371933,
0.3592592775821686,
-0.8797451257705688,
1.473720908164978,
-0.06642056256532669,
0.2995884120464325,
-0.030669763684272766,
-0.5854880809783936,
0.3094753921031952,
-0.15460467338562012,
-0.13180416822433472,
-0.3294142484664917,
-0.36623135209083557,
0.5381814241409302,
-0.8681309223175049,
1.0589630603790283,
-0.4930458664894104,
0.3486141264438629,
0.45047715306282043,
-0.9185335040092468,
-0.008497712202370167,
0.7944104671478271,
0.6172710061073303,
-0.4840337634086609,
0.13933531939983368,
0.23048606514930725,
-0.366496205329895,
-0.04726633429527283,
0.30120769143104553,
0.3735792636871338,
-0.3461425304412842,
0.9696956276893616,
0.25010842084884644,
-0.696386992931366,
-0.03422153368592262,
0.4753129184246063,
0.5955134630203247,
0.30752304196357727,
0.40035080909729004,
-0.12982329726219177,
0.13600021600723267,
-0.6558480262756348,
-0.02633153647184372,
0.8669259548187256,
0.027632730081677437,
0.8134931325912476,
-0.2737630307674408,
-1.2258223295211792,
-0.628547728061676,
-0.34287014603614807,
0.32876941561698914,
0.9516956210136414,
0.25091353058815,
-0.34978532791137695,
-0.2979791462421417,
0.1114821806550026,
0.20062255859375,
-0.33769601583480835,
-0.5617893934249878,
-0.6352288722991943,
-0.4251957833766937,
-1.3381013870239258,
0.9393130540847778,
0.2507348954677582,
1.513488531112671,
-0.7746360301971436,
-0.9155541658401489,
-0.5236008763313293,
1.0234037637710571,
-0.26041659712791443,
0.03394282981753349,
0.5027570724487305,
-0.3782666325569153,
0.25299766659736633,
0.4166615605354309,
-0.1966490000486374,
0.197121262550354,
-0.24030421674251556,
0.46705129742622375,
-0.3049408793449402,
-0.5867841839790344,
0.23279450833797455,
0.8075522780418396,
-1.1016626358032227,
-0.5465728044509888,
-0.12182506173849106,
0.6029961109161377,
-0.17896915972232819,
0.4015653431415558,
-0.45382940769195557,
0.004188272636383772,
0.20204100012779236,
-0.8372790813446045,
-0.10974480956792831,
-0.056313034147024155,
0.23439034819602966,
0.40734291076660156,
0.3847477436065674,
0.22037167847156525,
-0.3531157970428467,
0.8808271288871765,
0.04079778119921684,
-0.38007569313049316,
-0.42237389087677,
-0.5769792199134827,
0.023217134177684784,
0.773550271987915,
-0.9048328399658203,
-0.4121151864528656,
-0.8106432557106018,
0.7913593649864197,
-0.398413747549057,
-0.5494613647460938,
-0.03638831898570061,
0.6030327081680298,
-0.860512912273407,
0.7645300626754761,
-0.06913263350725174,
0.41721946001052856,
-0.08703815937042236,
-0.13200479745864868,
-0.7103092074394226,
0.4214763343334198,
-0.3604884743690491,
0.21451595425605774,
0.7176421880722046,
0.40469640493392944,
-0.8051566481590271,
-0.2549397647380829,
-0.5616519451141357,
-0.3877071142196655,
-0.5551788210868835,
-0.06503061950206757,
-0.2753394842147827,
-1.0573564767837524,
-0.06985785067081451,
-1.1178092956542969,
-0.4007423222064972,
-0.503252387046814,
0.15804371237754822,
-0.4394984841346741,
-0.5879836678504944,
-1.6264348030090332,
-0.804767370223999,
-0.2360893338918686,
-0.4856889545917511,
-0.029998410493135452,
-0.2189944088459015,
-0.44268932938575745,
-0.8922407627105713,
0.07879053056240082,
-0.5671932697296143,
1.008293867111206,
-0.14461393654346466,
0.5268228650093079,
0.3553149998188019,
-0.3520555794239044,
-0.1037323996424675,
-0.06886739283800125,
0.38501933217048645,
-0.2509493827819824,
0.23479832708835602,
-0.7622919082641602,
0.535092830657959,
0.3425130844116211,
-0.23100082576274872,
0.16940534114837646,
0.08503252267837524,
0.749707043170929,
0.09794029593467712,
-0.2229471653699875,
0.44755566120147705,
1.5461976528167725,
-0.787922739982605,
-0.1151336282491684,
-0.39118093252182007,
1.149077296257019,
0.24646125733852386,
-0.11933494359254837,
1.0362752676010132,
-0.566803514957428,
0.39769837260246277,
-0.04159712418913841,
-0.2446502298116684,
-0.10648897290229797,
-0.3705359995365143,
0.3083740472793579,
1.38080894947052,
0.24904994666576385,
0.4636992812156677,
-0.8995554447174072,
0.3851737976074219,
-1.9724587202072144,
-0.8620458841323853,
0.6819108128547668,
0.8734645247459412,
-0.040654122829437256,
-0.2492288500070572,
-0.008471746928989887,
-0.14872989058494568,
0.05674446001648903,
0.19086860120296478,
-0.49904417991638184,
-0.9685131311416626,
0.33043575286865234,
0.5718875527381897,
0.8740652799606323,
0.7085475325584412,
-0.06086070463061333,
0.2916492819786072,
15.030110359191895,
0.7858745455741882,
-0.2716676890850067,
0.6137206554412842,
-0.11921316385269165,
0.34850144386291504,
0.21735645830631256,
0.03965882211923599,
-0.7838123440742493,
0.13864624500274658,
1.2321584224700928,
0.302776962518692,
0.49852585792541504,
0.04642338305711746,
0.47527340054512024,
-0.009530794806778431,
-0.38692164421081543,
0.8145512938499451,
0.4812110364437103,
-1.2061796188354492,
0.1331898719072342,
0.5383338928222656,
0.6361898183822632,
0.4760242998600006,
0.3224841356277466,
0.1240706518292427,
-0.03408939018845558,
-0.21620602905750275,
0.36062419414520264,
0.303470253944397,
0.2933332920074463,
-0.007510748226195574,
0.23950563371181488,
1.059606909751892,
-1.1537151336669922,
-0.03368687257170677,
-0.5978469252586365,
-1.6102802753448486,
0.3464747965335846,
0.16260774433612823,
0.013406353071331978,
-0.3887268900871277,
-0.12057022005319595,
0.5075140595436096,
0.9700614213943481,
0.7008574604988098,
-0.11369363218545914,
0.30884796380996704,
-0.37121185660362244,
0.035502851009368896,
-0.03894590213894844,
0.05740690976381302,
0.3552249073982239,
-0.12845708429813385,
-0.05725300684571266,
0.08484739810228348,
0.2042229026556015,
0.7882733345031738,
-0.43772733211517334,
-0.5601443648338318,
-0.572985827922821,
0.0018575737485662103,
-0.4496578872203827,
0.5513532757759094,
0.6757560968399048,
0.25803881883621216,
-0.4020006060600281,
0.10744521766901016,
0.30209723114967346,
0.458708256483078,
-0.7879535555839539,
-0.49065807461738586,
0.5023472905158997,
0.10168396681547165,
-0.6308039426803589,
-0.024477088823914528,
-1.20283043384552,
-0.7838460803031921,
-0.3712290823459625,
0.019249603152275085,
0.14678125083446503,
-0.7870612144470215,
-1.1026699542999268,
0.49110740423202515,
0.1040448248386383,
-0.40620890259742737,
1.2106657028198242,
-0.8020778894424438,
-0.6890186071395874,
0.32885125279426575,
-1.0503655672073364,
0.007445084396749735,
0.23312798142433167,
-0.24801105260849,
-0.5639171600341797,
0.08983318507671356,
0.9902448654174805,
0.27550002932548523,
-0.6836140155792236,
-0.42548319697380066,
-0.10357306897640228,
-0.4751403033733368,
-0.18385601043701172,
-0.724466860294342,
0.6344005465507507,
0.33351370692253113,
-0.3767022490501404,
0.6078600287437439,
0.09619377553462982,
0.16809168457984924,
-0.5818842649459839,
0.2682208716869354,
0.21425281465053558,
-0.8307335376739502,
0.3689225912094116,
-0.6786192655563354,
-1.4731078147888184,
-0.3040028512477875,
0.509513258934021,
-0.14772672951221466,
-0.2799334228038788,
-0.3526903986930847,
-0.29589560627937317,
-0.5391345620155334,
-0.9196191430091858,
0.2090400904417038,
0.49792101979255676,
-1.1318589448928833,
-0.5520052313804626,
0.32630455493927,
-0.2999754846096039,
-0.566321074962616,
-0.7135871052742004,
0.23218953609466553,
0.04084693267941475,
-0.3158724308013916,
1.4682847261428833,
-0.38684824109077454,
0.6110888123512268,
0.5080862045288086,
0.3769674599170685,
-0.2272946834564209,
0.021701471880078316,
-1.136758804321289,
-0.15532754361629486,
-0.4014485776424408,
-0.009949719533324242,
-0.8564714789390564,
0.21237780153751373,
1.0706833600997925,
0.07509446144104004,
-0.19618944823741913,
-0.47341978549957275,
-0.33305150270462036,
0.03231894224882126,
-0.7712275385856628,
0.025509919971227646,
0.03636542335152626,
0.2846020758152008,
-0.24322599172592163,
0.4999125599861145,
1.2929121255874634,
0.3376602530479431,
-0.3007107377052307,
0.150124192237854,
-0.1478060930967331,
-0.11333483457565308,
-0.505615234375,
-0.43304306268692017,
-1.7202926874160767,
0.025084732100367546,
-0.7739679217338562,
-0.13592958450317383,
-0.7090278267860413,
-0.5255314111709595,
0.001983675640076399,
-0.32362109422683716,
-0.36507195234298706,
0.9493608474731445,
-0.16974781453609467,
-1.1532340049743652,
0.19911794364452362,
-0.3886778652667999,
0.9690152406692505,
1.0225334167480469,
-0.059266310185194016,
-0.2627464830875397,
-0.14650551974773407,
0.5936962962150574,
0.48928821086883545,
0.6734365820884705,
-0.46597808599472046,
-0.5073450207710266,
-0.6539038419723511,
0.24915723502635956,
-0.18098166584968567,
0.5884225368499756,
-1.2629350423812866,
1.0242979526519775,
-0.3286125361919403,
-0.04264877736568451,
0.23907575011253357,
0.6265690922737122,
-1.003271460533142,
-0.6367114782333374,
0.2227817326784134,
-0.7443997859954834,
-0.33089569211006165,
0.22482487559318542,
-0.4450664222240448,
-0.3832327127456665,
0.6907141208648682,
0.24365541338920593,
-0.8911147117614746,
-0.30984294414520264,
0.31894126534461975,
-0.7687740921974182,
-0.07819478958845139,
-0.02488020807504654,
-0.13075870275497437,
-0.934496283531189,
-0.07505213469266891,
-0.00403039762750268,
0.11209576576948166,
0.19595713913440704,
0.2761467397212982,
0.167324036359787,
-1.1673659086227417,
0.7562251091003418,
0.5657744407653809,
-0.12572531402111053,
-0.013563624583184719,
0.40014156699180603,
0.24876616895198822,
-0.863012969493866,
0.27419841289520264,
-0.07623253762722015,
0.4782508909702301,
-0.35786113142967224,
0.0962420180439949,
0.906633734703064,
0.15416833758354187,
-0.5223758816719055,
0.5308228135108948,
0.053063180297613144,
-0.8934612274169922,
0.07219016551971436,
-0.8125127553939819,
0.05825832858681679,
-0.9569742679595947,
0.40060606598854065,
0.6701236963272095,
-0.24849757552146912,
-0.07310756295919418,
-0.2670069634914398,
0.452688068151474,
0.30824947357177734,
-0.7272376418113708,
0.10091368854045868,
-0.08241154253482819,
-0.40798941254615784,
0.7265970706939697,
0.4989067018032074,
-0.6619157791137695,
-0.7645037770271301,
-0.4200766980648041,
-0.9918003678321838,
-0.5893372297286987,
0.27222010493278503,
0.05407789722084999,
-0.41108042001724243,
0.7878014445304871,
0.3383820354938507,
0.665983259677887,
0.06882024556398392,
-0.09613290429115295,
0.6430623531341553,
0.5043995976448059,
0.20711977779865265,
-0.819021999835968,
-0.6415504813194275,
1.2484349012374878,
1.2938884496688843,
-0.5800808668136597,
0.692504346370697,
-0.6435952186584473,
-0.8548895716667175,
0.5534924864768982,
0.8100461959838867,
-0.6712434887886047,
1.2876343727111816,
-0.023563066497445107,
-0.09148826450109482,
-0.22496287524700165,
-0.825124979019165,
-0.17261333763599396,
0.7551254034042358,
0.9459081888198853,
-0.012539631687104702,
0.21908612549304962,
-0.1896897405385971,
0.44493818283081055,
0.5835528373718262,
0.15342368185520172,
0.4794315993785858,
1.1129968166351318,
0.07940583676099777,
-0.15146967768669128,
-0.1289682537317276,
0.21019667387008667,
-0.136114701628685,
0.12380336225032806,
0.13933919370174408,
0.7830014824867249,
0.1002715528011322,
0.09743648022413254,
0.71138596534729,
-0.04750675708055496,
0.33058515191078186,
-0.009087973274290562,
0.07534967362880707,
-0.40527212619781494,
-0.5015887022018433,
-0.4953952729701996,
-0.9241288304328918,
-0.05103613808751106,
-0.674292802810669,
-0.3533079922199249,
-0.9337946176528931,
-0.29778996109962463,
0.4192708730697632,
0.3641718029975891,
0.22613957524299622,
0.5653143525123596,
0.7426431179046631,
0.4827903211116791,
0.0015527369687333703,
-0.7803210616111755,
-0.28603479266166687,
-0.09800326079130173,
-0.3848015069961548,
0.03220287710428238,
0.022043924778699875,
-0.3236386477947235,
-1.0852093696594238,
-0.3533102869987488
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{mcgee2025guidinggeneralizedteam,
abstract = {The use of Artificial Intelligence (AI) to guide team dynamics has the potential to transform collaborative problem-solving processes. Existing approaches to doing so are trained on prior problem-specific data, limiting them to problems that have already been solved. This research aims to extend AI-based approaches to novel situations by eliminating the need for prior data. This is accomplished by focusing on team communication and collective intelligence (CI) rather than problem-specific strategies. CI is a team's general ability to work well across various tasks and is more predictive of team performance than individual intelligence. This work introduces an AI Facilitator that monitors CI attributes–collective attention, equal participation, and consistent communication–in real-time and intervenes as necessary to guide teams towards better collaboration and overall performance. Two human subjects studies are …},
author = {Elizabeth S McGee and Jonathan Cagan and Christopher McComb},
citation = {Journal of Mechanical Design, 2025},
journal = {Journal of Mechanical Design},
pub_year = {2025},
title = {Guiding Generalized Team Problem Solving through a Collective Intelligence-Based Artificial Intelligence Facilitator}
}
|
{
"ENTRYTYPE": "article",
"ID": "mcgee2025guidinggeneralizedteam",
"abstract": "The use of Artificial Intelligence (AI) to guide team dynamics has the potential to transform collaborative problem-solving processes. Existing approaches to doing so are trained on prior problem-specific data, limiting them to problems that have already been solved. This research aims to extend AI-based approaches to novel situations by eliminating the need for prior data. This is accomplished by focusing on team communication and collective intelligence (CI) rather than problem-specific strategies. CI is a team's general ability to work well across various tasks and is more predictive of team performance than individual intelligence. This work introduces an AI Facilitator that monitors CI attributes–collective attention, equal participation, and consistent communication–in real-time and intervenes as necessary to guide teams towards better collaboration and overall performance. Two human subjects studies are …",
"author": "Elizabeth S McGee and Jonathan Cagan and Christopher McComb",
"citation": "Journal of Mechanical Design, 2025",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Guiding Generalized Team Problem Solving through a Collective Intelligence-Based Artificial Intelligence Facilitator",
"volume": null
}
|
0P9w_S0AAAAJ:r_AWSJRzSzQC
| 0 | null | null |
https://asmedigitalcollection.asme.org/mechanicaldesign/article/doi/10.1115/1.4068909/1218854
|
/scholar?oi=bibs&hl=en&q=related:W3N9gqNPBaUJ:scholar.google.com/
|
[
0.0006437543779611588,
0.44817838072776794,
-0.23984870314598083,
0.14149899780750275,
0.19052690267562866,
0.48302221298217773,
0.12054058909416199,
-0.1942160576581955,
-0.33873575925827026,
0.5264285802841187,
0.17113527655601501,
0.009908806532621384,
-0.4484650492668152,
0.1803702861070633,
0.08658331632614136,
-0.36554715037345886,
-0.9087907075881958,
0.3454832136631012,
-0.8153032660484314,
-0.20501674711704254,
0.19821590185165405,
-0.9943652153015137,
-1.0212990045547485,
0.3605758547782898,
0.8817710876464844,
0.3251499533653259,
-0.04017512500286102,
0.917334794998169,
0.524577796459198,
1.0370383262634277,
-0.05190874636173248,
0.10136891156435013,
0.4730830788612366,
-0.3807735741138458,
-0.7227441072463989,
0.4013594686985016,
0.5358216762542725,
-0.10552705824375153,
-0.2038816511631012,
0.42367711663246155,
-0.15821942687034607,
0.15825290977954865,
0.46694302558898926,
-0.6908174753189087,
-0.24781973659992218,
0.5492839813232422,
0.8194241523742676,
0.4953572750091553,
0.44729727506637573,
-0.07786324620246887,
1.3305976390838623,
-0.42714160680770874,
0.5872592329978943,
1.5893216133117676,
0.30356717109680176,
0.39193418622016907,
-0.4970487356185913,
-0.9269297122955322,
0.5719333291053772,
-0.35712331533432007,
-0.5145388841629028,
0.315529465675354,
0.03411712497472763,
-0.6757553815841675,
1.4466005563735962,
-0.5581234097480774,
-0.06842780113220215,
0.1099342629313469,
0.036814868450164795,
1.5859544277191162,
0.3666393458843231,
-1.2046129703521729,
0.1248813197016716,
0.671685516834259,
0.6687068343162537,
0.2877427637577057,
-0.1434173732995987,
0.6694144606590271,
-1.1051617860794067,
-0.13801831007003784,
0.4545193016529083,
-0.3442602753639221,
-0.5379149317741394,
0.007141953334212303,
-0.9920427799224854,
0.5506652593612671,
0.48424431681632996,
1.032346248626709,
-0.8734785914421082,
0.6044991612434387,
0.23331892490386963,
0.8323190808296204,
-0.25501614809036255,
0.9513147473335266,
0.25596731901168823,
0.6256764531135559,
0.35373613238334656,
0.5870704054832458,
0.17948754131793976,
0.32546165585517883,
0.3124637007713318,
0.32001158595085144,
-0.8612679839134216,
0.20214304327964783,
1.4165276288986206,
-0.2590823173522949,
0.30290526151657104,
-0.7847567200660706,
0.2986304759979248,
0.4597432613372803,
0.9017261266708374,
-1.3609704971313477,
-0.43898576498031616,
0.1347474902868271,
-0.40295666456222534,
-0.3644464313983917,
0.0008666492649354041,
-0.33760422468185425,
-0.7543928027153015,
0.3873857259750366,
-0.12431662529706955,
-0.4150822162628174,
0.14350156486034393,
0.8771572113037109,
0.09396293759346008,
0.3336765468120575,
0.6631149649620056,
-0.052681732922792435,
0.31280943751335144,
-0.20249418914318085,
-1.0911880731582642,
-0.9240682721138,
0.5948200225830078,
0.11859163641929626,
0.020149435847997665,
0.12445706874132156,
-1.5634931325912476,
-1.1759644746780396,
-1.0327858924865723,
0.731180727481842,
-0.2051827758550644,
0.08036907017230988,
1.3638832569122314,
0.5779072642326355,
-0.7341433167457581,
0.9003667235374451,
0.15858744084835052,
-0.6137048602104187,
-0.0929013192653656,
0.4148407280445099,
-0.07106774300336838,
-0.29006829857826233,
-0.43324872851371765,
0.07448912411928177,
0.8145326972007751,
-0.6197926998138428,
-0.27350276708602905,
-0.20694728195667267,
-0.5571497678756714,
-0.6003693342208862,
0.4208635985851288,
-1.2237911224365234,
1.1354506015777588,
-0.717293381690979,
-0.7203146815299988,
0.5575322508811951,
0.12230563163757324,
-0.04219353199005127,
0.31796449422836304,
-0.17374345660209656,
-0.7998945713043213,
0.03887103125452995,
0.40799379348754883,
0.11203603446483612,
-0.4622308015823364,
-0.9148907661437988,
-0.06196698918938637,
-0.11340810358524323,
-0.06069858744740486,
0.08714968711137772,
-0.4230700433254242,
1.0309869050979614,
0.5070400238037109,
-0.48907241225242615,
0.1303480565547943,
0.511187732219696,
-0.39358511567115784,
-0.14174114167690277,
-0.04445923864841461,
-1.0978789329528809,
0.6552733182907104,
0.28507351875305176,
1.2297967672348022,
-0.7779083251953125,
-0.20332328975200653,
0.38443291187286377,
-0.032541848719120026,
-0.16742143034934998,
-0.4154401123523712,
0.7352191805839539,
-0.35411784052848816,
0.5099233984947205,
-0.33643537759780884,
-0.5247014164924622,
-0.021043244749307632,
0.11071036756038666,
0.4118949770927429,
-0.396131306886673,
-0.19273872673511505,
0.6241009831428528,
-0.8680034875869751,
0.06796137988567352,
-0.13601934909820557,
-0.37621545791625977,
-0.8704012036323547,
1.2939006090164185,
-0.40297916531562805,
0.8218935132026672,
-0.4347449243068695,
-0.398634672164917,
0.18042822182178497,
-0.2984108328819275,
0.3075486123561859,
0.08405276387929916,
-0.37189435958862305,
0.11886145174503326,
-1.1771360635757446,
0.8779602646827698,
0.10705018043518066,
0.03790448233485222,
0.7734913229942322,
-0.9903286099433899,
0.2968558669090271,
1.156654953956604,
0.10953839868307114,
-0.4836540222167969,
0.4845857620239258,
0.5579403042793274,
-0.16515347361564636,
-0.08255081623792648,
0.016419611871242523,
0.8941132426261902,
-0.06007874384522438,
0.9827965497970581,
0.16861498355865479,
-0.5607072710990906,
0.6056323647499084,
0.2975688874721527,
0.16687072813510895,
-0.400310754776001,
0.4073556661605835,
-0.46593964099884033,
0.3034159243106842,
-0.5289078950881958,
0.22404739260673523,
0.8378828763961792,
0.34767138957977295,
0.1998472809791565,
-0.3408223092556,
-1.0658807754516602,
0.19367532432079315,
0.2548217475414276,
0.7446355819702148,
1.4666446447372437,
0.17321373522281647,
-0.1710798740386963,
-0.45952489972114563,
-0.2788672149181366,
0.05970589444041252,
0.4618700444698334,
-0.7061338424682617,
-0.2764339745044708,
-0.7606204748153687,
-0.4645979404449463,
0.24514108896255493,
0.3511500060558319,
1.5733336210250854,
-1.0254368782043457,
-0.2410423904657364,
-0.30094075202941895,
0.362777978181839,
0.1486060917377472,
-0.7998924851417542,
-0.009101764298975468,
-0.34976884722709656,
-0.5328976511955261,
0.12291006743907928,
-0.14960865676403046,
0.056104522198438644,
0.1498790681362152,
1.2381269931793213,
0.5586791038513184,
-0.30654141306877136,
1.1323491334915161,
0.700949490070343,
-1.3124449253082275,
-0.7067229151725769,
-0.7613710761070251,
0.15860828757286072,
0.06344255059957504,
0.1580757200717926,
0.3789779543876648,
-0.2286854386329651,
1.1511428356170654,
-0.2372197061777115,
0.021364077925682068,
0.07344262301921844,
0.6705077886581421,
-0.1292274445295334,
-0.10491582751274109,
0.32407721877098083,
-0.564617931842804,
1.3351960182189941,
0.12527842819690704,
-0.12020918726921082,
0.22506502270698547,
-0.47184669971466064,
-0.7377480268478394,
-0.2761019170284271,
-0.8511672019958496,
-0.489356130361557,
-1.5225229263305664,
1.463221788406372,
0.7184023261070251,
-0.776879608631134,
0.7950085997581482,
0.5379965901374817,
-0.7658593654632568,
1.1084296703338623,
-0.10368025302886963,
0.5464901328086853,
0.5305852293968201,
-0.1636134684085846,
-0.35208484530448914,
0.39566487073898315,
-0.03234371542930603,
-0.25785377621650696,
-0.2436123639345169,
-0.49674347043037415,
-0.6793707013130188,
-0.10183677822351456,
0.10371632128953934,
0.30786532163619995,
-0.7480152249336243,
0.49404072761535645,
-0.5571039319038391,
-1.4742631912231445,
-0.07550688832998276,
-0.6645766496658325,
-0.8366073966026306,
-0.14121955633163452,
0.7282215356826782,
-0.4156571924686432,
-1.0086805820465088,
-0.6419205665588379,
-1.0543224811553955,
-0.3447211682796478,
-0.7126208543777466,
-0.6085602045059204,
0.08573906868696213,
-1.0525355339050293,
-0.4120771288871765,
0.11274698376655579,
0.4905385673046112,
0.9194391965866089,
-0.11307895183563232,
0.311360239982605,
0.14766111969947815,
-0.4786420166492462,
-0.44971901178359985,
0.3342994749546051,
0.5142640471458435,
-0.13409531116485596,
-0.16285152733325958,
-0.3242132067680359,
0.06031770631670952,
0.12832489609718323,
-0.6063331961631775,
-0.26184114813804626,
0.27402934432029724,
0.7703913450241089,
0.01955602876842022,
-0.30001100897789,
-0.37124794721603394,
0.27254462242126465,
0.1079719141125679,
-0.27215346693992615,
0.4505021870136261,
0.8556942939758301,
0.8010904788970947,
0.2505376636981964,
0.47583749890327454,
0.30636265873908997,
0.8515051603317261,
0.11079606413841248,
-0.08490672707557678,
-0.3233543038368225,
0.10958782583475113,
0.2794525623321533,
0.613246500492096,
-0.8238105177879333,
-0.07030874490737915,
-1.398167371749878,
0.5577693581581116,
-1.6423239707946777,
-0.6906482577323914,
0.4250815510749817,
0.7962771058082581,
-0.31892064213752747,
-0.7350846529006958,
0.03271183744072914,
0.3767284154891968,
0.4700421988964081,
-0.4753574728965759,
0.37247827649116516,
-0.27789682149887085,
0.34901490807533264,
0.20919807255268097,
-0.3827197253704071,
0.5617319345474243,
-0.5384971499443054,
0.180563285946846,
14.804407119750977,
0.09906759858131409,
0.6292237043380737,
0.18374793231487274,
0.3247387707233429,
0.6311700940132141,
-0.3478052616119385,
-0.42704829573631287,
-0.4251508116722107,
-0.25984618067741394,
0.688021719455719,
-0.30803269147872925,
0.8120505213737488,
0.04229980334639549,
0.04213321581482887,
-0.4149213135242462,
-0.4738016128540039,
0.4734298288822174,
0.29957303404808044,
-0.9773015379905701,
0.30508849024772644,
0.26382213830947876,
0.5591816902160645,
-0.2868325412273407,
0.6038768291473389,
0.4967595338821411,
0.5792025327682495,
-0.44649842381477356,
0.602376401424408,
0.005376704037189484,
-0.18213346600532532,
-0.20201484858989716,
0.5331961512565613,
0.6884810328483582,
-0.39585766196250916,
-0.6749345064163208,
0.029796438291668892,
-1.8458055257797241,
0.30631163716316223,
-0.5216981768608093,
-0.607451319694519,
-0.06918998807668686,
-0.07796628028154373,
-0.061853501945734024,
0.523754358291626,
0.4707286059856415,
-0.34898829460144043,
0.2648533284664154,
0.07254014909267426,
-0.4006301164627075,
0.08333282917737961,
0.7093115448951721,
0.3944585919380188,
-0.39426717162132263,
-0.23355455696582794,
0.4751352369785309,
0.6554545164108276,
0.3163183629512787,
-0.19553330540657043,
-0.01882091909646988,
-0.42650550603866577,
-0.35972467064857483,
-0.10897140949964523,
0.30720049142837524,
0.6012171506881714,
0.20699188113212585,
0.10273969918489456,
-0.21453605592250824,
0.2866692841053009,
0.39445167779922485,
0.41732317209243774,
-0.4725263714790344,
0.2422756552696228,
-0.3884817361831665,
-0.811834454536438,
0.05443023517727852,
-0.9469815492630005,
-0.15447594225406647,
-0.8969038724899292,
-0.7963818907737732,
0.7915443778038025,
-0.8718806505203247,
-1.0647081136703491,
0.6706652641296387,
0.04303574934601784,
-0.4982317388057709,
0.0626075267791748,
-0.6499724388122559,
-0.8377421498298645,
0.5207042694091797,
-0.40896233916282654,
-0.795194685459137,
-0.7638345956802368,
0.23312602937221527,
-0.4647196829319,
-0.5905705690383911,
1.1618589162826538,
-0.31656980514526367,
-0.8883456587791443,
-0.005499995779246092,
-0.7928590178489685,
-0.606532096862793,
0.12231022864580154,
-0.7273333072662354,
-0.04689459502696991,
0.09990114718675613,
-0.31413474678993225,
0.9107010960578918,
-0.16452166438102722,
-0.5093915462493896,
-0.8034881353378296,
0.6873440742492676,
0.2982693314552307,
-0.7525056004524231,
-0.09035966545343399,
-0.3985355496406555,
-1.317445993423462,
0.21671517193317413,
0.8469286561012268,
-0.39420557022094727,
0.3294716477394104,
0.1902843564748764,
0.020016346126794815,
-0.1916852444410324,
-1.057013988494873,
0.29030641913414,
0.6647591590881348,
-0.43057113885879517,
-0.9803281426429749,
0.6645772457122803,
0.12288930267095566,
-0.5471734404563904,
-0.40720975399017334,
-0.27533090114593506,
0.11517639458179474,
-0.16178162395954132,
0.6931740045547485,
-0.4325336515903473,
-0.14218135178089142,
0.40777459740638733,
0.5053319334983826,
-0.8096221685409546,
-0.6588010191917419,
-1.1241109371185303,
0.6370315551757812,
0.08192266523838043,
0.541893720626831,
-0.9676753878593445,
0.02281605824828148,
1.579352617263794,
-0.07939061522483826,
0.6708806157112122,
-0.5526130795478821,
0.12245721369981766,
-0.5014316439628601,
-0.48632222414016724,
0.03163637965917587,
0.2134466916322708,
0.3531995415687561,
-0.319382905960083,
0.3658183217048645,
0.7842567563056946,
-0.26828426122665405,
-0.6328390836715698,
1.3475031852722168,
-0.3947139382362366,
-0.006663970183581114,
-0.45459291338920593,
-0.5290061831474304,
-1.1113557815551758,
-0.3974344730377197,
-0.5749496817588806,
0.0817856416106224,
-1.015228271484375,
-0.7036359906196594,
0.06755474954843521,
-0.3689914345741272,
-0.1887858510017395,
0.14147056639194489,
-0.4443763792514801,
-0.27807193994522095,
-0.13883677124977112,
-0.49848395586013794,
0.5877984762191772,
1.2737668752670288,
-0.41081956028938293,
-0.4920051693916321,
0.02291605994105339,
-0.6301407217979431,
0.42269131541252136,
0.6731552481651306,
-0.0570390522480011,
-0.44404351711273193,
-1.3696259260177612,
0.03298216685652733,
-0.30325236916542053,
0.40504661202430725,
-1.500144362449646,
1.3432440757751465,
0.06976648420095444,
-0.09700732678174973,
-0.021358288824558258,
0.3679114282131195,
-0.9457347393035889,
-0.09417834877967834,
0.13111677765846252,
-0.41400179266929626,
-0.05414630472660065,
0.238294780254364,
-0.5200685262680054,
-0.3324025571346283,
0.9651458859443665,
-0.24205613136291504,
-0.9051523208618164,
-0.26685401797294617,
-0.21481794118881226,
-1.0076110363006592,
-0.15723751485347748,
0.7288176417350769,
-0.3494296669960022,
-1.0450905561447144,
-0.3479973375797272,
-0.0732966884970665,
0.8528265357017517,
-0.5210391879081726,
0.5167160034179688,
0.4224736988544464,
-1.041457176208496,
0.15069998800754547,
0.31670665740966797,
-0.3103790283203125,
-0.18552552163600922,
0.9260268807411194,
0.4612923264503479,
-0.17946144938468933,
0.20585490763187408,
0.0761694461107254,
0.1301615834236145,
-0.6273736357688904,
-0.3178229331970215,
0.5848098397254944,
0.1201053112745285,
0.033266711980104446,
0.9493494629859924,
0.012711714021861553,
-0.7670056223869324,
0.4661346971988678,
-0.6826944351196289,
-0.5730761885643005,
-0.521390974521637,
1.085869550704956,
0.7037541270256042,
-0.6760115623474121,
-0.03346442058682442,
-0.13147646188735962,
0.7321568131446838,
-0.25396883487701416,
-0.3872499465942383,
-0.03801834583282471,
-0.5114808082580566,
-0.03463876247406006,
0.5910472273826599,
-0.3534669280052185,
-0.7160102128982544,
-0.16649945080280304,
-0.21143971383571625,
0.16953788697719574,
-0.43341273069381714,
0.191829115152359,
-0.7996392250061035,
-0.23978421092033386,
0.2518848776817322,
0.7224121689796448,
0.6218127608299255,
0.011889715678989887,
-0.14869387447834015,
-0.4682971239089966,
0.6172812581062317,
0.40265241265296936,
-0.7513407468795776,
0.0009698505746200681,
0.5291646122932434,
1.780247688293457,
-1.1249909400939941,
0.6100145578384399,
-0.2741817235946655,
-1.1382073163986206,
0.9968782067298889,
0.787720799446106,
0.035455793142318726,
0.1448984593153,
-0.8140992522239685,
0.5560755729675293,
-0.6801047325134277,
-0.43117138743400574,
-0.3526100814342499,
1.035203218460083,
1.3004518747329712,
0.8332276344299316,
0.6678155064582825,
-0.639562726020813,
0.9256917834281921,
0.34708771109580994,
0.8446535468101501,
0.5097836852073669,
0.8252959847450256,
-0.062388673424720764,
0.1315010040998459,
-0.22537091374397278,
-0.04529323801398277,
-0.4530062675476074,
0.9073131084442139,
-0.40761712193489075,
1.2368601560592651,
0.3315471112728119,
0.986725389957428,
0.2190917432308197,
-0.016784543171525,
0.942913830280304,
-0.05515004321932793,
-0.14309461414813995,
-0.6155458688735962,
-1.020374059677124,
-0.33874228596687317,
0.1381753832101822,
-0.4624231159687042,
-1.2368940114974976,
-0.48353275656700134,
0.06409235298633575,
0.16654087603092194,
0.2629770338535309,
0.5191365480422974,
0.07073686271905899,
0.6609952449798584,
0.7409038543701172,
0.19104976952075958,
-0.3606032729148865,
-0.8480557203292847,
-0.09183145314455032,
-1.1462279558181763,
0.1649225354194641,
-0.7515600323677063,
-0.40025344491004944,
-0.9262288212776184,
-0.9654022455215454,
-0.5354541540145874
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{xu2025mindovermodality?,
author = {Zeda Xu and Nikolas Martelaro and Christopher McComb},
citation = {Design Science, 2025},
journal = {Design Science},
pub_year = {2025},
title = {Mind Over Modality? The Impact of Design Representation on Shared Understanding in Collaborative Student Engineering Design}
}
|
{
"ENTRYTYPE": "article",
"ID": "xu2025mindovermodality?",
"abstract": null,
"author": "Zeda Xu and Nikolas Martelaro and Christopher McComb",
"citation": "Design Science, 2025",
"conference": null,
"journal": "Design Science",
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Mind Over Modality? The Impact of Design Representation on Shared Understanding in Collaborative Student Engineering Design",
"volume": null
}
|
0P9w_S0AAAAJ:yMeIxYmEMEAC
| 0 | null | null | null | null |
[
-0.07316084206104279,
0.6420831084251404,
0.0036970775108784437,
0.26494738459587097,
-0.07485100626945496,
-0.10795527696609497,
0.3957086205482483,
-0.20081071555614471,
0.13749922811985016,
-0.38579434156417847,
0.5656469464302063,
-0.5243502855300903,
-0.2269526571035385,
-0.06211935728788376,
-0.021750453859567642,
0.3355189561843872,
-0.32151660323143005,
0.06209573522210121,
-0.7181805372238159,
-0.3750649094581604,
0.12943200767040253,
-0.3525201380252838,
-1.3840007781982422,
0.41438376903533936,
0.22940924763679504,
0.045957889407873154,
0.03383192420005798,
0.8737847805023193,
-0.10238718241453171,
0.5663820505142212,
0.669969916343689,
-0.0836656242609024,
0.24079835414886475,
0.16335558891296387,
-0.4001167118549347,
-0.18008923530578613,
0.4705350995063782,
-0.5067287683486938,
-0.4920177757740021,
0.1710696518421173,
0.25989750027656555,
0.04497060179710388,
0.5725364089012146,
-0.37267497181892395,
-0.20051389932632446,
0.5078690052032471,
0.5932988524436951,
0.20573092997074127,
0.9128405451774597,
-0.4835411310195923,
1.1661406755447388,
-1.248364806175232,
0.8694364428520203,
1.4897353649139404,
0.011521685868501663,
0.0011403082171455026,
-0.722076952457428,
-0.40835726261138916,
0.534635603427887,
-0.3564261198043823,
-1.0529848337173462,
0.0675264522433281,
0.2534923553466797,
-0.7416261434555054,
0.8759641647338867,
-0.08112044632434845,
-0.07287180423736572,
0.244877427816391,
-0.22873586416244507,
1.1175330877304077,
0.6202549934387207,
-1.1048634052276611,
-0.01316908746957779,
0.7959892749786377,
0.9347454905509949,
0.6964062452316284,
0.2541118860244751,
0.4659213721752167,
-0.8724884390830994,
-0.5391825437545776,
1.2397414445877075,
-0.39327698945999146,
-0.5991846323013306,
-0.65644371509552,
-0.7060286998748779,
0.44231072068214417,
-0.4781494736671448,
0.5764094591140747,
0.2312498837709427,
0.6461036205291748,
0.1274300217628479,
0.8634284734725952,
-0.6656368970870972,
0.6669896841049194,
0.36711037158966064,
0.08561486750841141,
-0.1479281783103943,
-0.04722842946648598,
1.0082067251205444,
0.5195590257644653,
-0.1537206768989563,
0.3475686013698578,
-0.5697929859161377,
0.29168012738227844,
1.980316162109375,
-0.31382185220718384,
0.03415955230593681,
-0.7213256359100342,
0.10800237953662872,
-0.21800582110881805,
0.6701923608779907,
-0.9045336842536926,
0.4349319040775299,
0.03554203733801842,
-0.09214507788419724,
-0.021725879982113838,
0.07771889865398407,
-0.1765851527452469,
-0.7997331023216248,
0.31981316208839417,
-0.39650624990463257,
-0.2591669261455536,
0.007915358990430832,
1.0041780471801758,
0.5911933779716492,
0.08356431126594543,
0.5078354477882385,
0.4740290641784668,
0.8586647510528564,
0.22401957213878632,
-0.7597297430038452,
-0.4235197901725769,
0.8873619437217712,
-0.6045555472373962,
0.07353798300027847,
0.1289118528366089,
-1.2871202230453491,
-1.015657663345337,
-1.2719331979751587,
0.3589441478252411,
0.12290758639574051,
0.3469662666320801,
1.0885095596313477,
0.8746532797813416,
-0.5670422911643982,
0.794098436832428,
0.12330708652734756,
-0.2967250645160675,
-0.08772093057632446,
0.187457874417305,
0.17772534489631653,
-0.27943968772888184,
-0.5705923438072205,
0.2944662570953369,
0.4021929204463959,
-0.9123733639717102,
-0.19172430038452148,
-0.5124738216400146,
-1.2098761796951294,
-0.435383141040802,
0.3513893485069275,
-0.980360746383667,
1.0252915620803833,
-0.33884283900260925,
-1.2959781885147095,
0.47197240591049194,
0.31512001156806946,
1.368756651878357,
0.3173344135284424,
-0.2937077283859253,
-0.9934735894203186,
-0.3213047981262207,
-0.36254286766052246,
-0.15123826265335083,
-0.08704783767461777,
-1.2554882764816284,
0.46771323680877686,
0.14498496055603027,
0.05996962636709213,
-0.039476241916418076,
0.07580716907978058,
0.877041220664978,
0.5291409492492676,
-0.3078320324420929,
0.3752303421497345,
0.45454466342926025,
-0.0918322429060936,
0.3602921664714813,
-0.09322073310613632,
-0.7830486297607422,
0.7608585357666016,
0.17743948101997375,
1.3965879678726196,
-1.0523052215576172,
-0.40916189551353455,
0.5031236410140991,
0.01662096381187439,
-0.11099977791309357,
-0.5248346328735352,
1.083064079284668,
-0.7745440602302551,
0.35694456100463867,
-0.2186131626367569,
-0.3928905427455902,
0.6617425680160522,
-0.1612713783979416,
-0.20338210463523865,
-0.320961594581604,
-0.519662618637085,
0.574782133102417,
-0.2968198359012604,
-0.04112908989191055,
0.2638828158378601,
0.2563989758491516,
0.08013813197612762,
1.3008769750595093,
0.02245398797094822,
0.11089402437210083,
-0.3974677622318268,
-0.1697816401720047,
0.5417547225952148,
-0.36071860790252686,
0.7369025945663452,
-0.6760112643241882,
-0.4276745915412903,
0.2223692238330841,
-1.6495808362960815,
1.5926220417022705,
-0.3823878765106201,
0.6056289076805115,
0.3576953411102295,
-0.34356144070625305,
0.15499071776866913,
1.0263428688049316,
-0.4843534529209137,
-0.22134622931480408,
0.425100177526474,
0.44199976325035095,
-0.320314884185791,
0.14745651185512543,
0.0015805328730493784,
0.7319848537445068,
-0.4968327581882477,
1.3540974855422974,
0.08845928311347961,
-0.5884143114089966,
0.12263111025094986,
0.11731421202421188,
-0.056546323001384735,
0.3648933470249176,
0.27341997623443604,
-0.3084453344345093,
-0.08446141332387924,
-0.7499333620071411,
-0.3079260289669037,
0.29612159729003906,
1.055755376815796,
1.0148452520370483,
0.08398902416229248,
-0.514982283115387,
0.007520054467022419,
-0.6186569333076477,
0.5915301442146301,
1.2813315391540527,
0.40505707263946533,
-0.35191768407821655,
-0.08705907315015793,
-0.5620244145393372,
-0.18303079903125763,
0.7958454489707947,
-0.3281469941139221,
-0.33718836307525635,
-0.6918279528617859,
-0.0369175560772419,
0.3305984437465668,
0.5366200804710388,
0.4017980694770813,
-0.2299160361289978,
-0.5914254784584045,
-0.2403993308544159,
0.785602331161499,
0.06547760963439941,
-0.42191314697265625,
-0.3069457411766052,
-0.05049562081694603,
-0.3795732855796814,
-0.3034176826477051,
-0.2553660571575165,
0.4275556802749634,
-0.14020103216171265,
1.03315007686615,
-0.20745521783828735,
-0.6250571608543396,
0.9702496528625488,
0.9979979991912842,
-0.5535163283348083,
-0.7494475841522217,
-0.6553574204444885,
-0.4437217116355896,
-0.693314790725708,
-0.07369761168956757,
0.29194504022598267,
-0.1811268925666809,
0.9392063021659851,
-0.5472136735916138,
0.437617689371109,
0.4085827171802521,
-0.23830895125865936,
-0.2853212058544159,
-0.7299370169639587,
0.005525579676032066,
-0.7689792513847351,
1.0954091548919678,
0.09712298959493637,
0.037307094782590866,
0.38792505860328674,
-0.5387716889381409,
-0.19195735454559326,
-0.16771385073661804,
-0.7017273902893066,
-0.6344013810157776,
-1.2774908542633057,
0.7543851137161255,
0.458442747592926,
-0.8011361956596375,
0.7402498722076416,
0.1018228754401207,
-0.6142836213111877,
0.09716019034385681,
-0.010044418275356293,
0.9120767116546631,
-0.06230219081044197,
0.23987065255641937,
-0.43195363879203796,
-0.4104331433773041,
-0.2687852084636688,
0.24803292751312256,
-0.26398417353630066,
-0.279843807220459,
-0.2563139796257019,
0.34551188349723816,
0.5686151385307312,
0.10626449435949326,
-0.4493338465690613,
-0.03669554740190506,
-0.7729932069778442,
-1.0384045839309692,
-0.4576749801635742,
-1.0983654260635376,
0.11014533787965775,
-0.25668179988861084,
0.41219648718833923,
-0.06169319525361061,
-0.8200470209121704,
-0.6350089907646179,
-0.8623726963996887,
0.28459838032722473,
-1.0375458002090454,
-0.07069537043571472,
-0.02656337432563305,
-1.211531400680542,
-0.6340017318725586,
0.4444212317466736,
0.06657269597053528,
0.5576238632202148,
-0.2919718027114868,
0.8868505954742432,
0.1538666933774948,
-0.6846492290496826,
-0.4589253067970276,
0.1672760546207428,
0.07550664991140366,
-0.035499248653650284,
0.26933684945106506,
-0.20212242007255554,
0.31621643900871277,
-0.2069776952266693,
-0.18008318543434143,
-0.4866831302642822,
-0.03277486562728882,
0.09380172193050385,
0.6408571004867554,
-0.4671270549297333,
-0.39775824546813965,
1.2319928407669067,
-0.22534383833408356,
0.307849645614624,
0.0043193199671804905,
1.3611152172088623,
1.1207654476165771,
-0.1724715530872345,
0.823004961013794,
0.29827457666397095,
0.6553621292114258,
-0.24805770814418793,
-0.06080518662929535,
-0.45728588104248047,
-0.2986178398132324,
0.15753459930419922,
0.7791582345962524,
-0.2042366862297058,
0.08969775587320328,
-1.1718355417251587,
0.38961830735206604,
-1.4255764484405518,
-0.042004432529211044,
0.10729710012674332,
0.9085648059844971,
-0.08744367957115173,
-0.6660860180854797,
-0.46252721548080444,
-0.03560241684317589,
0.8677186369895935,
0.16912513971328735,
0.4451407492160797,
-0.7282634973526001,
0.4068436026573181,
0.598204493522644,
-0.2389719933271408,
0.572163462638855,
0.4063068926334381,
-0.3849591314792633,
14.955482482910156,
0.4769408106803894,
0.4523901641368866,
0.4481585919857025,
0.32430264353752136,
0.676103949546814,
-1.2036734819412231,
0.1160648986697197,
-0.3780624568462372,
-0.48218539357185364,
0.5403150916099548,
-0.14727839827537537,
-0.24808982014656067,
0.13182887434959412,
-0.19735725224018097,
-0.21317318081855774,
-0.6283907890319824,
0.5543047189712524,
0.20714867115020752,
-1.2020103931427002,
0.5898234248161316,
0.46602949500083923,
0.6572452783584595,
-0.7619075775146484,
0.8522431254386902,
0.28814321756362915,
0.628066897392273,
-0.9190351366996765,
0.6984478235244751,
0.17658104002475739,
0.42108502984046936,
-0.5241294503211975,
0.22830446064472198,
0.23055897653102875,
-0.9150710701942444,
0.10838720202445984,
0.24191951751708984,
-1.2372900247573853,
0.43702277541160583,
-0.2357068508863449,
-0.10604076832532883,
-0.3579052686691284,
-0.9356996417045593,
-0.12529417872428894,
0.6070709228515625,
0.006286137271672487,
-0.1944824606180191,
0.2504364848136902,
-0.043013568967580795,
-0.10722809284925461,
-0.41858696937561035,
0.6672531366348267,
0.5971332788467407,
-0.3144181966781616,
0.013496946543455124,
0.23189520835876465,
0.3578867018222809,
0.8017078042030334,
0.15303373336791992,
-0.05045699328184128,
-0.6718050837516785,
-0.5741052031517029,
-0.16697834432125092,
0.26372355222702026,
0.5799099802970886,
0.4774283468723297,
-0.509760320186615,
0.05714118108153343,
-0.06018489971756935,
0.3943263590335846,
0.24653074145317078,
-0.21924607455730438,
0.9129361510276794,
0.16400320827960968,
-0.26806336641311646,
-0.2232375144958496,
-0.9013963341712952,
-0.1095418930053711,
-1.036371111869812,
-0.15425390005111694,
0.4016426205635071,
-0.7397022247314453,
-0.9045817852020264,
0.39433982968330383,
0.1464157998561859,
-0.8696123957633972,
0.4196496903896332,
-0.7806122303009033,
-0.6251252889633179,
0.3570033311843872,
-0.6952779293060303,
-1.0667250156402588,
0.06969694048166275,
-0.3329744338989258,
-0.6211326718330383,
-0.08030229806900024,
1.2644580602645874,
-0.3238369822502136,
-0.6122806072235107,
0.05034707859158516,
-0.22774949669837952,
-0.39268895983695984,
0.31945374608039856,
-0.5843812227249146,
0.23794443905353546,
-0.45102429389953613,
-0.26452699303627014,
0.8071385025978088,
0.1644500195980072,
-0.2114671766757965,
-1.3825041055679321,
0.8509555459022522,
0.15249674022197723,
-0.8071718215942383,
-0.23427167534828186,
-0.3446836471557617,
-0.9707536101341248,
-0.20915108919143677,
0.6518725156784058,
-0.23434309661388397,
0.991940975189209,
-0.012902050279080868,
-0.3732723295688629,
0.4613801836967468,
-0.7590877413749695,
0.6704824566841125,
0.6472487449645996,
-0.8172541856765747,
-0.9945253729820251,
-0.5011042952537537,
-0.15513624250888824,
-0.7438657283782959,
-0.6175110340118408,
-0.1975855529308319,
0.5572842955589294,
-0.04081563651561737,
0.6952095627784729,
-0.4168094992637634,
0.21065199375152588,
0.2622806429862976,
0.0071004172787070274,
-0.4019327759742737,
-0.6245708465576172,
-1.129493236541748,
0.1870582103729248,
0.13575461506843567,
0.794512927532196,
-0.3084767162799835,
0.07835424691438675,
1.5791406631469727,
-0.004085398744791746,
0.1484309583902359,
-0.12666136026382446,
0.5476816892623901,
-0.22973404824733734,
-0.5581252574920654,
-0.07008825242519379,
-0.015367070212960243,
0.14300537109375,
-0.1880415827035904,
0.7817622423171997,
0.6191017627716064,
0.035130321979522705,
-0.33750155568122864,
0.5087359547615051,
-1.0014785528182983,
-0.06163182109594345,
-0.6202670931816101,
-0.2768446207046509,
-1.2869503498077393,
0.03363927826285362,
-0.677570104598999,
-0.02866508811712265,
-1.4160003662109375,
-0.9593186974525452,
0.5491715669631958,
-0.20032773911952972,
-0.5722734928131104,
0.4586292505264282,
-0.5497018098831177,
-0.6637089848518372,
-0.3156401813030243,
-0.4488964080810547,
0.2920386791229248,
1.3613839149475098,
-0.23226648569107056,
0.005882544908672571,
-0.49661245942115784,
-0.751535952091217,
0.42933180928230286,
0.06308811157941818,
0.02183915674686432,
-0.8384137749671936,
-1.0401103496551514,
0.3495637774467468,
0.024647587910294533,
0.1540709137916565,
-0.4805384576320648,
0.7694198489189148,
0.17686744034290314,
0.09165080636739731,
0.4509843587875366,
0.007349824532866478,
-1.3627467155456543,
0.5283256769180298,
0.03853639215230942,
-0.6315823793411255,
-0.1970233917236328,
0.43826615810394287,
-0.4907943904399872,
0.16931617259979248,
0.37517285346984863,
-0.2698136270046234,
-0.8252241611480713,
-0.7535297870635986,
-0.5087146759033203,
-1.5072858333587646,
-0.1580960601568222,
0.4923038184642792,
-1.133198857307434,
-0.780831515789032,
-0.015841547399759293,
-0.5119143724441528,
-0.19369204342365265,
-0.1752576380968094,
0.6813153624534607,
0.5711356997489929,
-1.2420341968536377,
0.16958169639110565,
0.44159480929374695,
-0.021484216675162315,
-0.6160155534744263,
0.6836676597595215,
-0.013919075019657612,
-0.1501561850309372,
-0.06471054255962372,
-0.06741384416818619,
0.4419165849685669,
-0.9225642681121826,
-1.006231665611267,
-0.006023654248565435,
-0.0077679343521595,
0.1115027442574501,
0.7849459648132324,
-0.16394594311714172,
-0.508220911026001,
-0.17876362800598145,
-0.16911812126636505,
-0.32580047845840454,
-0.2732546031475067,
0.6450772881507874,
0.7122088670730591,
-0.748268187046051,
-0.09214730560779572,
-0.1337427794933319,
0.9131655693054199,
-0.5414343476295471,
-1.0092134475708008,
-0.12355826795101166,
-0.3124113380908966,
-0.03106939233839512,
0.834044337272644,
0.2673070430755615,
-0.6834486722946167,
-0.47324371337890625,
0.016942180693149567,
-0.33330896496772766,
-0.649275541305542,
0.2525869905948639,
-0.6109396815299988,
-0.04911365732550621,
0.4283250570297241,
1.0161433219909668,
0.11522413045167923,
-0.7182309627532959,
-0.006399841979146004,
-0.17049579322338104,
-0.031393539160490036,
0.24406282603740692,
-0.5819202661514282,
-0.32282620668411255,
0.7452871203422546,
1.4378238916397095,
-0.4887961447238922,
0.5188532471656799,
-0.7914133667945862,
-1.086314082145691,
1.1363705396652222,
0.7983975410461426,
0.03836125507950783,
0.9387006163597107,
0.009436733089387417,
0.3450086712837219,
-0.1707775592803955,
-0.5913462042808533,
-0.23411805927753448,
1.05885910987854,
1.1478846073150635,
1.3872487545013428,
0.19038672745227814,
-0.35963284969329834,
0.9381576776504517,
0.7135262489318848,
0.7893480062484741,
0.7635941505432129,
1.3362104892730713,
-0.2675589919090271,
-0.4670526087284088,
-0.2743716239929199,
0.22793984413146973,
-0.30949464440345764,
0.1875571310520172,
-0.26840558648109436,
0.7604816555976868,
0.1794787496328354,
0.3788374066352844,
0.4077398478984833,
-0.19726043939590454,
1.016735315322876,
0.49485382437705994,
0.890195906162262,
-0.8984686136245728,
-0.6682664752006531,
-0.094077929854393,
0.17756830155849457,
0.2984830439090729,
-0.21163131296634674,
-0.2409394085407257,
-0.5655755400657654,
0.01104923989623785,
0.13059844076633453,
0.23139029741287231,
0.24031531810760498,
0.6839427351951599,
1.0189036130905151,
0.31975147128105164,
-0.5190665125846863,
-0.25207027792930603,
-0.001936848508194089,
-0.7682338356971741,
-0.11409632861614227,
-0.7295436263084412,
-0.5824512243270874,
-0.9956359267234802,
-0.2404019981622696,
-0.44579702615737915
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{xu2025fastsuper-resolutionanalysis,
author = {Wenzhuo Xu and Akibi Archer and Mike McCarrell and Scott Hesser and Noelia Grande Gutierrez and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {Fast Super-Resolution Analysis of Low-Pressure Duct Air Flow Through Adaptive Domain Decomposition}
}
|
{
"ENTRYTYPE": "article",
"ID": "xu2025fastsuper-resolutionanalysis",
"abstract": null,
"author": "Wenzhuo Xu and Akibi Archer and Mike McCarrell and Scott Hesser and Noelia Grande Gutierrez and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Fast Super-Resolution Analysis of Low-Pressure Duct Air Flow Through Adaptive Domain Decomposition",
"volume": null
}
|
0P9w_S0AAAAJ:KbBQZpvPDL4C
| 0 | null | null | null | null |
[
0.09573957324028015,
-0.20441530644893646,
0.19868521392345428,
0.8982117772102356,
-0.4585423469543457,
0.17479410767555237,
-0.3552577793598175,
-0.5023336410522461,
0.12975384294986725,
-0.21410931646823883,
0.30372682213783264,
-0.042904626578092575,
-0.03951917216181755,
-0.3403543531894684,
0.17644521594047546,
-0.8715634346008301,
-1.4852192401885986,
-0.11526160687208176,
0.062379900366067886,
-0.33579301834106445,
-0.5798524618148804,
-0.06880279630422592,
-1.1407662630081177,
0.2858130633831024,
0.48909613490104675,
0.8333280682563782,
-0.5130955576896667,
1.4268827438354492,
-0.3539024591445923,
0.016663776710629463,
1.0434740781784058,
0.6894539594650269,
0.6361105442047119,
-0.3636123538017273,
-0.28729012608528137,
-0.14982381463050842,
0.6064686179161072,
-0.98050457239151,
-0.6314557194709778,
0.1291925460100174,
-0.08166928589344025,
0.5149323344230652,
0.6819573640823364,
-0.05580981820821762,
0.5049333572387695,
0.008956505917012691,
0.28322598338127136,
1.177986741065979,
-0.1544807404279709,
-0.9337949752807617,
1.311049222946167,
-1.4147666692733765,
-0.044054459780454636,
1.4583826065063477,
0.6716668009757996,
0.013912088237702847,
-0.5142607092857361,
-0.5100182890892029,
-0.20879393815994263,
-0.21789014339447021,
-0.3366484045982361,
0.20293468236923218,
0.3803744614124298,
-0.7473770380020142,
0.841254711151123,
0.321073442697525,
-0.32661592960357666,
0.2125435620546341,
-0.0020190896466374397,
0.7176721692085266,
0.641098141670227,
-0.9147902727127075,
-0.06925460696220398,
0.20820096135139465,
0.39244139194488525,
0.8480371832847595,
-0.1387626975774765,
0.6387386322021484,
-1.282324194908142,
-0.29653728008270264,
0.7661345601081848,
-0.13618598878383636,
-0.3134618401527405,
-0.5315730571746826,
0.4467184841632843,
0.5691248774528503,
0.02140464074909687,
0.43728888034820557,
-0.288704514503479,
0.2460048645734787,
0.7294584512710571,
0.13018514215946198,
0.26576653122901917,
0.45729535818099976,
0.42286980152130127,
-0.03938253968954086,
-0.07703370600938797,
0.10157912224531174,
0.5170495510101318,
0.26150617003440857,
-0.39889073371887207,
0.8644329309463501,
-0.15350806713104248,
0.7409927248954773,
1.2412699460983276,
0.5120633840560913,
0.4413430690765381,
-0.7047043442726135,
0.1855282038450241,
-0.7819072604179382,
0.44867557287216187,
-1.0535492897033691,
0.1781538724899292,
-0.7390129566192627,
-1.1764817237854004,
-0.26373153924942017,
0.007669362239539623,
-0.15717455744743347,
-0.8270083665847778,
-0.27241092920303345,
0.3369889259338379,
0.16840319335460663,
-0.01993469148874283,
0.9522919058799744,
-0.018242122605443,
1.1651241779327393,
0.21884967386722565,
-0.48957663774490356,
0.9041962623596191,
-0.935275673866272,
-0.6386133432388306,
-0.15991733968257904,
-0.2926962375640869,
-0.0632520467042923,
0.016630638390779495,
0.10108906775712967,
-1.1144397258758545,
-1.3030349016189575,
-0.48674383759498596,
1.1742116212844849,
-0.12605440616607666,
-0.38892388343811035,
0.813532829284668,
0.025356868281960487,
-0.31545236706733704,
0.6411976218223572,
-0.4415541887283325,
-0.23932355642318726,
-0.02609218843281269,
-0.30556994676589966,
0.8148949146270752,
0.44316476583480835,
-1.0668092966079712,
-0.0023689873050898314,
-0.2674599289894104,
-0.812159538269043,
-0.3475832939147949,
-0.9613947868347168,
-0.41428235173225403,
0.0031432469841092825,
0.3050508499145508,
-0.7782278060913086,
1.0246773958206177,
0.5748530626296997,
-1.360540509223938,
-0.05714192986488342,
-0.23447956144809723,
0.20368216931819916,
0.4794001877307892,
-0.3318118155002594,
-0.6365740895271301,
0.6863088011741638,
-0.026805618777871132,
-0.5026441216468811,
0.8582478761672974,
-0.9847562313079834,
-0.47396349906921387,
0.27391597628593445,
-0.44551271200180054,
-0.0987791195511818,
-0.6857615113258362,
0.7027761936187744,
0.05877389758825302,
-0.8596968054771423,
0.6846632957458496,
0.6178289651870728,
-0.6740196347236633,
0.03237999603152275,
-0.1636279970407486,
0.05022846534848213,
1.415987253189087,
-0.28828850388526917,
1.3274755477905273,
-1.0232316255569458,
-0.5332955718040466,
0.20090030133724213,
-0.33569657802581787,
-0.24774709343910217,
-0.2563648223876953,
0.239247128367424,
-0.45154935121536255,
0.06395505368709564,
-0.5613006353378296,
0.04952315613627434,
-0.6068319082260132,
-0.13898751139640808,
-1.5013515949249268,
-0.15465675294399261,
0.0643450990319252,
0.45285916328430176,
-0.6462723612785339,
-0.05961688607931137,
0.7266108393669128,
0.2113804817199707,
-0.5257217884063721,
1.4862903356552124,
0.04581296816468239,
0.4161350429058075,
-0.3600028455257416,
0.22061148285865784,
0.2664756178855896,
-0.025542186573147774,
0.07600624114274979,
-0.6125361919403076,
-0.13659851253032684,
0.13542145490646362,
-1.256698489189148,
0.6376006603240967,
-0.8717201352119446,
0.20236681401729584,
1.136217474937439,
-0.6316624879837036,
0.29071736335754395,
0.6547583937644958,
0.8536227941513062,
-0.35143858194351196,
0.3876078426837921,
0.5347188711166382,
-0.7675303220748901,
-0.18184982240200043,
0.5240033268928528,
0.8993995189666748,
-0.40569332242012024,
0.6526619791984558,
0.4052683413028717,
-0.3345569372177124,
0.6471800804138184,
-0.026472777128219604,
0.33085954189300537,
0.2632647156715393,
0.0632554143667221,
-0.5257295966148376,
0.48338109254837036,
-0.4337341785430908,
-0.2911817729473114,
0.522046685218811,
0.3467361629009247,
0.546937108039856,
0.03444135934114456,
-0.8424708247184753,
-0.7303505539894104,
-0.6910915374755859,
0.6911810636520386,
1.351844072341919,
0.07990306615829468,
-0.022495346143841743,
-0.09921719878911972,
-0.4215989410877228,
0.4377603232860565,
-0.5592229962348938,
0.22845551371574402,
0.10350120067596436,
-1.0762457847595215,
-1.2302583456039429,
0.2233935445547104,
0.6834883093833923,
1.3194561004638672,
-0.08341188728809357,
-0.302239328622818,
-0.023545699194073677,
0.8650656938552856,
-0.5595590472221375,
0.11622736603021622,
0.9243882298469543,
-0.5275891423225403,
-0.3123549818992615,
-0.06483374536037445,
0.009905452840030193,
0.04993818700313568,
-0.295077919960022,
0.7887759208679199,
-1.0379235744476318,
-1.0819674730300903,
0.5097421407699585,
0.318572998046875,
-0.6897527575492859,
-0.9994083642959595,
-0.4936273396015167,
0.36361533403396606,
-0.10728277266025543,
0.09643762558698654,
-0.29283055663108826,
0.2816871404647827,
0.45324358344078064,
-0.012364138849079609,
-0.36422795057296753,
-0.18156906962394714,
0.26900041103363037,
0.5533351898193359,
0.199554443359375,
0.22027422487735748,
-0.5981989502906799,
1.4638793468475342,
0.04215920343995094,
-0.5529636144638062,
-0.6482860445976257,
-0.18253923952579498,
-0.09580845385789871,
1.3023970127105713,
-0.4837494492530823,
-0.6688057780265808,
-1.0642344951629639,
0.18848253786563873,
-0.5688245296478271,
-0.8550038933753967,
-0.35679566860198975,
0.8319203853607178,
-0.5544762015342712,
0.36756813526153564,
0.16499930620193481,
0.7404297590255737,
-0.39712774753570557,
0.05504734069108963,
-0.1479749232530594,
0.546139121055603,
-0.4038817882537842,
0.653188943862915,
0.34887269139289856,
0.5805726647377014,
-1.4797738790512085,
-0.1853838860988617,
-0.5726995468139648,
-0.91127610206604,
-0.6109352707862854,
0.0973903015255928,
-0.18391086161136627,
-0.5065540075302124,
-0.19848103821277618,
-0.29570716619491577,
-0.34576159715652466,
-0.3964076638221741,
0.3041636645793915,
-0.0948249101638794,
-0.6210543513298035,
-1.750463843345642,
-0.7499718070030212,
-0.7955905199050903,
-0.6640618443489075,
0.2220732420682907,
0.18852773308753967,
-1.0037107467651367,
-0.6162759065628052,
-0.2748755216598511,
-0.33951666951179504,
1.101357340812683,
-0.0672580823302269,
0.7445381879806519,
0.16974705457687378,
-0.3675587773323059,
-0.1399809718132019,
0.34855660796165466,
0.264016717672348,
0.12694376707077026,
0.30392584204673767,
-0.34424158930778503,
0.18415692448616028,
0.23751956224441528,
0.07437718659639359,
0.38718295097351074,
0.14697127044200897,
0.9345152378082275,
0.04749773442745209,
-0.2980406880378723,
0.4326288104057312,
1.1482199430465698,
-0.33319807052612305,
-0.501007080078125,
-0.1217266395688057,
0.8100109100341797,
0.22310912609100342,
0.32496464252471924,
0.6494824290275574,
-1.1283986568450928,
0.4608745872974396,
0.19636394083499908,
-0.5752933621406555,
-0.7533197999000549,
0.053555432707071304,
-0.05486529693007469,
1.4687364101409912,
0.14836429059505463,
0.40523144602775574,
-0.7336079478263855,
0.7187080979347229,
-0.7748572826385498,
-0.4317728579044342,
0.4732131361961365,
0.47420912981033325,
-0.1155056580901146,
-0.08952081948518753,
-0.03744830563664436,
0.30883580446243286,
0.6206212043762207,
0.5442315340042114,
-0.06314034014940262,
-1.2128746509552002,
0.634904682636261,
0.49064695835113525,
0.04148484021425247,
1.0886121988296509,
-0.9984709024429321,
-0.2457655668258667,
14.750740051269531,
0.2334643453359604,
-0.19049549102783203,
0.2148984968662262,
0.035625159740448,
0.7393589019775391,
0.045171190053224564,
-0.7814494967460632,
-0.9902687668800354,
0.30567124485969543,
1.2083686590194702,
0.11734984815120697,
0.23323273658752441,
0.9784769415855408,
0.0016695286612957716,
0.0038142919074743986,
0.37936073541641235,
0.42868173122406006,
0.2746570408344269,
-0.8642255067825317,
0.33841177821159363,
0.16113778948783875,
-0.11297816038131714,
-0.26390475034713745,
0.2645677328109741,
0.4503653347492218,
0.19561778008937836,
-0.08410367369651794,
-0.4271073639392853,
-0.24674268066883087,
0.8046443462371826,
0.009839264675974846,
0.14309881627559662,
0.24322496354579926,
-1.7329992055892944,
-0.4823296070098877,
-0.10744583606719971,
-1.0089871883392334,
0.6512340307235718,
0.0143220704048872,
-0.670385479927063,
-0.3645699918270111,
0.4436452090740204,
0.13259489834308624,
0.5720858573913574,
0.36890122294425964,
-0.006244184449315071,
1.0324597358703613,
-0.27244874835014343,
0.34618860483169556,
-0.08619463443756104,
0.5090952515602112,
1.2965480089187622,
0.0605245940387249,
-0.20248115062713623,
0.4678185284137726,
0.42646464705467224,
0.7007713913917542,
0.18520131707191467,
-0.37084072828292847,
-0.5057278275489807,
-0.06664802879095078,
-0.5205058455467224,
1.164146900177002,
0.7110849618911743,
0.38960275053977966,
-0.29470500349998474,
0.09634894877672195,
-0.38986751437187195,
0.3761122226715088,
-0.06994561851024628,
-0.8081520199775696,
0.6732609272003174,
0.26413387060165405,
-0.1752980649471283,
0.05044488608837128,
-1.002481460571289,
0.06615470349788666,
-0.811709463596344,
-0.12839354574680328,
0.5993314981460571,
-0.5198776721954346,
-1.0496312379837036,
0.9354351162910461,
0.29514631628990173,
-0.4882902204990387,
0.3709661066532135,
-1.2904119491577148,
-0.39804017543792725,
0.3991509974002838,
-0.3640247881412506,
0.31726861000061035,
-0.36936286091804504,
-0.6355172991752625,
-0.0033076577819883823,
0.09200316667556763,
1.2163078784942627,
0.18651500344276428,
-0.37577998638153076,
-0.3467286229133606,
0.19710379838943481,
0.15846189856529236,
-0.3203352987766266,
-0.7499040365219116,
0.18701282143592834,
0.7818273305892944,
-0.6274122595787048,
-0.27755141258239746,
0.3476575016975403,
0.08728224039077759,
-0.7808620929718018,
0.26577332615852356,
-0.42969244718551636,
-0.26318874955177307,
0.06312082707881927,
-0.6741920113563538,
-1.66066312789917,
-0.44315317273139954,
0.19385597109794617,
0.08265069872140884,
0.19760443270206451,
-0.025115203112363815,
-0.07720311731100082,
-0.5851868987083435,
-0.631722629070282,
-0.20971927046775818,
-0.12298167496919632,
-0.8519773483276367,
-0.9462411999702454,
-0.29950687289237976,
0.2500934898853302,
-1.1154253482818604,
-0.914818286895752,
0.570236086845398,
0.04319384694099426,
-0.029344532638788223,
1.4046481847763062,
-0.4172699451446533,
0.5980676412582397,
0.5546045899391174,
-0.2519053816795349,
-0.5655627846717834,
-0.2678304612636566,
-0.5810598731040955,
-0.39403438568115234,
0.14100947976112366,
-0.14411309361457825,
-0.3568572700023651,
0.4128499925136566,
0.854804515838623,
0.008367226459085941,
-0.5869757533073425,
-0.793984055519104,
0.2929374575614929,
-0.331307053565979,
-0.2574293613433838,
-0.6127758622169495,
-0.33261680603027344,
0.14502201974391937,
-0.341519832611084,
0.5743499398231506,
1.0759456157684326,
0.09821397811174393,
0.257819801568985,
0.41875484585762024,
0.060358982533216476,
0.006148332729935646,
-0.1647867113351822,
-0.20683149993419647,
-1.4854942560195923,
-0.3537595570087433,
-0.5203718543052673,
0.13230763375759125,
-0.7685444355010986,
-1.0469385385513306,
0.18651017546653748,
-0.36989450454711914,
-0.22559620440006256,
0.4478617310523987,
-0.028318719938397408,
-1.0346285104751587,
-0.29865285754203796,
-0.24034707248210907,
0.2013898491859436,
1.0129257440567017,
-0.49332764744758606,
-0.5232200026512146,
0.23965878784656525,
0.5782221555709839,
0.44089728593826294,
0.444518119096756,
-0.03152059391140938,
-0.0500735305249691,
-0.44065380096435547,
-0.5843649506568909,
-0.07904050499200821,
-0.15333710610866547,
-1.3892416954040527,
0.3785135746002197,
0.16494569182395935,
0.1586267054080963,
-0.3054395914077759,
0.1488141566514969,
-1.4901373386383057,
-0.8123143911361694,
0.49914175271987915,
-0.33286619186401367,
-0.7272790670394897,
0.41379234194755554,
-0.3188064992427826,
-0.8213801383972168,
1.2790337800979614,
0.6101863980293274,
-1.2963029146194458,
-1.0863080024719238,
-0.06782104820013046,
-1.0497045516967773,
0.2154388427734375,
0.4621429145336151,
-0.12627550959587097,
-0.9089129567146301,
0.08476132899522781,
-0.40899422764778137,
0.0978788435459137,
-0.40220963954925537,
0.9390872716903687,
0.20886985957622528,
-1.0880619287490845,
0.5456697344779968,
1.1857296228408813,
-0.6063277125358582,
0.1342741996049881,
0.7009739279747009,
0.40601208806037903,
-0.7776373624801636,
0.858835756778717,
-0.039148177951574326,
-0.09385257214307785,
-1.0037435293197632,
-0.27669376134872437,
1.089540958404541,
-0.3912661671638489,
-0.19160312414169312,
0.975333034992218,
-0.4166492819786072,
-0.5045391917228699,
0.31178948283195496,
-0.5224869847297668,
-0.4918026328086853,
-0.2519066631793976,
0.8084619045257568,
1.3440899848937988,
-0.4970114529132843,
-0.16402344405651093,
-0.1448480784893036,
0.9140437245368958,
0.20800945162773132,
-0.08947624266147614,
0.13337701559066772,
-0.6518862843513489,
-0.5256645679473877,
0.6627722382545471,
0.0967734307050705,
-0.20556145906448364,
-0.7441248893737793,
-0.022653641179203987,
-1.0198805332183838,
-1.1927443742752075,
-0.15448753535747528,
-0.2810732424259186,
-0.5307410359382629,
0.7594228982925415,
0.8775426745414734,
0.6962668299674988,
0.4607979655265808,
-0.2374168038368225,
0.4340440332889557,
0.06480306386947632,
0.3601599633693695,
-0.6221558451652527,
0.03371435031294823,
0.9808952212333679,
1.1969276666641235,
-0.23527301847934723,
0.3427108824253082,
-1.1213425397872925,
-0.21733349561691284,
1.3309231996536255,
1.077484130859375,
-0.00906776636838913,
1.180138111114502,
0.06616988033056259,
0.595292329788208,
0.5717254877090454,
-0.4054291248321533,
-0.027686607092618942,
0.7463799715042114,
0.8141732215881348,
0.38560232520103455,
-0.048533953726291656,
0.0814094990491867,
0.7492967844009399,
0.45827361941337585,
0.22161225974559784,
0.43198564648628235,
0.6157112121582031,
-0.6292323470115662,
0.12264299392700195,
-0.8076057434082031,
0.666277289390564,
-1.1415438652038574,
0.5218197107315063,
0.45597973465919495,
0.9736021161079407,
-0.45804718136787415,
0.16146355867385864,
0.9288905262947083,
-0.4701997935771942,
0.7353876829147339,
0.24247489869594574,
-0.22104370594024658,
-0.3520137369632721,
0.1543012410402298,
0.10937830060720444,
-0.43741658329963684,
-0.5329199433326721,
-0.11085101217031479,
0.20079965889453888,
-0.5307478308677673,
-0.04352932423353195,
0.4544697403907776,
0.5106536746025085,
0.09386929124593735,
0.20915448665618896,
0.6922087669372559,
0.7060782313346863,
-0.1989782452583313,
-0.7375655770301819,
-0.3610389232635498,
-0.565298855304718,
-0.47061097621917725,
-0.4602668285369873,
0.34896010160446167,
-0.34423840045928955,
-0.723816990852356,
-0.21519532799720764
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{panta2025meda:amulti-agentic,
author = {Nirmal Panta and Saugat Kafley and Rujal Acharya and Sashank Parajuli and Dikshya Parajuli and Prince Panta and Saroj Belbase and Sudikshya Pant and Amit Regmi and Akio Tanaka and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {MEDA: A Multi-agentic System for Parametric CAD Model Creation}
}
|
{
"ENTRYTYPE": "article",
"ID": "panta2025meda:amulti-agentic",
"abstract": null,
"author": "Nirmal Panta and Saugat Kafley and Rujal Acharya and Sashank Parajuli and Dikshya Parajuli and Prince Panta and Saroj Belbase and Sudikshya Pant and Amit Regmi and Akio Tanaka and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "MEDA: A Multi-agentic System for Parametric CAD Model Creation",
"volume": null
}
|
0P9w_S0AAAAJ:fFSKOagxvKUC
| 0 | null | null | null | null |
[
-0.6319841742515564,
0.2756839096546173,
-0.19563938677310944,
0.07074059545993805,
0.35214608907699585,
-0.12359433621168137,
0.5887811779975891,
-0.34882184863090515,
0.0016777843702584505,
0.14676880836486816,
-0.31714460253715515,
0.17407548427581787,
-0.2136058807373047,
-0.5576762557029724,
-0.4558837413787842,
0.005880824755877256,
-1.0143492221832275,
0.7270556688308716,
0.12489598989486694,
-0.39403966069221497,
-0.2723315358161926,
0.08970008790493011,
-1.1202199459075928,
0.17946091294288635,
0.28975191712379456,
0.4817415177822113,
-0.1311667114496231,
0.9382653832435608,
0.22516211867332458,
0.23156645894050598,
0.4276413321495056,
-0.16156983375549316,
0.2742084562778473,
0.04135262966156006,
-0.20654119551181793,
0.06794434040784836,
-0.02244401164352894,
-0.6865906715393066,
-0.31883615255355835,
0.22727976739406586,
-0.08512689918279648,
-0.12086690962314606,
0.6798189878463745,
-0.886344313621521,
0.40466004610061646,
0.46967220306396484,
0.38012784719467163,
0.21984273195266724,
0.45991724729537964,
-0.8832887411117554,
0.5748538970947266,
-1.0017884969711304,
0.6222673654556274,
1.2912148237228394,
0.17665377259254456,
0.18955098092556,
-0.25662150979042053,
-0.4681219160556793,
-0.08476012945175171,
-0.27231767773628235,
-0.8987622857093811,
-0.07502207905054092,
0.3380550742149353,
-0.7451779842376709,
0.7932716608047485,
-0.09228286892175674,
-0.08791948854923248,
0.33156344294548035,
0.447736531496048,
1.0328792333602905,
0.3179337680339813,
-1.272619605064392,
0.6275889873504639,
0.4752747118473053,
-0.06180248782038689,
0.9316772222518921,
0.09228671342134476,
0.5316253900527954,
-1.02363920211792,
-0.3687967360019684,
1.390022873878479,
-0.3090209662914276,
0.5396667718887329,
-1.2982585430145264,
-0.08209137618541718,
0.9498407244682312,
-0.13725775480270386,
0.5353735685348511,
-0.5288935303688049,
0.811582088470459,
0.38623949885368347,
0.4122658669948578,
-0.6775158643722534,
0.5090863108634949,
0.5949559211730957,
0.47023436427116394,
-0.09638117253780365,
0.35664767026901245,
0.190610870718956,
0.4599097669124603,
-0.45674026012420654,
0.35573315620422363,
-0.04072653874754906,
0.2255447953939438,
1.8427156209945679,
-0.38513287901878357,
0.7427600622177124,
-0.8392752408981323,
-0.10944283753633499,
-0.3186320662498474,
0.643401563167572,
-0.6529178023338318,
0.06179076060652733,
0.03816736862063408,
-0.3217540681362152,
0.020200133323669434,
-0.5194183588027954,
-0.3028101325035095,
-0.8325506448745728,
0.04097031429409981,
0.2172514945268631,
-0.14834687113761902,
0.49911564588546753,
0.49396732449531555,
0.6544407606124878,
0.21385924518108368,
0.2101483792066574,
0.3053361475467682,
0.7493482828140259,
-0.6847046613693237,
-0.683777391910553,
-0.6327748894691467,
0.27614545822143555,
0.01404210552573204,
-0.48880600929260254,
-0.12249594181776047,
-1.34611976146698,
-0.8415148854255676,
-1.4209297895431519,
0.8417407870292664,
-0.6578676700592041,
0.4632098078727722,
1.4711881875991821,
0.5492632389068604,
-0.5723066926002502,
0.4520750939846039,
-0.4344848692417145,
-0.22337983548641205,
0.13378283381462097,
0.4225841462612152,
0.35678449273109436,
-0.030405601486563683,
-0.8652797937393188,
0.1644475907087326,
0.44871142506599426,
-0.49466395378112793,
-0.5269293189048767,
-0.1816684901714325,
-0.8226152062416077,
-0.8648524284362793,
0.5164006352424622,
-1.4223319292068481,
1.2045634984970093,
0.23651011288166046,
-1.8624975681304932,
0.5357160568237305,
0.3439527153968811,
-0.04685856029391289,
1.0469197034835815,
-0.013521219603717327,
-0.7777647972106934,
-0.22147583961486816,
-0.03382909297943115,
0.6350746154785156,
0.42499908804893494,
-0.9942030310630798,
0.21147145330905914,
-0.0762861892580986,
0.3610841929912567,
-0.02034919336438179,
0.07492665201425552,
0.868767499923706,
-0.3929021656513214,
-0.8810158371925354,
0.22849927842617035,
0.44283056259155273,
-0.7595520615577698,
-0.018788889050483704,
-0.43513157963752747,
-0.2344971001148224,
1.0318894386291504,
0.4062388837337494,
0.9203745722770691,
-0.5627985000610352,
-0.5747022032737732,
0.20345358550548553,
-0.540419340133667,
-0.2128497064113617,
-0.5541630983352661,
0.5439432263374329,
-0.6400739550590515,
-0.03279900923371315,
-0.19444406032562256,
-0.2585228681564331,
-0.6017791628837585,
-0.22407720983028412,
-0.10469173640012741,
-0.6092127561569214,
-0.2790028154850006,
0.8280276656150818,
-0.5418576598167419,
-0.17911943793296814,
0.5145738124847412,
-0.06319791823625565,
-0.5458314418792725,
0.8224878311157227,
-0.8454665541648865,
0.14730903506278992,
-0.6903516054153442,
0.12083696573972702,
0.1441938877105713,
0.3793296813964844,
0.6017694473266602,
-0.04597258195281029,
-0.024216145277023315,
-0.28362324833869934,
-1.4075268507003784,
1.6814613342285156,
-0.2902730405330658,
-0.2966787815093994,
0.723005473613739,
-0.05432688444852829,
0.206589013338089,
0.7414461970329285,
0.13215062022209167,
-0.15031792223453522,
0.8174697756767273,
0.5964701771736145,
-0.6738557815551758,
-0.4543248116970062,
0.3796481788158417,
0.8525246381759644,
-0.4733792245388031,
0.4599458575248718,
0.06765619665384293,
-0.7867223620414734,
0.7725698947906494,
-0.019093552604317665,
0.3378085494041443,
0.5346841812133789,
0.24390245974063873,
-0.17669160664081573,
0.5849109888076782,
-0.4288800358772278,
-0.4108855128288269,
0.020771386101841927,
0.9217582941055298,
0.33599841594696045,
-0.07436036318540573,
-0.7829318046569824,
0.21346096694469452,
-0.39004355669021606,
0.9331077337265015,
1.107094645500183,
0.21987639367580414,
-0.33340349793434143,
-0.7823383808135986,
-0.8021003007888794,
0.07057702541351318,
0.29668402671813965,
-0.48386600613594055,
0.20930424332618713,
-0.7439227104187012,
-0.8965479135513306,
0.5662813186645508,
0.30217641592025757,
0.8207721710205078,
-0.6814091801643372,
-0.894890546798706,
-0.07717490941286087,
1.138224720954895,
-0.14216113090515137,
-0.16579927504062653,
0.25977182388305664,
-0.6255322098731995,
-0.616007924079895,
-0.17303606867790222,
-0.6286192536354065,
0.4607582688331604,
-0.7626692056655884,
0.8125708699226379,
-0.5549185872077942,
-0.7127130627632141,
0.19258546829223633,
0.6815326809883118,
-0.9624404311180115,
-1.1733753681182861,
-0.4468230605125427,
-0.06455740332603455,
-0.536101758480072,
-0.5495530366897583,
0.17318105697631836,
0.38818424940109253,
0.6764346361160278,
-0.5262820720672607,
-0.17213447391986847,
0.19748343527317047,
-0.024083759635686874,
0.4813275635242462,
0.02747952565550804,
0.5482012033462524,
-1.0816845893859863,
1.2682275772094727,
0.45033395290374756,
-0.9895139336585999,
-0.1970728486776352,
-0.1956501454114914,
-0.45168063044548035,
0.10762298107147217,
-0.3134229779243469,
-0.4888134300708771,
-0.2556021809577942,
0.5695366263389587,
-0.08805935829877853,
-0.7387306094169617,
0.6926659941673279,
0.1009935587644577,
-0.424565851688385,
0.21870657801628113,
-0.04148297384381294,
0.8159801363945007,
-0.21245218813419342,
0.8599982261657715,
-0.6752547025680542,
0.3815595507621765,
-0.049684077501297,
0.0747118815779686,
-0.09564891457557678,
0.1431588977575302,
-0.39836353063583374,
0.8112650513648987,
0.3893600106239319,
-0.6865952014923096,
-0.44950947165489197,
-0.0810420960187912,
-0.555846095085144,
-0.5583582520484924,
0.06813079118728638,
-0.8730030059814453,
-0.034966424107551575,
-0.02649524062871933,
0.08644473552703857,
-0.3400520980358124,
-0.941964328289032,
-0.8554298877716064,
-0.36428773403167725,
-0.20073789358139038,
-1.3276089429855347,
-0.17238296568393707,
0.17694340646266937,
-0.701770544052124,
-0.3560463488101959,
0.5802518725395203,
-0.1807316541671753,
0.5710278153419495,
0.12865841388702393,
0.9962922930717468,
0.3985957205295563,
-0.6360333561897278,
-0.6516842246055603,
0.9270157814025879,
-0.030349737033247948,
-0.03290095180273056,
0.5740336179733276,
-0.06722231209278107,
0.4784212112426758,
-0.21090610325336456,
-0.4262838065624237,
-0.4372466504573822,
0.687268078327179,
0.7053208947181702,
0.41449546813964844,
-0.7614424228668213,
-0.431400328874588,
1.0933430194854736,
0.30961281061172485,
-0.011890365742146969,
0.41939303278923035,
0.4375416934490204,
0.5995732545852661,
0.32598599791526794,
0.4348817467689514,
0.03436068817973137,
1.0556961297988892,
0.5545351505279541,
-0.45733529329299927,
-0.3034701645374298,
0.10984287410974503,
-0.07115017622709274,
0.3821086883544922,
0.22899313271045685,
0.12742996215820312,
-0.7037478089332581,
0.44106924533843994,
-1.1340839862823486,
-0.013224568217992783,
0.6827643513679504,
0.40286779403686523,
-0.1273544430732727,
-0.2230241596698761,
0.32168012857437134,
0.010840329341590405,
1.1283236742019653,
0.0924350917339325,
0.10748729109764099,
-0.843898594379425,
0.47918879985809326,
0.274993360042572,
-0.5054159760475159,
0.6889514327049255,
-0.7820447683334351,
0.17621031403541565,
15.192850112915039,
0.6220874786376953,
0.29713118076324463,
-0.19073718786239624,
0.469723105430603,
0.3474093973636627,
-0.2041749209165573,
-0.533402144908905,
-0.4259442687034607,
-0.25209859013557434,
0.6937658190727234,
-0.12148727476596832,
0.1970931887626648,
0.8980476260185242,
0.09814544767141342,
-0.5802974700927734,
-0.5508584976196289,
0.24585144221782684,
0.33201834559440613,
-1.5165385007858276,
0.6085047125816345,
0.44214609265327454,
0.46847009658813477,
-0.10821505635976791,
0.49060875177383423,
0.2695743441581726,
0.8431364297866821,
-0.5399959087371826,
0.6593424081802368,
0.049344033002853394,
0.5014760494232178,
-0.9853918552398682,
0.6081315875053406,
0.24113230407238007,
-0.9588668942451477,
-0.2632398009300232,
0.09036869555711746,
-0.5623161196708679,
0.44034820795059204,
-0.10262037813663483,
-0.87537682056427,
-0.2947223484516144,
-0.30042019486427307,
0.25459063053131104,
-0.19100317358970642,
0.5520735383033752,
-0.16824494302272797,
-0.4036734998226166,
0.14472131431102753,
-0.059900954365730286,
-0.28180766105651855,
0.08627258986234665,
0.4584081172943115,
-0.5772899389266968,
-0.029190823435783386,
0.12784555554389954,
0.10618752241134644,
0.32021576166152954,
-0.35937395691871643,
-0.21181726455688477,
-0.5320531725883484,
-0.21606707572937012,
-0.07591920346021652,
0.6612102389335632,
0.2640452980995178,
0.635398268699646,
0.2129855901002884,
0.13976117968559265,
-0.32933565974235535,
-0.4194714426994324,
-0.4360082447528839,
-0.5634884834289551,
0.24777810275554657,
0.08146312832832336,
-0.1400115191936493,
0.17905573546886444,
-0.48890429735183716,
0.15931397676467896,
-0.8612774014472961,
-0.33623167872428894,
0.5656605958938599,
-0.6820644736289978,
-0.5213988423347473,
1.3543399572372437,
-0.0667843297123909,
-0.685481607913971,
-0.28137171268463135,
-0.8109056949615479,
-0.6269575953483582,
-0.1930598020553589,
-0.6150068044662476,
-1.1715638637542725,
0.2624495327472687,
-0.1307329386472702,
-0.2820281982421875,
-0.4505522847175598,
1.367329478263855,
-0.05653952807188034,
-0.6519134640693665,
-0.3529354929924011,
0.02087601087987423,
-0.4187173545360565,
0.008108973503112793,
-0.3216526210308075,
0.2559024691581726,
0.08464851975440979,
-0.27768388390541077,
-0.10557042062282562,
0.01737532764673233,
-0.4737962484359741,
-0.5971274971961975,
0.02393149957060814,
-0.31846383213996887,
-0.8023591041564941,
-0.1543869972229004,
-0.7382639050483704,
-0.3636458218097687,
-0.01787557452917099,
0.7695714235305786,
-0.502248227596283,
0.20605318248271942,
-0.6991661787033081,
0.5355785489082336,
-0.11489710211753845,
-1.3242980241775513,
0.18284964561462402,
0.11612459272146225,
-0.024865206331014633,
-0.40543460845947266,
0.06231580302119255,
0.043340716511011124,
-0.951227605342865,
-0.41297516226768494,
0.16411282122135162,
0.11027205735445023,
-0.24261237680912018,
1.258644700050354,
-0.14025478065013885,
0.4859849512577057,
0.3352051079273224,
0.05019935593008995,
-0.9907996654510498,
0.2989739775657654,
-0.8960595726966858,
-0.09924765676259995,
0.18026001751422882,
0.7790286540985107,
-0.1316995620727539,
0.7308639287948608,
0.5832558870315552,
0.25529560446739197,
-0.21219439804553986,
-0.49038591980934143,
-0.10838821530342102,
-0.18189013004302979,
-0.06858561933040619,
0.6065989136695862,
-0.17478908598423004,
-0.013363457284867764,
0.08154917508363724,
0.504584014415741,
0.7968763709068298,
-0.43527019023895264,
-0.3183750808238983,
0.9139811992645264,
-0.3002375662326813,
-0.021025724709033966,
-0.5573868751525879,
-0.4263688027858734,
-0.3809583783149719,
-0.3754274249076843,
-0.7588185667991638,
0.08634286373853683,
-1.139927625656128,
-0.6584101915359497,
-0.039384931325912476,
0.10083112120628357,
-0.41182300448417664,
1.120583415031433,
-0.44681331515312195,
-0.863338053226471,
-0.6604579091072083,
-0.23467452824115753,
0.600963830947876,
1.0478185415267944,
-0.5023068189620972,
-0.6315389275550842,
0.0770033448934555,
0.29876142740249634,
0.8578158020973206,
0.38660961389541626,
-0.25564947724342346,
-0.6830700039863586,
-0.9704248905181885,
-0.04364911839365959,
0.11234735697507858,
-0.13205891847610474,
-1.1928058862686157,
0.70981365442276,
0.3415572941303253,
0.4361289441585541,
-0.2082062065601349,
0.6698452234268188,
-1.155113697052002,
0.4279683828353882,
0.6901941895484924,
-0.027314117178320885,
0.0019110175780951977,
0.2745198905467987,
-0.44727858901023865,
-0.3189774453639984,
0.4523668587207794,
0.05709046125411987,
-0.9296156167984009,
-0.5751790404319763,
-0.005027344916015863,
-1.3552584648132324,
-0.4784086048603058,
1.0949745178222656,
-0.5506222248077393,
-0.5584508776664734,
-0.04848940670490265,
-0.5997387170791626,
0.0371992401778698,
-0.07776659727096558,
1.1858826875686646,
0.4118717610836029,
-1.176168441772461,
0.3464924991130829,
0.6867613196372986,
-0.3015303909778595,
0.05853651836514473,
0.4585285484790802,
-0.09229801595211029,
-0.7856702208518982,
0.37870436906814575,
-0.5805254578590393,
0.17976228892803192,
-0.8667449355125427,
-0.277688592672348,
0.8145990371704102,
-0.15846385061740875,
0.30832621455192566,
0.8446093201637268,
-0.29285144805908203,
-1.187108039855957,
0.05887189134955406,
-0.4044744372367859,
-0.9048723578453064,
-0.34763583540916443,
0.468436598777771,
0.6978591680526733,
-0.16986574232578278,
-0.3576006293296814,
-0.5658946633338928,
0.710538923740387,
-0.22155527770519257,
-0.7224340438842773,
0.5454416871070862,
-0.11647390574216843,
-0.2803533971309662,
0.06315281242132187,
-0.4538605809211731,
-0.17261309921741486,
-0.5240215063095093,
0.6412344574928284,
-0.3961694836616516,
-0.2975226640701294,
0.07814215868711472,
-0.9453021287918091,
-0.6777946352958679,
0.10302959382534027,
0.7642546892166138,
0.16223761439323425,
-0.4349173307418823,
0.05847316235303879,
-0.19494715332984924,
0.2783510684967041,
0.41002002358436584,
-0.716789722442627,
0.2787977457046509,
0.34718406200408936,
1.905983328819275,
-0.5957580804824829,
0.5517380237579346,
-0.9733409285545349,
-0.7490840554237366,
1.269128680229187,
0.7284882068634033,
-0.22168409824371338,
0.8525895476341248,
-0.0282648466527462,
0.39005574584007263,
-0.24879862368106842,
-0.24368929862976074,
0.13944019377231598,
0.24465297162532806,
1.3847953081130981,
0.3880600333213806,
0.5977921485900879,
0.02025545760989189,
0.9325076341629028,
0.08289843797683716,
0.7262783646583557,
1.21053147315979,
1.3542203903198242,
0.06892742961645126,
-0.8212571144104004,
-0.28541091084480286,
0.3072252869606018,
-0.34584975242614746,
0.5611826777458191,
-0.405269056558609,
1.2547731399536133,
0.34057697653770447,
0.5582916736602783,
0.3557834029197693,
0.09451178461313248,
0.7113386392593384,
-0.2506154775619507,
0.7335370779037476,
-0.4694265127182007,
-0.050739504396915436,
0.36220017075538635,
0.10091294348239899,
-0.22786013782024384,
-0.17409402132034302,
-0.2932686507701874,
-0.5880491733551025,
-0.07635507732629776,
0.2726028263568878,
0.09962397068738937,
0.7922713160514832,
0.4594380259513855,
0.9077743887901306,
0.5215317010879517,
-0.208931565284729,
-0.7069844007492065,
0.12043245881795883,
-0.5845799446105957,
-0.2627701759338379,
-1.4107664823532104,
-0.6370330452919006,
-0.9872999787330627,
0.4746391475200653,
-0.2993348240852356
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{panta2025pressnet:aforming,
author = {Prince Panta and Saroj Belbase and Bipin Shrestha and Nirmal Panta and Dikshya Parajuli and Rujal Acharya and Saugat Kafley and Amit Regmi and Ken Igeta and Akio Tanaka and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {Pressnet: A Forming Dataset for Structural Simulation in Pressed Blanks With Deep Learning Benchmarks}
}
|
{
"ENTRYTYPE": "article",
"ID": "panta2025pressnet:aforming",
"abstract": null,
"author": "Prince Panta and Saroj Belbase and Bipin Shrestha and Nirmal Panta and Dikshya Parajuli and Rujal Acharya and Saugat Kafley and Amit Regmi and Ken Igeta and Akio Tanaka and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Pressnet: A Forming Dataset for Structural Simulation in Pressed Blanks With Deep Learning Benchmarks",
"volume": null
}
|
0P9w_S0AAAAJ:3htObqc8RwsC
| 0 | null | null | null | null |
[
0.061140891164541245,
0.668342649936676,
-0.4190848469734192,
0.27371853590011597,
0.04937272146344185,
-0.16522637009620667,
0.6143590211868286,
-0.09819411486387253,
-0.6290572285652161,
0.23435766994953156,
0.6048566699028015,
-0.46039673686027527,
0.08785662800073624,
-0.1437406837940216,
-0.8496823310852051,
0.04157634451985359,
-0.6697342395782471,
0.4852391183376312,
0.18666402995586395,
-0.06477084755897522,
0.3883989751338959,
-0.2905137836933136,
-0.9143077731132507,
0.2018994241952896,
0.075167715549469,
0.5708365440368652,
0.23807278275489807,
0.4880072772502899,
-0.18625777959823608,
0.26657265424728394,
0.3075536787509918,
-0.2862586975097656,
0.5964912176132202,
-0.1958976835012436,
-0.5069374442100525,
-0.2803952991962433,
0.8010094165802002,
-0.4145812690258026,
-0.9433321356773376,
0.5735947489738464,
0.1941327154636383,
0.01978718861937523,
0.22691118717193604,
0.0559309720993042,
0.24260514974594116,
0.8909568786621094,
0.3640940487384796,
0.7829141020774841,
0.20810672640800476,
-0.5992710590362549,
1.3286149501800537,
-1.079958438873291,
0.9634192585945129,
1.135867953300476,
0.23304150998592377,
0.3046894371509552,
-0.47209474444389343,
-0.6908504962921143,
0.6121556758880615,
0.27340438961982727,
-0.476065993309021,
0.1139570102095604,
0.2940012216567993,
-0.22750017046928406,
1.4209835529327393,
-0.2873230576515198,
0.4912141263484955,
1.0990581512451172,
-0.2983356714248657,
1.3012810945510864,
0.24944248795509338,
-1.1472731828689575,
-0.09910833835601807,
0.05228453502058983,
0.5175302624702454,
0.5235572457313538,
0.0517156608402729,
0.8825589418411255,
-0.9406323432922363,
-0.10877302289009094,
0.9707606434822083,
-0.35082319378852844,
0.21319669485092163,
-0.11320551484823227,
-0.05126228928565979,
0.461673378944397,
0.22360435128211975,
0.6032715439796448,
-0.07100877165794373,
0.7001144289970398,
0.30923885107040405,
-0.004465506412088871,
-0.5924075245857239,
0.4692252576351166,
0.2677827477455139,
0.572559118270874,
-0.8531814217567444,
0.41676750779151917,
-0.0037714552599936724,
0.7407938838005066,
-0.3680919110774994,
0.09963490813970566,
-0.5745100378990173,
-0.008463648147881031,
1.1407335996627808,
-0.42930033802986145,
0.4768364429473877,
-0.8266899585723877,
0.5453652739524841,
-0.5112640261650085,
0.4432823359966278,
-0.7386021018028259,
0.007367806043475866,
-0.3366342782974243,
-0.6548162698745728,
-0.7139515280723572,
-0.015694472938776016,
-0.03843040019273758,
-0.6599681377410889,
0.49252405762672424,
-0.32566237449645996,
0.3180621862411499,
-0.38660863041877747,
0.772828996181488,
0.5061346292495728,
0.20003041625022888,
0.04358085244894028,
0.23359020054340363,
0.5572206974029541,
-0.5256553292274475,
-0.2217414826154709,
-0.7604061961174011,
0.03170381486415863,
-0.2557753324508667,
-0.11042933166027069,
0.1114746704697609,
-1.5372446775436401,
-1.3625062704086304,
-1.064693570137024,
0.38678473234176636,
-0.2927517294883728,
-0.12341708689928055,
1.1478124856948853,
0.21906548738479614,
-0.49722719192504883,
1.0962895154953003,
-0.2220316380262375,
-0.10485917329788208,
0.6551886200904846,
0.20720520615577698,
0.26703426241874695,
0.12488705664873123,
-1.0688649415969849,
0.05671713128685951,
0.46966177225112915,
-0.7491955757141113,
-0.30264079570770264,
-0.4214158356189728,
-0.6883633732795715,
-0.07750006020069122,
0.3447321653366089,
-0.6689693331718445,
0.8841338157653809,
-0.1968843787908554,
-1.0446230173110962,
0.9574372172355652,
0.14270859956741333,
-0.29358986020088196,
0.7831815481185913,
-0.1129768043756485,
-0.3339029848575592,
-0.19942526519298553,
-0.346314400434494,
0.6715917587280273,
0.21240821480751038,
-0.718637228012085,
0.697604775428772,
0.08923149108886719,
-0.4578196704387665,
-0.2188348025083542,
0.018149103969335556,
0.827458381652832,
-0.28006014227867126,
-0.6800029277801514,
0.7009091973304749,
0.7428993582725525,
-0.2247362732887268,
-0.2537156939506531,
-0.9039520025253296,
-0.7003247141838074,
0.4983735680580139,
0.34787648916244507,
1.1555886268615723,
-0.49944594502449036,
-0.9815034866333008,
0.3655034303665161,
-0.1840893030166626,
-0.20655792951583862,
-0.7161903977394104,
0.5342315435409546,
-0.8342782258987427,
0.6399539709091187,
0.1485334187746048,
-0.6582666635513306,
-0.3770807981491089,
-0.4879482090473175,
-0.6754043102264404,
-0.0018801221158355474,
-0.13025259971618652,
1.0772732496261597,
-0.4920749366283417,
-0.3393670618534088,
0.10960795730352402,
-0.2665335237979889,
-0.9429556131362915,
0.8032748699188232,
-0.6574658155441284,
0.21252892911434174,
-0.26398059725761414,
-0.20031878352165222,
0.026893984526395798,
-0.19458305835723877,
0.5530930757522583,
-0.24324612319469452,
-0.23808391392230988,
0.5838269591331482,
-1.0398012399673462,
1.450831651687622,
0.31299957633018494,
0.27273494005203247,
0.25536036491394043,
-0.929506778717041,
0.33852291107177734,
0.2100009024143219,
-0.06569364666938782,
-0.7591198086738586,
0.5602717995643616,
0.2494078427553177,
-0.26229119300842285,
0.2972782254219055,
0.9580622911453247,
1.1167073249816895,
-0.36888906359672546,
0.048888932913541794,
0.07892252504825592,
-0.44361454248428345,
0.36303746700286865,
0.7792842984199524,
0.6313751339912415,
0.5290408730506897,
0.0436209999024868,
-0.37628790736198425,
-0.17472516000270844,
-0.7126247882843018,
-0.07746337354183197,
0.800993800163269,
0.8016681671142578,
0.8711459040641785,
0.4904955327510834,
-0.715219259262085,
-0.7779278755187988,
-0.15481232106685638,
0.4064256250858307,
0.6265193223953247,
0.36819979548454285,
-0.38861724734306335,
-0.70316481590271,
0.00742985587567091,
-0.02336992882192135,
-0.33291754126548767,
-0.49595320224761963,
0.2257605791091919,
-0.7020539045333862,
-0.5514211654663086,
0.6691886186599731,
0.3405251204967499,
1.0517022609710693,
-0.8144069314002991,
-0.5894443392753601,
-0.15934282541275024,
0.9271091818809509,
-0.6192365288734436,
-0.2960253655910492,
0.4475889503955841,
-0.502447783946991,
-0.6083950996398926,
0.1500301957130432,
-0.34750524163246155,
0.27996525168418884,
-0.8146021366119385,
1.0222697257995605,
-0.032662343233823776,
-0.6081083416938782,
-0.1720106601715088,
0.705932080745697,
-0.5206950902938843,
-0.46097448468208313,
0.11940605938434601,
-0.03063778020441532,
-0.47245869040489197,
-0.3366556465625763,
0.16349898278713226,
-0.5462255477905273,
0.47026899456977844,
-0.43767890334129333,
0.48017051815986633,
-0.12502770125865936,
0.4902231693267822,
0.822552502155304,
-0.3890701234340668,
0.3523544371128082,
-1.0876336097717285,
0.8344664573669434,
0.43929725885391235,
-0.7901449203491211,
-0.26579707860946655,
-0.36330482363700867,
-0.32301661372184753,
0.27191150188446045,
-0.7347393035888672,
-0.1487426459789276,
-0.5972594618797302,
0.192419171333313,
-0.40911659598350525,
-0.4142276644706726,
0.3553510308265686,
0.16667456924915314,
0.23006238043308258,
0.7455726861953735,
-0.07687553018331528,
0.005965616554021835,
-0.14192117750644684,
0.40868079662323,
-1.1606993675231934,
0.9745180606842041,
-0.34178194403648376,
-0.1270775943994522,
-0.13673214614391327,
-0.014871783554553986,
-0.43419790267944336,
-0.1621570736169815,
0.1304323673248291,
-0.4546865224838257,
-0.30390438437461853,
0.10562227666378021,
-0.17410778999328613,
-0.9678477644920349,
0.19600632786750793,
-0.9097768664360046,
-0.6079270243644714,
-0.1780090034008026,
-0.4013932943344116,
-0.2091345340013504,
-0.7043481469154358,
-1.2268955707550049,
-0.5784010291099548,
-0.14881162345409393,
-0.629159688949585,
0.13289648294448853,
0.4764659106731415,
-0.7756216526031494,
-0.11955203115940094,
-0.07534089684486389,
-0.3078368306159973,
0.4039567708969116,
-0.048511721193790436,
0.6405863761901855,
-0.06804732233285904,
-0.5732860565185547,
-0.368287056684494,
0.1792416125535965,
0.1809380203485489,
-0.85986328125,
0.4668806195259094,
-0.4391825795173645,
0.23129719495773315,
-0.6593682169914246,
-0.8063627481460571,
0.6999809145927429,
0.43776682019233704,
1.373807668685913,
0.26675093173980713,
-0.728986382484436,
0.1270611584186554,
1.2051522731781006,
-0.5100597739219666,
0.5720510482788086,
0.15269452333450317,
0.4664250314235687,
0.20433400571346283,
-0.12824954092502594,
0.7227411866188049,
-0.4178770184516907,
0.6125550270080566,
0.2651941776275635,
-0.05110504478216171,
-0.27315327525138855,
-0.9012099504470825,
-0.06118669733405113,
0.6051186323165894,
0.6861705780029297,
-0.10759001970291138,
-0.9503018856048584,
0.5333122611045837,
-1.2722413539886475,
-0.8543509244918823,
0.49004268646240234,
0.7672023773193359,
0.641352653503418,
0.47330015897750854,
-0.1286630481481552,
0.33213990926742554,
0.8748900890350342,
0.5394526124000549,
-0.5815690159797668,
-0.4855700433254242,
-0.577754557132721,
1.1542302370071411,
0.42664089798927307,
0.5965888500213623,
-0.26628586649894714,
0.7180028557777405,
15.514575958251953,
1.1051939725875854,
0.14842388033866882,
0.06385976821184158,
0.9328478574752808,
0.39294853806495667,
-0.1718708723783493,
-0.011629457585513592,
-1.2601580619812012,
0.1744678020477295,
0.8223338723182678,
0.5369920134544373,
0.3524240553379059,
-0.03964027017354965,
0.14270280301570892,
-0.7269713282585144,
-0.4715510308742523,
0.6266509294509888,
0.07539981603622437,
-1.8188000917434692,
-0.01091867033392191,
0.23075024783611298,
0.46843090653419495,
0.3591758608818054,
0.9185717701911926,
-0.08301012963056564,
0.6689810156822205,
-0.6344813704490662,
0.8626661896705627,
0.5253267884254456,
1.2229582071304321,
0.24246148765087128,
0.16245603561401367,
0.4885810613632202,
-0.5402512550354004,
-0.06711932271718979,
-0.5506581664085388,
-1.2598379850387573,
0.22932831943035126,
0.01968751847743988,
-0.12450271099805832,
-0.34176957607269287,
-0.3111673593521118,
0.43384552001953125,
0.3956821858882904,
0.6440739631652832,
-0.132090225815773,
0.5603153109550476,
-0.24510948359966278,
0.030232872813940048,
0.18942151963710785,
0.3133028447628021,
0.1843656599521637,
-0.31805819272994995,
-0.29892149567604065,
0.32122042775154114,
0.3241296410560608,
0.83773273229599,
-0.7113606929779053,
-0.2555082142353058,
-0.0661202073097229,
-0.28660252690315247,
0.12634924054145813,
0.6527189016342163,
0.1669481247663498,
0.244906947016716,
-0.08132240921258926,
0.07472411543130875,
0.21368464827537537,
0.22778959572315216,
-0.5101962685585022,
-0.13643686473369598,
0.03522204980254173,
0.02439502812922001,
-0.12547048926353455,
0.23130911588668823,
-0.6534435749053955,
-0.14218242466449738,
-0.8744668960571289,
-0.15328702330589294,
0.27444326877593994,
-0.8335240483283997,
-0.7779495120048523,
0.577608585357666,
-0.26937901973724365,
0.08688143640756607,
0.890631914138794,
-1.0546905994415283,
-0.6453019976615906,
0.3313823640346527,
-0.8678526878356934,
-0.20208005607128143,
-0.20359331369400024,
-0.15230382978916168,
-0.5130046606063843,
-0.00877560954540968,
0.5683102607727051,
0.05892695114016533,
-0.696814239025116,
0.2555962800979614,
0.12130073457956314,
0.07527757436037064,
0.027193114161491394,
-0.6188807487487793,
0.7092692852020264,
-0.15851543843746185,
0.0980454832315445,
0.016932480037212372,
0.09971541911363602,
-0.09728813171386719,
-0.42320767045021057,
0.30869507789611816,
-0.007894737645983696,
-0.9217913746833801,
-0.34522706270217896,
-0.6918213963508606,
-0.8467438220977783,
0.11916991323232651,
0.4985501170158386,
-0.31434008479118347,
0.060196563601493835,
-0.38867780566215515,
-0.33883437514305115,
0.32313910126686096,
-0.53413987159729,
-0.06458673626184464,
0.8903512954711914,
-0.4846075773239136,
-0.5057411789894104,
-0.05147087946534157,
-0.10988108068704605,
-1.3343573808670044,
-0.26203224062919617,
-0.01844472624361515,
0.014427650719881058,
-0.5251338481903076,
1.0728511810302734,
-0.6366581916809082,
1.0050476789474487,
1.017223596572876,
-0.08661001920700073,
-0.4831472933292389,
0.06855147331953049,
-1.0433095693588257,
0.18224835395812988,
-0.21194280683994293,
0.6442696452140808,
-0.3487645387649536,
1.1006176471710205,
0.6719682812690735,
0.08053631335496902,
-0.8212746977806091,
-0.5194699764251709,
-0.10571258515119553,
0.40985533595085144,
-0.18908348679542542,
0.22715434432029724,
-0.24075382947921753,
0.11709131300449371,
0.10890299826860428,
0.6782194375991821,
0.003799526486545801,
-0.6109235882759094,
-0.5351737141609192,
0.476511687040329,
-0.24958793818950653,
-0.2543073892593384,
-0.953353226184845,
-0.3569047152996063,
-1.7743439674377441,
0.07179561257362366,
-1.094967246055603,
-0.39674073457717896,
-0.9410423040390015,
-0.18812446296215057,
-0.1744057983160019,
-0.21824751794338226,
-0.31146150827407837,
0.8064167499542236,
-0.620079755783081,
-0.7751370668411255,
-0.5144296288490295,
-0.4420531988143921,
0.5423951745033264,
0.9520401358604431,
-0.6820065379142761,
0.040431950241327286,
-0.2922554314136505,
0.04617755115032196,
0.42059046030044556,
0.5793704986572266,
-0.020021649077534676,
-0.2413787841796875,
-0.9005083441734314,
0.28761816024780273,
0.17419350147247314,
-0.021766463294625282,
-0.8812969326972961,
0.7743640542030334,
0.5135008096694946,
0.4312329888343811,
-0.6032527685165405,
0.38257846236228943,
-0.7547355890274048,
-0.17873503267765045,
0.34875771403312683,
-0.5541799664497375,
0.056292202323675156,
0.20925605297088623,
-0.43144935369491577,
-0.18798117339611053,
0.5331912636756897,
0.18951000273227692,
-0.8822512030601501,
-0.4013221859931946,
0.17315319180488586,
-0.48507341742515564,
0.04707431048154831,
0.09099069982767105,
-0.7259085178375244,
-1.0847865343093872,
-0.15111078321933746,
-0.44004034996032715,
0.32400763034820557,
-0.07076416164636612,
0.4667527675628662,
0.2760005593299866,
-1.0325652360916138,
0.42730429768562317,
0.24392731487751007,
-0.6978534460067749,
0.14428573846817017,
0.2788154184818268,
0.2670595049858093,
-0.40482330322265625,
0.5015043020248413,
-0.03221425786614418,
0.7203304767608643,
-0.9187805652618408,
-0.07251198589801788,
0.9335511922836304,
-0.3736477494239807,
-0.22071421146392822,
0.9806829690933228,
-0.615049421787262,
-0.4879983067512512,
0.5282981991767883,
-0.9033697247505188,
-0.2479059398174286,
-0.4461101293563843,
0.05247003212571144,
0.4140077233314514,
-0.0766446441411972,
0.08713670074939728,
-0.011942840181291103,
0.5367833971977234,
0.15870049595832825,
-0.5083563923835754,
0.060903146862983704,
0.340654581785202,
0.1520932912826538,
0.10370606184005737,
0.23768681287765503,
-0.34068161249160767,
-0.8047561645507812,
-0.5627851486206055,
-0.18595828115940094,
-0.06871029734611511,
-0.16266946494579315,
-0.6332764029502869,
-0.7387294173240662,
0.6627612113952637,
0.23594897985458374,
-0.00776714226230979,
-0.34134921431541443,
0.15018920600414276,
0.08414886891841888,
0.48366111516952515,
0.12208318710327148,
-0.9827027916908264,
0.21915480494499207,
1.0588831901550293,
1.2240487337112427,
-0.4009145498275757,
0.41075918078422546,
-0.4487873315811157,
-0.2893403172492981,
0.7729256749153137,
0.8566619753837585,
-0.6000434756278992,
0.7284849882125854,
-0.15026617050170898,
-0.3736668825149536,
-0.04264827445149422,
-0.6013298034667969,
-0.09441354125738144,
0.11608291417360306,
0.6192039847373962,
0.5533261299133301,
-0.0012949644587934017,
-0.36644965410232544,
1.168192982673645,
0.0023234824184328318,
-0.14943446218967438,
0.6039077639579773,
0.695137619972229,
-0.11480511724948883,
-0.46196436882019043,
-0.06279861927032471,
0.7023694515228271,
-0.6690604090690613,
-0.15859627723693848,
-0.510248601436615,
0.9694880247116089,
0.36102360486984253,
0.2891606390476227,
0.8887108564376831,
-0.1005706861615181,
0.7997650504112244,
0.27592387795448303,
0.8828971982002258,
-0.3425484597682953,
-0.4935944676399231,
-0.005526273511350155,
-0.5125532150268555,
-0.2957077622413635,
-0.22109057009220123,
-0.6743517518043518,
-0.37561652064323425,
-0.2854362428188324,
-0.12737540900707245,
-0.08736725151538849,
0.052032142877578735,
0.48186784982681274,
0.6707247495651245,
0.3953179717063904,
-0.4489162266254425,
-0.6272816061973572,
-0.28676602244377136,
-0.8741781115531921,
0.012510593049228191,
-0.45469123125076294,
-0.6551986336708069,
-0.5618667602539062,
0.1757870465517044,
-0.7389594912528992
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{ezemba2025neuralnetworksurrogate,
author = {Jessica Ezemba and Christopher McComb and Conrad Tucker},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {Neural Network Surrogate Modeling for Stochastic Fem Using 3d Graph Representations: A Comparative Study}
}
|
{
"ENTRYTYPE": "article",
"ID": "ezemba2025neuralnetworksurrogate",
"abstract": null,
"author": "Jessica Ezemba and Christopher McComb and Conrad Tucker",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Neural Network Surrogate Modeling for Stochastic Fem Using 3d Graph Representations: A Comparative Study",
"volume": null
}
|
0P9w_S0AAAAJ:OR75R8vi5nAC
| 0 | null | null | null | null |
[
0.19415827095508575,
0.6941776871681213,
-0.26617753505706787,
0.4154622256755829,
0.04314437136054039,
0.7855584025382996,
-0.543595552444458,
-0.5777694582939148,
0.000646129425149411,
-0.04602847620844841,
0.19321316480636597,
0.10772436857223511,
-0.24016538262367249,
-0.5658321380615234,
-0.4339693486690521,
-0.1384086161851883,
-1.0629568099975586,
0.06772991269826889,
0.08930542320013046,
0.09166885167360306,
-0.19907653331756592,
-0.022642266005277634,
-1.0728342533111572,
-0.1752292513847351,
-0.020109152421355247,
0.8775161504745483,
-0.3513229191303253,
0.6497188210487366,
0.09124306589365005,
0.06382690370082855,
0.90467369556427,
-0.2717013657093048,
0.17744746804237366,
-0.13299475610256195,
0.024908296763896942,
-0.14838331937789917,
0.28234538435935974,
-0.020099373534321785,
-0.9175022840499878,
0.4943617880344391,
0.24299421906471252,
0.45684030652046204,
0.7375627160072327,
-0.3091343641281128,
0.1636938601732254,
0.27434518933296204,
-0.02009456604719162,
0.6612546443939209,
0.43927448987960815,
-0.8364863991737366,
0.7017873525619507,
-0.5287880301475525,
0.2113938331604004,
1.5811465978622437,
0.8029003739356995,
0.4892485439777374,
-0.9239502549171448,
-0.7072540521621704,
-0.038057293742895126,
-0.29362979531288147,
-0.17507098615169525,
0.3584578037261963,
0.7638452053070068,
-0.7017079591751099,
1.0704047679901123,
-0.18950419127941132,
-0.02592543512582779,
0.8029345273971558,
0.4787941575050354,
0.8539090752601624,
0.4047890901565552,
-1.2016149759292603,
0.16917000710964203,
-0.026353811845183372,
0.7037736773490906,
0.7110033631324768,
0.21556483209133148,
0.9582188129425049,
-0.8844440579414368,
-0.3156544268131256,
0.8731536269187927,
-0.23981843888759613,
0.5612387657165527,
-0.47606661915779114,
0.37257319688796997,
0.9730465412139893,
-0.09844748675823212,
0.0901564210653305,
-0.3970133066177368,
1.1765263080596924,
0.6451686024665833,
-0.24938230216503143,
0.09254913777112961,
-0.17228946089744568,
0.9888732433319092,
0.4754025340080261,
-0.5409441590309143,
-0.018586279824376106,
0.40539324283599854,
0.4521298408508301,
-0.1295531839132309,
1.0887150764465332,
-0.2758668065071106,
0.5353766679763794,
1.565916895866394,
0.028870847076177597,
0.36536112427711487,
-0.7298441529273987,
0.1654418706893921,
-0.5532036423683167,
-0.10274837166070938,
-1.449555516242981,
-0.016932228580117226,
-0.5610583424568176,
-0.8776040077209473,
-0.4441743493080139,
-0.4897300899028778,
-0.1562112420797348,
-0.855782687664032,
0.0836244523525238,
-0.34167128801345825,
-0.028917452320456505,
-0.1276615709066391,
0.3214744031429291,
0.21566912531852722,
0.2765578627586365,
-0.0209973081946373,
0.4280848503112793,
0.313787043094635,
-0.6519278883934021,
-0.48749038577079773,
-0.47108832001686096,
-0.1793733835220337,
0.018191657960414886,
-0.18937043845653534,
-0.22468909621238708,
-1.2630640268325806,
-1.359670877456665,
-0.8029579520225525,
1.1351451873779297,
-0.09918490052223206,
0.060873109847307205,
1.3818333148956299,
0.7470136880874634,
-0.5582414269447327,
1.2046993970870972,
-1.0035028457641602,
-0.3721177875995636,
0.4189758896827698,
0.5306192636489868,
0.5621744394302368,
-0.0586145743727684,
-1.0233101844787598,
0.48332250118255615,
0.2010311484336853,
-0.5950371026992798,
0.10290763527154922,
0.4584294855594635,
-1.0474528074264526,
-0.30110228061676025,
-0.0037219268269836903,
-1.1043792963027954,
0.29304060339927673,
0.2971571385860443,
-1.3461482524871826,
0.12789122760295868,
0.0865948423743248,
-0.23053903877735138,
0.6164979338645935,
0.0914778932929039,
-1.027491569519043,
0.09727364033460617,
-0.14197370409965515,
-0.057140424847602844,
0.22396104037761688,
-0.6325504183769226,
0.995760977268219,
0.11796516180038452,
-0.3090665936470032,
-0.4725441336631775,
-0.17171414196491241,
0.8619957566261292,
-0.13434162735939026,
-0.900528609752655,
0.6831167340278625,
0.3524671196937561,
-0.9664424657821655,
-0.11770480126142502,
-0.841654360294342,
-0.2051083892583847,
0.6238828301429749,
-0.1404249370098114,
1.1513437032699585,
-0.5315278172492981,
-0.927342414855957,
0.6512283086776733,
-0.28739336133003235,
-0.5446364283561707,
-0.40977323055267334,
0.8047295808792114,
-0.8036268949508667,
0.12726092338562012,
-0.4425739645957947,
-0.2157919704914093,
-0.32750004529953003,
-0.3652149438858032,
0.08501125872135162,
-0.07974786311388016,
-0.14711707830429077,
0.5896626114845276,
-0.7420127987861633,
-0.31563782691955566,
0.3992466330528259,
0.19795680046081543,
-0.7699979543685913,
0.6847853064537048,
0.18567267060279846,
-0.22780345380306244,
-0.35743120312690735,
0.036979664117097855,
0.2476315200328827,
-0.3048357367515564,
0.2865508496761322,
-0.36003655195236206,
0.8271822333335876,
0.09326815605163574,
-1.346937894821167,
1.207597255706787,
-0.41469377279281616,
0.2009999006986618,
0.04291091859340668,
-0.9336668252944946,
0.44578248262405396,
0.6287163496017456,
0.2790260910987854,
-0.1988580822944641,
0.49130553007125854,
0.4088447391986847,
-0.5528604388237,
0.03149724751710892,
0.028043722733855247,
0.7889928221702576,
-0.3272388279438019,
0.5570114850997925,
0.44473400712013245,
-0.12614130973815918,
0.6989263296127319,
-0.20948411524295807,
0.6059468388557434,
0.4750506579875946,
0.03933653607964516,
-0.529811441898346,
0.16466064751148224,
-0.7950685620307922,
-0.185908704996109,
0.39156967401504517,
0.8430493474006653,
0.7624055743217468,
0.2751328647136688,
-0.6832506060600281,
0.3369244933128357,
-0.8556888699531555,
0.6212181448936462,
0.21886737644672394,
-0.1838529407978058,
0.32866889238357544,
-0.5547820329666138,
-0.34173670411109924,
0.19408190250396729,
0.1310662031173706,
-0.38856497406959534,
-0.240410715341568,
-0.5266170501708984,
-1.5419148206710815,
0.5241109132766724,
0.502773642539978,
0.337042897939682,
-0.3443267345428467,
-0.4775897264480591,
0.2120709866285324,
0.7833858728408813,
-0.11211171001195908,
-0.2997116446495056,
0.7712237238883972,
-0.8514842987060547,
-0.4344944655895233,
-0.11347835510969162,
0.11954797804355621,
0.4902058243751526,
-0.6931469440460205,
0.7548165917396545,
-0.6954289674758911,
-0.4617522358894348,
0.10016574710607529,
0.8878299593925476,
-0.5925146341323853,
-0.5108591914176941,
-0.2638033926486969,
0.3920011818408966,
-0.3337649405002594,
-0.10298561304807663,
-0.38928869366645813,
0.03783886134624481,
0.43105173110961914,
-0.27033472061157227,
-0.08360814303159714,
0.07187982648611069,
0.6183492541313171,
0.4325460195541382,
0.11315005272626877,
0.4478408098220825,
-0.9690880179405212,
1.2662417888641357,
0.2750186026096344,
-0.515257716178894,
-0.36132922768592834,
-0.5149611234664917,
0.08530881255865097,
0.5072709918022156,
-0.7200389504432678,
-0.29587921500205994,
-0.42057541012763977,
0.23588494956493378,
-0.43670454621315,
-0.31589755415916443,
0.5483900904655457,
0.6201729774475098,
-0.5896342396736145,
0.37315914034843445,
-0.374927818775177,
0.670364499092102,
-0.18388862907886505,
0.041370030492544174,
-1.0888067483901978,
0.21852141618728638,
-0.4724700152873993,
0.5185050368309021,
0.46581700444221497,
0.4649958610534668,
-0.6347622275352478,
-0.0760912075638771,
0.16206221282482147,
-0.37012818455696106,
-0.6849067807197571,
-0.16317103803157806,
-0.0024129124358296394,
-0.7809126973152161,
-0.3230270445346832,
-0.6948577761650085,
0.30294016003608704,
-0.12130022048950195,
0.22164882719516754,
-0.2968927025794983,
-0.8783910274505615,
-1.3807705640792847,
-1.0163135528564453,
-0.2995051443576813,
-1.0133702754974365,
-0.12770824134349823,
0.1984557807445526,
-0.803344190120697,
-0.8422470092773438,
-0.2800655961036682,
-0.24363158643245697,
0.7211987972259521,
0.7693033814430237,
1.044363021850586,
0.19214555621147156,
0.03605547919869423,
-0.9323157668113708,
0.23497071862220764,
0.46726107597351074,
-0.34808191657066345,
0.3543443977832794,
-0.22778503596782684,
0.43519142270088196,
-0.045838143676519394,
-0.10795518755912781,
0.1865958273410797,
0.8733586668968201,
1.221729040145874,
0.26296621561050415,
-0.7638039588928223,
0.21302421391010284,
1.5606440305709839,
-0.3108900487422943,
-0.16458603739738464,
-0.2645769715309143,
0.7430689930915833,
0.7333388924598694,
-0.783116340637207,
0.26182717084884644,
-0.4901691973209381,
0.5029471516609192,
0.20706921815872192,
-0.3407631814479828,
-0.3995364010334015,
-0.5585673451423645,
-0.010124254040420055,
1.6951497793197632,
0.21424487233161926,
-0.022175516933202744,
-0.9439842104911804,
0.34649255871772766,
-1.049870491027832,
-0.36671680212020874,
0.5716812610626221,
0.4721544086933136,
-0.5038086175918579,
0.6636942625045776,
-0.1047264039516449,
0.5121410489082336,
1.1238611936569214,
0.45159420371055603,
-0.2413032352924347,
-0.43399882316589355,
-0.0070626623928546906,
0.7269427180290222,
0.50053870677948,
0.4713769853115082,
-0.15502259135246277,
-0.35293951630592346,
15.143497467041016,
0.8739333748817444,
-0.004309675190597773,
0.06255904585123062,
0.9142699837684631,
0.5957719683647156,
-0.3809269368648529,
0.20753398537635803,
-0.5842914581298828,
0.259969025850296,
0.9690463542938232,
0.142022043466568,
0.28937697410583496,
0.7989901304244995,
0.20796844363212585,
-0.3670331537723541,
-0.1665080040693283,
0.4724622666835785,
0.29923444986343384,
-1.4749834537506104,
0.309943825006485,
0.2330685704946518,
0.41278207302093506,
0.16792508959770203,
0.31412678956985474,
-0.12183442711830139,
0.5198509693145752,
-0.5543816685676575,
0.2765314280986786,
0.36911740899086,
0.8667297959327698,
-0.4163810908794403,
0.4378810226917267,
0.03984706848859787,
-1.1277134418487549,
0.07054183632135391,
-0.21651297807693481,
-1.032989501953125,
0.6019065976142883,
0.4569222629070282,
0.13854795694351196,
-0.06633396446704865,
-0.03512987866997719,
0.5178403854370117,
0.3531947433948517,
0.4330374300479889,
-0.060049258172512054,
0.49439719319343567,
-0.4111368656158447,
-0.09310951828956604,
-0.3596836030483246,
0.2628763020038605,
0.5177342891693115,
-0.4347967803478241,
-0.127041295170784,
-0.25710058212280273,
0.2587406039237976,
0.6789349317550659,
0.021661696955561638,
-0.38012591004371643,
-0.36839449405670166,
-0.1950022578239441,
-0.3576664626598358,
0.2503184676170349,
-0.007135328836739063,
0.6398281455039978,
-0.32323455810546875,
-0.08056938648223877,
0.06842977553606033,
0.5539003014564514,
-0.31970030069351196,
-0.8380666375160217,
0.16474084556102753,
0.18251314759254456,
-0.40682706236839294,
0.1355433166027069,
-0.898663341999054,
-0.026492858305573463,
-0.6969100832939148,
0.25012099742889404,
0.42724794149398804,
-0.8059762120246887,
-1.4809839725494385,
1.101750135421753,
-0.05636445805430412,
-0.26184549927711487,
0.25619158148765564,
-0.9165800213813782,
-0.6823019981384277,
0.3415437340736389,
-0.6942691802978516,
-0.13748657703399658,
0.4129999577999115,
-0.35904279351234436,
-0.709735095500946,
0.1702769249677658,
1.1238678693771362,
0.15308092534542084,
-0.7618163228034973,
0.16071175038814545,
0.2297700047492981,
0.07880692929029465,
-0.5990160703659058,
-0.18334218859672546,
0.8456041812896729,
0.3592144548892975,
-0.2040444016456604,
0.25831130146980286,
0.013089973479509354,
-0.34585487842559814,
-0.7162156701087952,
0.10077492147684097,
-0.2942257821559906,
-0.5628253221511841,
0.016955867409706116,
-0.4058326482772827,
-0.608938455581665,
-0.2965182960033417,
0.01071561686694622,
-0.050368085503578186,
0.3280006945133209,
-0.2708795964717865,
0.3558908700942993,
-0.2233785092830658,
-0.8422179818153381,
-0.1370946764945984,
0.5506772398948669,
-0.6285167336463928,
-0.4398059546947479,
-0.11100317537784576,
-0.17381884157657623,
-0.8523095846176147,
-0.5811401605606079,
0.5046564340591431,
0.21611423790454865,
-0.29558059573173523,
1.3766777515411377,
-0.34627288579940796,
0.7095382213592529,
0.7141739726066589,
-0.2459242045879364,
-0.5799263119697571,
-0.06286023557186127,
-1.0340152978897095,
-0.31153324246406555,
-0.170667365193367,
0.04878232255578041,
-0.6177507042884827,
1.3394793272018433,
0.5568426251411438,
-0.08334669470787048,
-0.8118700385093689,
-0.9466634392738342,
-0.3752181828022003,
-0.5540328025817871,
-0.4522061347961426,
0.030670050531625748,
-0.5850531458854675,
-0.2982502281665802,
-0.28898775577545166,
0.44435209035873413,
0.3520805537700653,
0.374077171087265,
-0.4322414696216583,
-0.10221577435731888,
-0.44745224714279175,
-0.2452273815870285,
-0.37328940629959106,
-0.7852277159690857,
-1.0430206060409546,
0.3406066596508026,
-1.2171167135238647,
-0.4403148889541626,
-1.3303910493850708,
-0.6221594214439392,
0.20991674065589905,
-0.6844905614852905,
-0.515859842300415,
0.9271391034126282,
-0.279033899307251,
-1.2005314826965332,
-0.7494019865989685,
0.07550233602523804,
0.6873180866241455,
0.7794954180717468,
-0.45627114176750183,
0.020548976957798004,
0.31252774596214294,
0.3468567430973053,
0.8054955005645752,
0.4074067771434784,
-0.8483864665031433,
-0.41806283593177795,
-1.1809186935424805,
-0.10544390231370926,
0.6779547333717346,
0.04766185209155083,
-1.6780368089675903,
0.6852064728736877,
0.49544528126716614,
0.2823259234428406,
-0.42022737860679626,
0.4978558421134949,
-1.1749374866485596,
0.1573115438222885,
0.6153225302696228,
-0.3202352821826935,
0.011423628777265549,
0.05340176448225975,
0.15913255512714386,
-0.43167218565940857,
0.5769492387771606,
0.2875328063964844,
-0.9444773197174072,
0.274570494890213,
0.5343278646469116,
-0.9717972278594971,
0.319063663482666,
-0.11730992048978806,
-1.2482609748840332,
-0.19431133568286896,
-0.19847367703914642,
-0.5953155755996704,
-0.31431472301483154,
-0.3067953586578369,
0.6440499424934387,
0.6294876337051392,
-1.4757310152053833,
0.6228392720222473,
0.44632086157798767,
-0.6214436888694763,
-0.4197576344013214,
0.5315309762954712,
0.01631745882332325,
-0.5729957818984985,
0.38943812251091003,
-0.1979343593120575,
0.5199743509292603,
-0.17755915224552155,
-0.2150866538286209,
0.61625075340271,
-0.2549026608467102,
0.06742390990257263,
1.045578956604004,
-0.6114193797111511,
-0.9207237362861633,
0.27960503101348877,
-0.5413889288902283,
-0.27090609073638916,
-0.6150392293930054,
-0.342102974653244,
1.0961370468139648,
-0.28014498949050903,
-0.07561606913805008,
-0.34906402230262756,
0.6086063385009766,
0.5059521794319153,
-0.2531059682369232,
0.3742140829563141,
-0.2079019546508789,
-0.2546537220478058,
0.46393856406211853,
0.5299190282821655,
-0.6955622434616089,
-0.5656557679176331,
0.07975247502326965,
-0.014298834837973118,
-0.5300982594490051,
-0.13990184664726257,
-0.012814389541745186,
-1.3090189695358276,
0.8373681902885437,
0.8317189812660217,
-0.01524213794618845,
0.08130498975515366,
-0.5108097195625305,
0.35940223932266235,
0.014201054349541664,
0.6202471256256104,
-0.7382895946502686,
-0.2911091446876526,
0.8689252734184265,
0.9259403944015503,
-0.37024208903312683,
0.5817092657089233,
-0.9830681085586548,
-0.12421426177024841,
1.3050003051757812,
0.6178618669509888,
-0.7570491433143616,
1.3811997175216675,
-0.32291680574417114,
-0.13397349417209625,
-0.23597411811351776,
-0.08336002379655838,
0.2990730106830597,
0.9644282460212708,
0.9913169741630554,
0.5433826446533203,
0.4922352433204651,
0.04110271483659744,
1.1434251070022583,
0.22850042581558228,
-0.07287903875112534,
0.7479740381240845,
0.7668208479881287,
0.3095064163208008,
-0.3454206585884094,
0.01952372118830681,
1.188248634338379,
-0.8823168873786926,
-0.03486340120434761,
0.33409979939460754,
0.7967562079429626,
-0.4681875705718994,
0.7306026816368103,
0.4769209921360016,
-0.6296594142913818,
0.788848340511322,
-0.42332327365875244,
0.48301810026168823,
-0.5961793661117554,
-0.1423519402742386,
0.1289215236902237,
0.13386590778827667,
-0.45777809619903564,
-0.33661356568336487,
-0.11772707849740982,
-0.36781129240989685,
0.15952272713184357,
-0.2958557903766632,
0.16100811958312988,
0.49344635009765625,
0.015472033992409706,
0.6139472126960754,
0.6473429203033447,
-0.3409541845321655,
-0.6890857219696045,
-0.35825085639953613,
-0.29902875423431396,
-0.16587460041046143,
-0.6856698393821716,
-0.6727563142776489,
-0.7704894542694092,
-0.32384321093559265,
-0.5516418218612671
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{badwe2025iloveclamp:,
author = {Manali Badwe and Tobias Mahan and Jessica Menold and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {I Love ClaMP: A Tunable Optimization-Based Algorithm for Point Cloud Cleanup}
}
|
{
"ENTRYTYPE": "article",
"ID": "badwe2025iloveclamp:",
"abstract": null,
"author": "Manali Badwe and Tobias Mahan and Jessica Menold and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "I Love ClaMP: A Tunable Optimization-Based Algorithm for Point Cloud Cleanup",
"volume": null
}
|
0P9w_S0AAAAJ:OcBU2YAGkTUC
| 0 | null | null | null | null |
[
-0.2321440726518631,
0.15427985787391663,
-0.4739730954170227,
0.34220901131629944,
-0.45379745960235596,
-0.05913008004426956,
0.17009706795215607,
-0.20488740503787994,
-0.23461584746837616,
-0.41907715797424316,
-0.10112665593624115,
0.4294595718383789,
0.06589404493570328,
-0.461537629365921,
-0.4229958951473236,
-0.47805124521255493,
-1.0154976844787598,
0.3804882764816284,
0.26959770917892456,
-0.27122965455055237,
0.17753823101520538,
0.33111146092414856,
-1.5621893405914307,
-0.02625548280775547,
0.8076809644699097,
0.8269807696342468,
-0.459413081407547,
0.9479364156723022,
-0.47385385632514954,
-0.4769311845302582,
0.5309808850288391,
0.10698741674423218,
0.7690095901489258,
0.3715929687023163,
0.06950774043798447,
-0.39328330755233765,
0.4119088053703308,
0.059002894908189774,
-0.11058063060045242,
0.7129036784172058,
-0.0011068012099713087,
0.32812026143074036,
0.6934832334518433,
-0.7210344076156616,
-0.18490059673786163,
0.08510586619377136,
-0.05253583937883377,
0.221720889210701,
-0.26748785376548767,
-0.5485652685165405,
0.913118839263916,
-1.4135993719100952,
0.3913395404815674,
0.7852268815040588,
1.0789541006088257,
0.07870364934206009,
-0.24351155757904053,
-0.2972436547279358,
0.08284547179937363,
-0.2790379226207733,
-1.206627368927002,
-0.03703795000910759,
-0.0281395111232996,
-0.563616156578064,
1.528123140335083,
-0.06383690237998962,
-0.11964449286460876,
-0.07599014788866043,
0.2529760003089905,
0.8424250483512878,
0.06135664880275726,
-1.0444835424423218,
0.3465363383293152,
0.27870193123817444,
0.03619575500488281,
0.6017950773239136,
-0.19859598577022552,
0.5640250444412231,
-1.1223028898239136,
-0.3651558756828308,
0.39702746272087097,
-0.06466498970985413,
0.11076683551073074,
-1.033243179321289,
0.35392430424690247,
0.6498495936393738,
0.7903051972389221,
0.026165347546339035,
-0.19982030987739563,
0.637904167175293,
0.2665548324584961,
0.020599570125341415,
0.11166200041770935,
0.4554979205131531,
0.5227944850921631,
0.3513084948062897,
-0.8233164548873901,
0.23177620768547058,
-0.029287463054060936,
0.9584403038024902,
0.029599197208881378,
0.08619379997253418,
-0.2593896687030792,
0.6175628304481506,
0.7791555523872375,
0.44460806250572205,
-0.11637798696756363,
-0.5217241644859314,
0.09732941538095474,
-0.24428603053092957,
0.56169193983078,
-0.617438554763794,
0.09292557835578918,
-0.03975416347384453,
-0.8813332915306091,
0.29524657130241394,
-0.809380829334259,
-0.11103639006614685,
-1.18898344039917,
-0.20345790684223175,
0.23551444709300995,
-0.020508265122771263,
-0.23533116281032562,
0.7860300540924072,
0.3428889811038971,
0.4622872471809387,
-0.234074205160141,
0.18710851669311523,
0.4601384401321411,
-0.9898513555526733,
-0.2946479618549347,
-0.5375428795814514,
-0.11936281621456146,
-0.5323108434677124,
0.20700377225875854,
-0.04941700026392937,
-1.3333580493927002,
-0.7850318551063538,
-1.2066391706466675,
0.16880415380001068,
-0.6017591953277588,
0.10397730022668839,
1.097508192062378,
0.12803080677986145,
-0.2253473699092865,
0.8916859030723572,
-0.12309564650058746,
-0.2591835856437683,
0.5366780161857605,
0.16340088844299316,
0.3105791211128235,
0.09814736247062683,
-0.5367876291275024,
0.06242477521300316,
-0.12487006187438965,
-0.6257317066192627,
0.10266044735908508,
-0.7757598757743835,
-0.2701946198940277,
0.0991058349609375,
0.6874728798866272,
-0.9604108333587646,
0.839560866355896,
0.13286060094833374,
-1.1967942714691162,
0.305107057094574,
-0.3709270656108856,
0.2464715987443924,
0.8314079642295837,
-0.10947778075933456,
-0.10739190876483917,
-0.2500820755958557,
-0.09208430349826813,
0.2811136245727539,
0.8491848111152649,
-1.0139042139053345,
0.08995211124420166,
0.20375210046768188,
-0.208322674036026,
0.037884678691625595,
-0.026278773322701454,
0.5525570511817932,
-0.6613389253616333,
-0.30034971237182617,
0.6322672367095947,
0.2757611572742462,
-0.39561161398887634,
0.2953442335128784,
-0.4351907968521118,
-0.29941269755363464,
1.0600361824035645,
0.5326213836669922,
0.8202483057975769,
-0.6592704057693481,
-0.5564737319946289,
0.605205774307251,
-0.30677682161331177,
-0.44781193137168884,
-0.345843642950058,
0.8432881832122803,
-0.5864936113357544,
0.4709565341472626,
-0.5866719484329224,
-0.5969204306602478,
-0.2099582701921463,
-0.39656877517700195,
-0.7368821501731873,
-0.10073311626911163,
0.0263352170586586,
0.7941877245903015,
-0.6505711674690247,
0.22930224239826202,
0.40087395906448364,
0.23686350882053375,
-0.8640799522399902,
0.7263092398643494,
-0.6442909836769104,
-0.002005617832764983,
0.23966993391513824,
0.4710538387298584,
0.8995400667190552,
0.15821002423763275,
-0.1972292810678482,
-0.5321064591407776,
-0.45457252860069275,
-0.27272045612335205,
-1.093635082244873,
1.3076908588409424,
-0.17644548416137695,
0.12820211052894592,
0.7035837769508362,
-0.016704753041267395,
0.1389828771352768,
0.12584125995635986,
0.43310651183128357,
-0.29901421070098877,
0.1693977564573288,
0.44527873396873474,
-0.9766594171524048,
0.22792434692382812,
0.8424106240272522,
0.8099674582481384,
-0.010048367083072662,
0.04183037579059601,
-0.03750518709421158,
-0.798676609992981,
0.2239641547203064,
0.22193670272827148,
0.42766571044921875,
0.4560387134552002,
-0.019666757434606552,
-0.3014732897281647,
-0.09573309868574142,
-0.2398756444454193,
-0.4207068979740143,
0.8350675702095032,
0.959058940410614,
1.277108907699585,
0.17790815234184265,
-0.8459190130233765,
-0.6429885029792786,
-0.39836615324020386,
0.7001203298568726,
1.2160038948059082,
0.3158731162548065,
-0.24998429417610168,
-0.768308699131012,
-0.4956532120704651,
0.4890201687812805,
-0.3965264856815338,
-0.47179877758026123,
0.010629190132021904,
-0.35670632123947144,
-1.1686956882476807,
0.5278212428092957,
0.2998795807361603,
0.7622520923614502,
-0.3506861925125122,
-0.264181911945343,
-0.652492344379425,
0.8400880098342896,
-0.07875186204910278,
-0.322616845369339,
0.793999195098877,
-0.28685811161994934,
-0.4839732050895691,
0.0806187316775322,
0.11787725239992142,
0.361118882894516,
0.018762651830911636,
0.8854556679725647,
0.22842402756214142,
-0.6388440728187561,
-0.1026228815317154,
0.30556949973106384,
-1.1787381172180176,
-0.1758878231048584,
0.0693943127989769,
0.5013701915740967,
-0.5864259004592896,
-0.006875336170196533,
0.005040845833718777,
0.09990023821592331,
0.6400301456451416,
-0.8131386041641235,
-0.4621157944202423,
-0.40537282824516296,
-0.03101690672338009,
1.1850488185882568,
0.04757637903094292,
-0.284079909324646,
-0.7332032322883606,
1.0039249658584595,
0.23617681860923767,
-0.8576388359069824,
-0.16665221750736237,
-0.5254435539245605,
-0.21175922453403473,
0.27629554271698,
-0.36404940485954285,
-0.1117057204246521,
-0.5259259939193726,
-0.08816619217395782,
-0.8210137486457825,
-0.2417151778936386,
-0.16451619565486908,
0.2729482352733612,
-0.8855263590812683,
0.8194704055786133,
-0.1812102049589157,
0.33353757858276367,
-0.16143611073493958,
0.7604033946990967,
-0.7197885513305664,
0.8851406574249268,
-0.19447064399719238,
0.5819737911224365,
0.5494551658630371,
0.19905373454093933,
-1.0120503902435303,
-0.019549889490008354,
-0.3210100531578064,
-0.6841944456100464,
-0.4508224427700043,
0.11840945482254028,
0.06492967903614044,
-0.623147189617157,
-0.24476973712444305,
-0.3694723844528198,
-0.2883202135562897,
-0.16637900471687317,
-0.433973103761673,
-0.30029764771461487,
-0.9002199769020081,
-0.5716293454170227,
-0.6383048295974731,
-0.7939075827598572,
-1.0269179344177246,
0.7389413714408875,
0.3486644923686981,
-0.24990081787109375,
-0.13748016953468323,
0.09854476898908615,
-0.563565731048584,
0.7395979762077332,
0.019601376727223396,
0.5854390263557434,
0.695743203163147,
-0.6248254776000977,
-0.24801719188690186,
0.23111264407634735,
0.10079386830329895,
-0.4152660071849823,
1.0568846464157104,
-0.690699577331543,
0.25424808263778687,
-0.380487322807312,
-0.12644518911838531,
0.3621746897697449,
0.5478730797767639,
1.085083246231079,
0.29553526639938354,
-0.9839894771575928,
0.9407601356506348,
1.5748769044876099,
-0.6048942804336548,
0.3117275834083557,
0.4553072154521942,
0.8350370526313782,
0.12072876840829849,
0.2943302392959595,
0.46735915541648865,
-0.6318568587303162,
0.5164551734924316,
0.5745267868041992,
-0.4642673134803772,
-0.2584435045719147,
-0.25681057572364807,
-0.25712430477142334,
0.8589391708374023,
0.2232585996389389,
-0.060236237943172455,
-0.942664623260498,
0.3727654218673706,
-1.4583420753479004,
-0.5516864061355591,
0.3075074851512909,
1.0078380107879639,
-0.5569702982902527,
-0.09793145954608917,
-0.019613271579146385,
-0.20402875542640686,
0.560357928276062,
0.3026057183742523,
-0.37568479776382446,
-0.5322598814964294,
0.1257023960351944,
0.4471488893032074,
0.7262781262397766,
0.9942203164100647,
-0.5699213147163391,
0.3866073489189148,
15.338878631591797,
0.9506263136863708,
-0.21804241836071014,
0.049411479383707047,
0.11895154416561127,
0.02134324423968792,
-0.2820007801055908,
-0.18676112592220306,
-0.8789862394332886,
0.011808140203356743,
0.4897414743900299,
0.37435397505760193,
0.7569783926010132,
1.0136523246765137,
0.06747287511825562,
-0.586247980594635,
0.0022132815793156624,
0.8574885129928589,
0.16353821754455566,
-1.5711891651153564,
-0.021464640274643898,
0.1445917785167694,
0.4455931782722473,
0.7585577964782715,
0.42549070715904236,
0.33322522044181824,
0.31228208541870117,
-0.7100695967674255,
0.42571499943733215,
0.36150166392326355,
0.7734625935554504,
-0.7406566739082336,
0.37454432249069214,
0.43486839532852173,
-1.1884480714797974,
-0.06344949454069138,
-0.7482079267501831,
-0.5993237495422363,
0.4520355463027954,
0.4544929265975952,
-0.663719117641449,
0.005051998421549797,
0.5836520195007324,
0.01698789745569229,
0.1326582282781601,
0.8933543562889099,
0.2338142693042755,
-0.05422072112560272,
-0.5377907752990723,
0.209647074341774,
-0.07941689342260361,
-0.24277779459953308,
0.43599027395248413,
-0.08051399141550064,
-0.04535544291138649,
0.012750041671097279,
0.18179723620414734,
0.37690678238868713,
-0.42864587903022766,
-0.23231694102287292,
-0.5396303534507751,
0.25468942523002625,
-0.031979382038116455,
1.1674251556396484,
0.17119234800338745,
0.5343195199966431,
0.329179048538208,
0.2340463250875473,
0.4073677957057953,
-0.03558037430047989,
-0.43682029843330383,
-0.5628856420516968,
0.6550684571266174,
0.020111780613660812,
-0.051938965916633606,
0.17315234243869781,
-1.0576367378234863,
-0.3130495250225067,
-0.21218180656433105,
-0.3149215877056122,
0.034463681280612946,
-0.8676859140396118,
-1.0718958377838135,
0.8044441342353821,
-0.13443990051746368,
-0.5106169581413269,
0.7605186104774475,
-0.8963610529899597,
-0.7858957648277283,
0.2694036662578583,
-1.0169230699539185,
-0.4247417747974396,
-0.19082805514335632,
-0.635661780834198,
-0.48354172706604004,
0.5761516690254211,
1.0940691232681274,
-0.02475283481180668,
-0.011982966214418411,
-0.2790186107158661,
0.5848531723022461,
-0.36812055110931396,
0.15459899604320526,
-0.7742635011672974,
1.080794334411621,
0.23677806556224823,
-0.17270688712596893,
0.5366307497024536,
0.0340951569378376,
-0.4065057933330536,
-0.8383200168609619,
0.2344992309808731,
-0.6564441323280334,
-1.057727575302124,
-0.5145098567008972,
-0.7828167080879211,
-1.3092458248138428,
-0.30698928236961365,
0.44788873195648193,
0.0008880055393092334,
0.21372593939304352,
0.2030499279499054,
-0.06966259330511093,
-0.3839387595653534,
-1.2432258129119873,
-0.1217009574174881,
0.695076584815979,
-0.4947187006473541,
-0.24600432813167572,
0.13080549240112305,
-0.045043639838695526,
-1.3963282108306885,
-0.6257641911506653,
0.5241410732269287,
0.2935194671154022,
-0.6947184801101685,
1.7020282745361328,
-0.0023062380496412516,
0.3543556332588196,
0.0932525172829628,
0.09839729964733124,
-1.0557819604873657,
-0.26061153411865234,
-0.5996727347373962,
0.0670602098107338,
-0.007066806778311729,
0.5554293394088745,
-0.12410921603441238,
0.8976230025291443,
0.7578057050704956,
0.17389364540576935,
-0.4196803867816925,
-0.42902928590774536,
-0.18634645640850067,
0.05205211788415909,
0.022202735766768456,
0.3317098617553711,
-0.35981297492980957,
-0.11948119103908539,
-0.37974071502685547,
0.44622042775154114,
1.1254186630249023,
0.03903396427631378,
-0.30856919288635254,
0.9703840613365173,
-0.22975748777389526,
0.16003888845443726,
-0.42621922492980957,
0.018716882914304733,
-0.9803730249404907,
-0.5650800466537476,
-0.7307956218719482,
0.2268567830324173,
-1.3670358657836914,
-0.885814368724823,
-0.27063262462615967,
0.017536522820591927,
-0.3085198700428009,
0.2943970561027527,
-0.11460141092538834,
-0.8358039259910583,
-0.4291403889656067,
-0.2692691385746002,
0.4813055396080017,
0.35988345742225647,
-0.5938529372215271,
-0.2501676082611084,
-0.1822628229856491,
0.20704548060894012,
0.8087387681007385,
0.5697671175003052,
-0.6558466553688049,
-0.4579545855522156,
-1.0455690622329712,
0.2750255763530731,
-0.23918776214122772,
-0.3984881639480591,
-1.4151554107666016,
0.7744463682174683,
-0.08221343904733658,
0.38879528641700745,
-0.6019147038459778,
0.45324355363845825,
-1.14167058467865,
-0.09205102175474167,
-0.026956597343087196,
0.120686836540699,
-0.03448769450187683,
0.12563271820545197,
-0.5321638584136963,
-0.05694584548473358,
0.5386385321617126,
0.5216028690338135,
-0.9614673256874084,
-0.28008002042770386,
0.492324560880661,
-0.23947887122631073,
-0.11201421916484833,
0.21722427010536194,
-0.4578533172607422,
-1.0180723667144775,
-0.11079403758049011,
-0.05054374411702156,
0.3855934143066406,
0.7840337157249451,
0.9289893507957458,
0.25175923109054565,
-1.2707210779190063,
0.6316797137260437,
0.5555883049964905,
0.019596293568611145,
0.40859541296958923,
0.4144926071166992,
0.42078694701194763,
-0.7184048295021057,
-0.05313162878155708,
0.05860751494765282,
-0.0990186408162117,
-0.853897213935852,
0.2884521186351776,
0.6725150942802429,
0.1410495489835739,
-0.27364107966423035,
1.1548793315887451,
-0.7864094972610474,
-1.0587173700332642,
0.1543216109275818,
-0.9863176345825195,
0.051831696182489395,
-0.4312130808830261,
0.5898422598838806,
0.715730607509613,
0.5576557517051697,
0.14692191779613495,
-0.7790136337280273,
0.7765085697174072,
0.25764521956443787,
-0.5096386671066284,
0.5043604373931885,
-0.17408710718154907,
-0.2954159080982208,
0.05310796946287155,
0.03551061451435089,
0.4580245018005371,
-0.9850148558616638,
0.08522672951221466,
-0.6259334087371826,
-0.9877341389656067,
-0.08744048327207565,
-0.4832168519496918,
-0.494607150554657,
0.37661996483802795,
0.566563606262207,
0.3933303952217102,
-0.08895052224397659,
-0.1766415238380432,
0.08178318291902542,
0.6102959513664246,
0.28817716240882874,
-0.9586296677589417,
-0.4853285849094391,
0.7670173645019531,
1.409395694732666,
-0.6624079346656799,
0.890649676322937,
-0.6719031929969788,
-0.6376113891601562,
0.9263643622398376,
0.605016827583313,
-0.559971034526825,
0.8245865702629089,
0.07932338863611221,
0.2911860942840576,
-0.060973379760980606,
-0.10054437816143036,
-0.25151026248931885,
0.7252227067947388,
1.2537199258804321,
-0.09692266583442688,
0.030933333560824394,
0.3561449646949768,
0.29359203577041626,
0.2138349711894989,
0.21102434396743774,
0.3730352520942688,
1.0405592918395996,
-0.7040725946426392,
-0.13564814627170563,
-0.7114769816398621,
0.5618306994438171,
-0.27820560336112976,
-0.08632916212081909,
-0.2464432269334793,
0.7995456457138062,
0.4705947935581207,
0.4130675196647644,
0.48638716340065,
-0.139889657497406,
0.929699718952179,
-0.11863690614700317,
0.40601465106010437,
-0.3482760190963745,
-0.2414824515581131,
0.08034619688987732,
-0.809466540813446,
-0.5207787752151489,
0.18188242614269257,
-0.15397705137729645,
-0.499693363904953,
-0.40529292821884155,
-0.08027078956365585,
0.47538331151008606,
0.5572978258132935,
0.34239456057548523,
0.8579314351081848,
0.2626917064189911,
-0.26088252663612366,
-1.3793162107467651,
-0.08302514255046844,
-0.3701300621032715,
0.19579541683197021,
-0.7429634928703308,
-0.08941425383090973,
-0.8143486976623535,
-0.30629539489746094,
-0.6187795400619507
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{shockley2025theimpactof,
author = {Rachel Shockley and Kai Herchenroether and Zeda Xu and Nikolas Martelaro and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {The Impact of Design Representation on Equal Contribution in Engineering Design Teams}
}
|
{
"ENTRYTYPE": "article",
"ID": "shockley2025theimpactof",
"abstract": null,
"author": "Rachel Shockley and Kai Herchenroether and Zeda Xu and Nikolas Martelaro and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "The Impact of Design Representation on Equal Contribution in Engineering Design Teams",
"volume": null
}
|
0P9w_S0AAAAJ:ODE9OILHJdcC
| 0 | null | null | null | null |
[
-0.3599364459514618,
0.6481662392616272,
-0.290571004152298,
0.4768877327442169,
0.18907010555267334,
-0.16360266506671906,
0.1955011785030365,
-0.427869588136673,
0.176943838596344,
0.08548680692911148,
0.6425023674964905,
-0.6676632165908813,
-0.26073551177978516,
-0.17422817647457123,
-0.4393240213394165,
0.34289395809173584,
-0.1561121940612793,
0.20710930228233337,
-0.7473181486129761,
-0.28882214426994324,
-0.0856485441327095,
-0.10241115838289261,
-1.2026363611221313,
0.3986399471759796,
0.08159470558166504,
0.4369545578956604,
-0.25991323590278625,
0.5410692095756531,
0.08902376145124435,
0.8366881608963013,
0.5594356656074524,
-0.3399636447429657,
0.8101364970207214,
-0.10361816734075546,
-0.0480710007250309,
0.34356245398521423,
0.4355093538761139,
-0.6970489621162415,
-0.3576650321483612,
-0.11234908550977707,
0.5251514315605164,
-0.47624891996383667,
0.5126895308494568,
-0.6559511423110962,
-0.40297219157218933,
0.7684277892112732,
0.27182066440582275,
0.021933069452643394,
0.9002342820167542,
-0.49147501587867737,
1.2732006311416626,
-1.0681159496307373,
0.8329818248748779,
1.1780099868774414,
0.3229454755783081,
-0.2817862331867218,
-0.7829572558403015,
-0.7332959175109863,
0.28637075424194336,
-0.6537010669708252,
-0.9051564931869507,
-0.12804517149925232,
0.33000966906547546,
-0.7701550722122192,
0.7393437027931213,
-0.48106470704078674,
-0.038821715861558914,
0.015778256580233574,
-0.4728928208351135,
1.0042188167572021,
0.46868184208869934,
-1.150971531867981,
0.05898182839155197,
0.7272893190383911,
0.9614367485046387,
0.2833864390850067,
0.9703707098960876,
0.30334994196891785,
-0.7315237522125244,
-0.452524870634079,
1.0139470100402832,
-0.1428586095571518,
-0.5587460994720459,
-0.6344534754753113,
-0.14653493463993073,
0.293694406747818,
-0.33448559045791626,
0.6890311241149902,
-0.1770206093788147,
1.2863253355026245,
0.2858884632587433,
0.8036131858825684,
-0.6924505829811096,
0.4190863072872162,
0.39845380187034607,
0.7339087128639221,
-0.14969930052757263,
-0.03462958708405495,
0.47827014327049255,
0.5799633264541626,
-0.0023293092381209135,
0.4266296923160553,
-1.0849575996398926,
-0.03727567195892334,
1.7576797008514404,
-0.5863115191459656,
0.04419524222612381,
-0.7320544123649597,
0.14748342335224152,
0.37208110094070435,
0.7833247184753418,
-0.8996950387954712,
0.6345441341400146,
-0.1229403093457222,
-0.30529868602752686,
-0.011773974634706974,
-0.25443628430366516,
-0.058943189680576324,
-0.639242947101593,
0.12939991056919098,
-0.396232932806015,
-0.4755023717880249,
-0.25212445855140686,
0.9567760229110718,
0.10933510214090347,
0.023924896493554115,
0.08326630294322968,
-0.020436208695173264,
0.45111289620399475,
0.2788581848144531,
-0.7073861956596375,
-0.37187209725379944,
0.3773363530635834,
-0.40949562191963196,
-0.24608051776885986,
-0.015180082991719246,
-1.1547104120254517,
-0.9856480956077576,
-1.3168025016784668,
0.9413971304893494,
0.6295555233955383,
0.7103325128555298,
0.8828240036964417,
0.7370741367340088,
-0.8043283820152283,
0.8081138730049133,
0.22672727704048157,
-0.04345402494072914,
0.1883719563484192,
0.07207362353801727,
0.20105618238449097,
-0.358117938041687,
-0.3621884286403656,
0.09399178624153137,
0.16264814138412476,
-1.1181621551513672,
-0.16083021461963654,
-0.3450546860694885,
-0.9022153615951538,
-0.3117794096469879,
0.4483878016471863,
-1.1109578609466553,
1.178855538368225,
-0.5361146926879883,
-0.9698690176010132,
0.3369033634662628,
0.606411874294281,
0.818884551525116,
0.5809038877487183,
0.049736957997083664,
-0.41927868127822876,
-0.3864136040210724,
0.08369855582714081,
-0.4754579961299896,
-0.03254033625125885,
-1.1726027727127075,
0.7197758555412292,
0.2599588930606842,
-0.41882896423339844,
-0.5493800640106201,
-0.15711815655231476,
1.306328535079956,
0.47025489807128906,
-0.21449416875839233,
0.26632383465766907,
0.558903157711029,
-0.4170292317867279,
0.27430662512779236,
0.012629877775907516,
-0.7419817447662354,
0.5286100506782532,
0.11430685222148895,
1.4813215732574463,
-0.7317777872085571,
-0.8152368664741516,
0.32786664366722107,
-0.02845258079469204,
-0.21940813958644867,
-0.07227393239736557,
1.0395989418029785,
-0.8302738666534424,
0.3346003592014313,
-0.060625240206718445,
-0.4484844207763672,
0.6311154961585999,
-0.2032034695148468,
-0.331161230802536,
-0.076915442943573,
-0.2680308520793915,
0.5914958119392395,
-0.13821284472942352,
0.3020140826702118,
0.03270798176527023,
-0.3643358051776886,
-0.06944752484560013,
0.9982272982597351,
0.13246597349643707,
-0.2052808403968811,
-0.1777159422636032,
-0.1005474403500557,
0.7815325856208801,
-0.4108424782752991,
0.8545389175415039,
-0.11396292597055435,
-0.618197500705719,
0.25422006845474243,
-1.4854991436004639,
0.8721410632133484,
-0.11292673647403717,
0.42098602652549744,
0.4993775486946106,
-0.7600641846656799,
0.13357113301753998,
1.0804513692855835,
-0.130601167678833,
-0.49284929037094116,
0.937730610370636,
0.5566590428352356,
-0.10047981888055801,
0.5612084865570068,
0.17403168976306915,
0.4856093227863312,
-0.8343230485916138,
1.3396903276443481,
0.0639723390340805,
-0.07286997139453888,
0.23384970426559448,
-0.06055418774485588,
0.02158849686384201,
0.25416845083236694,
0.3367159068584442,
-0.24873723089694977,
-0.1624487042427063,
-0.7089167237281799,
0.12963557243347168,
-0.11624886095523834,
0.7770265340805054,
0.8534623384475708,
0.5172035694122314,
-0.57585608959198,
-0.1297992318868637,
-0.2842208445072174,
0.7759872078895569,
1.0770593881607056,
0.04667622223496437,
-0.5186456441879272,
-0.14144794642925262,
-0.5940508246421814,
0.46873903274536133,
0.7319333553314209,
-0.280320405960083,
-0.45040827989578247,
-0.8621505498886108,
-0.4518502950668335,
0.41294169425964355,
0.49396732449531555,
0.05070270597934723,
-0.24898840487003326,
-0.8172914981842041,
-0.2471834272146225,
0.9597406387329102,
-0.03360515087842941,
-0.3655545711517334,
-0.1755564957857132,
0.25160953402519226,
-0.4822762608528137,
-0.48156335949897766,
-0.16121242940425873,
0.5517339110374451,
-0.22321733832359314,
0.9500765204429626,
-0.25319430232048035,
-0.7994575500488281,
0.6823420524597168,
0.8290947675704956,
-0.774258553981781,
-0.9230101704597473,
-0.9033277630805969,
-0.05847450718283653,
-0.49982917308807373,
-0.24768725037574768,
0.18697760999202728,
-0.13232271373271942,
1.1694778203964233,
-0.2685072720050812,
-0.01387679111212492,
0.3865041732788086,
-0.3117828071117401,
-0.011930572800338268,
-0.5404582619667053,
0.21358172595500946,
-0.2261052131652832,
1.0740166902542114,
0.11619824916124344,
-0.4367476999759674,
0.2536575198173523,
-0.7962760925292969,
-0.29314374923706055,
0.2543422281742096,
-0.5089834332466125,
-0.0980890691280365,
-1.3374933004379272,
1.1916520595550537,
0.39074891805648804,
-0.17048369348049164,
0.4482055902481079,
0.20482230186462402,
-0.5901174545288086,
0.284229576587677,
-0.3302878737449646,
0.6003366112709045,
0.11914315819740295,
0.055254701524972916,
-0.33285799622535706,
-0.6501728296279907,
-0.1831832379102707,
0.1350506842136383,
-0.5000925064086914,
-0.25143012404441833,
0.26639482378959656,
0.4805067777633667,
0.6569712162017822,
0.43966251611709595,
-0.8404895663261414,
-0.5045828223228455,
-0.6699615716934204,
-0.7992269396781921,
-0.5174325704574585,
-0.880229115486145,
0.027687909081578255,
-0.5565746426582336,
0.3492051362991333,
0.04632095247507095,
-0.6919057965278625,
-0.5613580942153931,
-1.000764012336731,
-0.11599735170602798,
-1.0035134553909302,
-0.024575110524892807,
-0.11061711609363556,
-0.9142491817474365,
0.3346337676048279,
0.2972770631313324,
0.03684021532535553,
0.5568646788597107,
0.2438955157995224,
0.5367727279663086,
0.2234364151954651,
-0.8362513184547424,
-0.6669575572013855,
0.06307285279035568,
0.5434601306915283,
-0.2088955044746399,
0.6902128458023071,
0.26632753014564514,
0.26020926237106323,
-0.23320487141609192,
-0.4155329465866089,
-0.2519593834877014,
0.3777773082256317,
-0.11349150538444519,
0.1695777177810669,
-0.42937174439430237,
-0.4143255054950714,
1.2469730377197266,
-0.41197171807289124,
0.36330389976501465,
0.31937894225120544,
1.0644327402114868,
1.1145906448364258,
0.2169053554534912,
1.341055989265442,
-0.1490110158920288,
0.6163015961647034,
0.05500013753771782,
-0.3062966763973236,
-0.5235228538513184,
-0.39342302083969116,
0.17227357625961304,
0.8086844682693481,
-0.12071263790130615,
0.019855769351124763,
-1.1055684089660645,
0.5070473551750183,
-1.5014078617095947,
-0.15422464907169342,
-0.012458921410143375,
0.9409438967704773,
-0.0373162180185318,
-0.41448426246643066,
-0.45813924074172974,
0.3889734745025635,
1.099531888961792,
-0.09706490486860275,
0.33085310459136963,
-0.477289080619812,
0.3038090765476227,
0.6277901530265808,
0.5129902362823486,
0.08448125422000885,
0.4531159996986389,
-0.19208191335201263,
15.152128219604492,
0.3273842930793762,
0.6450145244598389,
0.5816250443458557,
0.6232193112373352,
0.464633047580719,
-0.9140203595161438,
0.20338371396064758,
-0.5620966553688049,
-0.13481763005256653,
0.787868082523346,
-0.6579969525337219,
-0.4030474126338959,
0.6000917553901672,
-0.16753090918064117,
-0.30540692806243896,
-0.21422496438026428,
0.40053635835647583,
0.45595550537109375,
-1.1141482591629028,
0.5160426497459412,
0.7302910089492798,
0.9487519264221191,
-0.7435527443885803,
0.7810002565383911,
0.290664404630661,
0.741527259349823,
-0.6443156003952026,
1.007735013961792,
-0.020740024745464325,
0.6248499751091003,
-0.8743258714675903,
0.6846110820770264,
0.21890415251255035,
-0.7641831040382385,
-0.016086667776107788,
-0.10922466963529587,
-1.8674184083938599,
0.5110458135604858,
0.07912200689315796,
-0.5595217943191528,
-0.33421435952186584,
-0.6522085666656494,
-0.15321379899978638,
0.6747569441795349,
0.14648833870887756,
-0.6952574849128723,
0.29356372356414795,
0.20632565021514893,
0.15188361704349518,
-0.5289387702941895,
0.5182456374168396,
0.17937928438186646,
-0.6073548197746277,
0.12352988123893738,
0.13296180963516235,
0.09497344493865967,
0.435238778591156,
-0.5268798470497131,
0.005725102033466101,
-0.5717052817344666,
-0.5400574207305908,
-0.4309731423854828,
0.34507250785827637,
0.38554757833480835,
0.31253182888031006,
-0.049871936440467834,
-0.03724699467420578,
0.014906102791428566,
0.10019168257713318,
-0.1425558179616928,
-0.41321438550949097,
1.0106617212295532,
0.7628400325775146,
-0.3300158381462097,
-0.0427408292889595,
-0.9395999908447266,
0.3171837031841278,
-0.6210682988166809,
-0.19159913063049316,
-0.058566659688949585,
-0.5897805690765381,
-0.6777289509773254,
0.23007169365882874,
0.044475797563791275,
-0.9131442308425903,
0.49093160033226013,
-0.8553900718688965,
-0.3816150724887848,
0.3348856568336487,
-0.6066696047782898,
-0.8590046167373657,
-0.11833950132131577,
-0.6860758662223816,
-1.0243031978607178,
-0.27697473764419556,
0.522444486618042,
-0.11311633139848709,
-0.7845273017883301,
0.401706337928772,
0.14822973310947418,
-0.30099618434906006,
0.4886309802532196,
-0.3396151065826416,
0.4956255555152893,
0.18236850202083588,
-0.7374330163002014,
0.5581246614456177,
-0.04206705465912819,
-0.16244497895240784,
-0.9840344786643982,
0.2750098407268524,
0.3421351909637451,
-0.8925610780715942,
-0.1451009213924408,
-0.5695873498916626,
-0.39234957098960876,
-0.19379034638404846,
0.5888246893882751,
-0.4762558341026306,
0.9003345966339111,
-0.5496735572814941,
0.0398862287402153,
-0.09047061204910278,
-0.639320969581604,
0.40105384588241577,
0.9378213882446289,
-0.6579700112342834,
-0.6971724033355713,
-0.32357215881347656,
0.35473617911338806,
-0.22953738272190094,
-0.27119868993759155,
-0.19407278299331665,
0.41586434841156006,
-0.41987335681915283,
0.7842691540718079,
-0.5470739603042603,
0.44471099972724915,
0.014511379413306713,
-0.08290790766477585,
-0.2566892206668854,
-0.867846667766571,
-1.2884551286697388,
0.6379770040512085,
0.6791695952415466,
0.5409929156303406,
-0.4602183401584625,
0.1726454496383667,
1.2902995347976685,
-0.3219352662563324,
0.290420800447464,
-0.3115813136100769,
0.13542540371418,
-0.4645330011844635,
-0.36745426058769226,
0.19421763718128204,
0.1363353580236435,
0.0020142353605479,
-0.2315661907196045,
0.4065287709236145,
0.3798385262489319,
-0.22298474609851837,
-0.4024580419063568,
1.028230905532837,
-0.47682076692581177,
-0.10339994728565216,
-0.7414722442626953,
-0.47554704546928406,
-0.7708677053451538,
0.1126280277967453,
-0.7397571206092834,
0.03458903729915619,
-1.8353055715560913,
-0.7124926447868347,
0.5669170618057251,
-0.4232335388660431,
-0.428362101316452,
0.6041581034660339,
-0.5072259902954102,
-0.8117417097091675,
-0.3171541094779968,
-0.32105183601379395,
0.6666443943977356,
0.8461191058158875,
-0.23968660831451416,
0.14242713153362274,
-0.19981428980827332,
-0.9413994550704956,
0.2826736569404602,
0.1390438675880432,
-0.3495597243309021,
-0.5518958568572998,
-0.7874616384506226,
0.4708115756511688,
-0.4208005964756012,
-0.27966761589050293,
-0.42595532536506653,
0.6045804023742676,
0.18662379682064056,
0.33279314637184143,
0.20143082737922668,
-0.4302513301372528,
-1.3976881504058838,
0.81595379114151,
0.508858859539032,
0.019861621782183647,
0.18212369084358215,
0.0223928764462471,
-0.8078305125236511,
0.0726553425192833,
0.30252596735954285,
-0.2203214019536972,
-0.8244777321815491,
-0.08617188781499863,
-0.37559089064598083,
-1.247204065322876,
-0.16901510953903198,
0.9502860307693481,
-1.1177631616592407,
-0.8530589938163757,
-0.09546174854040146,
0.2554382383823395,
-0.10669972002506256,
0.4123212397098541,
0.22561421990394592,
0.2144421488046646,
-1.4761830568313599,
-0.0315411351621151,
0.17447565495967865,
-0.1592579036951065,
-0.8025432825088501,
0.07820695638656616,
0.12772898375988007,
-0.5358510613441467,
0.07684674113988876,
-0.312484472990036,
0.7555069923400879,
-0.6114212274551392,
-0.43015143275260925,
-0.3629835844039917,
-0.23625333607196808,
0.20313391089439392,
0.8238859176635742,
-0.03083399124443531,
-0.39699503779411316,
-0.09223979711532593,
-0.4905054569244385,
-0.18564651906490326,
-0.12547747790813446,
0.6397359371185303,
1.0912086963653564,
-0.7417091131210327,
-0.3542223274707794,
-0.4870641529560089,
0.7458975315093994,
-0.01219969429075718,
-0.776366651058197,
-0.08921832591295242,
0.046286690980196,
-0.1933470070362091,
0.6264572143554688,
0.10789220780134201,
-0.3118598461151123,
-0.324059396982193,
0.3036448657512665,
-0.22583863139152527,
-0.9743251800537109,
0.05333952605724335,
-0.16194084286689758,
-0.1511739045381546,
0.19556692242622375,
0.4680784046649933,
0.06521180272102356,
-0.13052791357040405,
0.0191989466547966,
-0.272367388010025,
-0.38071903586387634,
0.5932088494300842,
-0.6765503287315369,
0.05294201895594597,
0.4477929472923279,
1.5985382795333862,
-0.21748022735118866,
0.8365388512611389,
-0.5274120569229126,
-1.0469998121261597,
0.7273826003074646,
0.5984362959861755,
-0.1499328315258026,
0.32322466373443604,
-0.01862630993127823,
-0.1313026398420334,
0.19198891520500183,
-0.39508652687072754,
-0.3062639534473419,
0.41716140508651733,
1.025698184967041,
1.3395806550979614,
0.3542404770851135,
-0.8832758665084839,
1.3563073873519897,
0.4176734983921051,
0.6937559843063354,
1.0356645584106445,
1.1124545335769653,
-0.1782497614622116,
-0.6860490441322327,
-0.452002614736557,
0.25425267219543457,
-0.5071425437927246,
0.18513266742229462,
-0.6782821416854858,
0.6553107500076294,
0.41281363368034363,
0.23173724114894867,
0.4254530966281891,
-0.2039511352777481,
1.174161434173584,
0.14414575695991516,
0.6452178955078125,
-0.5870425701141357,
-0.769339382648468,
0.12656474113464355,
0.4270540773868561,
0.26067331433296204,
0.057770997285842896,
-0.42426952719688416,
-0.38531216979026794,
-0.3205067217350006,
-0.03834094852209091,
0.3325657248497009,
0.30956560373306274,
0.22873540222644806,
1.0081603527069092,
0.6896048188209534,
-0.3334369361400604,
-0.3110126554965973,
-0.35615843534469604,
-0.7479346394538879,
-0.43501758575439453,
-0.9608269333839417,
-0.7366419434547424,
-0.8351276516914368,
-0.19666363298892975,
-0.7010185122489929
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{mcgee2025areal-timeautomatic,
author = {Elizabeth S McGee and Eric Brubaker and Jonathan Cagan and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {A Real-Time Automatic Interaction Dynamics Notation Approach}
}
|
{
"ENTRYTYPE": "article",
"ID": "mcgee2025areal-timeautomatic",
"abstract": null,
"author": "Elizabeth S McGee and Eric Brubaker and Jonathan Cagan and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "A Real-Time Automatic Interaction Dynamics Notation Approach",
"volume": null
}
|
0P9w_S0AAAAJ:yFnVuubrUp4C
| 0 | null | null | null | null |
[
0.027579328045248985,
0.5539946556091309,
-0.0373723991215229,
0.18158283829689026,
-0.012686551548540592,
0.16385561227798462,
0.4829041361808777,
-0.4024037718772888,
-0.07430887967348099,
-0.2472175657749176,
0.1956542432308197,
-0.3732885718345642,
-0.09179209917783737,
-0.1533794105052948,
0.021892564371228218,
-0.24009807407855988,
-1.6237002611160278,
0.13197360932826996,
-0.26903781294822693,
-0.4568537473678589,
-0.3695042133331299,
0.25690779089927673,
-1.2478129863739014,
0.005806329660117626,
-0.048014964908361435,
0.578898012638092,
-0.7184906601905823,
1.2538036108016968,
0.0705646425485611,
0.15309976041316986,
0.2725681662559509,
0.33996182680130005,
0.5829758644104004,
-0.0032088481821119785,
-0.047561462968587875,
-0.048328254371881485,
-0.09238045662641525,
-0.4950161278247833,
-0.8097937703132629,
0.04631836339831352,
-0.37332451343536377,
0.161977618932724,
0.29873207211494446,
-0.8439412713050842,
0.604564905166626,
0.3756985664367676,
0.3299253582954407,
0.8180240392684937,
0.27109643816947937,
-0.49812477827072144,
0.7030887603759766,
-1.1915518045425415,
0.08200472593307495,
1.119043231010437,
0.07709893584251404,
-0.2258620411157608,
-0.7362152338027954,
-0.6284437775611877,
0.21652266383171082,
-0.7513108253479004,
-1.2296137809753418,
0.17631639540195465,
-0.2695193588733673,
-0.730815589427948,
1.0787968635559082,
0.14795294404029846,
0.3391766846179962,
0.4345857799053192,
0.0117909274995327,
0.5245393514633179,
-0.17640872299671173,
-1.5024381875991821,
-0.04236818104982376,
0.2267223298549652,
0.6361936926841736,
0.5326428413391113,
0.4386683702468872,
0.5279672741889954,
-0.9774101376533508,
-0.30357855558395386,
0.5699482560157776,
-0.17982371151447296,
-0.427202969789505,
-1.2324566841125488,
-0.16226254403591156,
0.4165005683898926,
-0.38971659541130066,
0.6681198477745056,
-0.06596042215824127,
0.7982965111732483,
0.7617766261100769,
0.6305026412010193,
-0.005962664261460304,
-0.295985609292984,
0.5918734669685364,
0.08471857756376266,
-0.08414611220359802,
0.4927957057952881,
0.23580783605575562,
0.25810888409614563,
-0.6889775991439819,
0.5818771719932556,
-0.41537368297576904,
0.06371473520994186,
1.647953748703003,
0.1604185402393341,
0.5659543871879578,
-0.4693794846534729,
0.12220560759305954,
-0.5315707921981812,
1.0011762380599976,
-0.9376126527786255,
-0.02106679044663906,
-0.04892226308584213,
-0.25422847270965576,
0.08063995093107224,
-0.04050312936306,
0.10362536460161209,
-0.642109215259552,
-0.008059615269303322,
-0.1142919734120369,
-0.5404306054115295,
0.34170040488243103,
0.197816863656044,
0.005179987754672766,
0.7251237630844116,
0.060102466493844986,
-0.3272031545639038,
0.43025586009025574,
-0.07252242416143417,
-1.0048425197601318,
0.018243029713630676,
0.767204225063324,
0.22297883033752441,
0.014755421318113804,
0.03295150771737099,
-1.0966967344284058,
-0.8749874234199524,
-0.9001779556274414,
0.7448295950889587,
-0.5276365280151367,
0.2251948118209839,
0.9046356678009033,
0.6853391528129578,
-0.8760201930999756,
0.35059359669685364,
-0.328945517539978,
-0.3883545994758606,
-0.6024573445320129,
0.3633791208267212,
0.5841187238693237,
0.44230780005455017,
-0.9135292768478394,
0.2580510675907135,
0.3923785984516144,
-0.668449342250824,
-0.023934442549943924,
-0.22530265152454376,
-0.8608566522598267,
-0.4087047278881073,
-0.015625767409801483,
-0.5290495753288269,
1.2589505910873413,
0.5895498394966125,
-1.5264133214950562,
0.2968871593475342,
0.49967923760414124,
-0.14338603615760803,
0.5760330557823181,
-0.3622981011867523,
-0.8755815625190735,
-0.149644136428833,
-0.3206435739994049,
0.15796346962451935,
-0.11424357444047928,
-0.5809103846549988,
-0.010310091078281403,
0.4105030596256256,
0.22453302145004272,
0.2334568202495575,
-0.3902384042739868,
1.1958940029144287,
-0.1796475350856781,
-0.47959375381469727,
0.1882215142250061,
0.4159654378890991,
-0.42666879296302795,
0.4368644058704376,
-0.3623819947242737,
-0.04180506244301796,
1.4680315256118774,
0.3300405442714691,
1.3540087938308716,
-0.6929114460945129,
-0.832801342010498,
0.42792272567749023,
-0.4967758059501648,
-0.10941243916749954,
-0.0514126680791378,
0.4988524913787842,
-1.279330849647522,
0.2806641459465027,
-0.08596191555261612,
-0.25776877999305725,
-0.4623222053050995,
-0.20855315029621124,
-1.028342843055725,
-0.08980690687894821,
-0.43616968393325806,
0.3232710659503937,
-0.7054440379142761,
0.3864462077617645,
0.5013622641563416,
-0.07793446630239487,
-0.23671181499958038,
1.408042550086975,
0.033648669719696045,
0.3278951942920685,
-0.07304060459136963,
-0.2011037915945053,
0.1366601139307022,
0.11809343844652176,
0.5317217111587524,
-0.6494582295417786,
-0.6447026133537292,
0.15355780720710754,
-0.877422034740448,
0.9583621621131897,
0.07420336455106735,
0.22774116694927216,
0.4611318111419678,
-0.551410436630249,
0.11695139855146408,
0.8748464584350586,
0.4666200578212738,
-0.21945683658123016,
0.6765742301940918,
0.07782428711652756,
-0.3370037078857422,
0.2790006995201111,
0.5213857293128967,
1.1744694709777832,
-0.7322492003440857,
0.8678396940231323,
0.008150572888553143,
-0.3830302655696869,
0.4796009957790375,
0.2977849543094635,
0.4952412545681,
0.3660866320133209,
0.5103805661201477,
-0.3948262333869934,
0.1566326916217804,
-0.9726768136024475,
-0.7742056846618652,
0.41349369287490845,
0.4985106289386749,
0.37012580037117004,
-0.04853856563568115,
-0.6162755489349365,
0.15416131913661957,
-0.42973414063453674,
1.0002788305282593,
0.9433958530426025,
0.12160247564315796,
-0.5228615403175354,
-0.4855456054210663,
-0.2513389587402344,
-0.1343376487493515,
-0.009840179234743118,
-0.29657769203186035,
-0.2933506667613983,
-0.9179286956787109,
-0.8647472262382507,
0.7454968094825745,
0.36863330006599426,
0.5477960705757141,
-0.47189921140670776,
-0.4659653604030609,
-0.364871621131897,
0.5603324174880981,
-0.387494295835495,
-0.5159397721290588,
0.38771775364875793,
-0.4208495020866394,
-0.33544549345970154,
0.08468732237815857,
0.532993733882904,
0.15770171582698822,
-0.058945633471012115,
0.467689573764801,
-0.5999584197998047,
-0.8636197447776794,
0.8273347020149231,
0.7027246952056885,
-0.9057042598724365,
-0.8859508633613586,
-0.8902142643928528,
0.4169498682022095,
-0.19354043900966644,
-0.13937832415103912,
0.4103577435016632,
0.18389509618282318,
0.2267482876777649,
-0.45002031326293945,
-0.16778571903705597,
-0.3790866732597351,
-0.13043995201587677,
-0.042972173541784286,
-0.3989900052547455,
-0.20657910406589508,
-0.6870054602622986,
1.4040874242782593,
0.26273366808891296,
-0.6959035992622375,
-0.3471887707710266,
-0.5923990607261658,
-0.17584073543548584,
0.0011030996683984995,
-0.45312705636024475,
-0.000991439912468195,
-0.7267245650291443,
0.8251592516899109,
-0.18872755765914917,
-0.4725622832775116,
0.3124178647994995,
0.19290506839752197,
-0.3778776228427887,
0.30828574299812317,
0.1728455275297165,
0.9105231761932373,
0.07328195124864578,
0.583985447883606,
-0.43519675731658936,
0.26396259665489197,
-0.09803169220685959,
0.37280145287513733,
0.17671839892864227,
-0.13995622098445892,
-0.5065193772315979,
0.2336629182100296,
-0.17758134007453918,
-0.4816880226135254,
-0.8256107568740845,
-0.27025318145751953,
-0.5211726427078247,
-1.0964066982269287,
-0.06365101784467697,
-1.178833246231079,
-0.19681692123413086,
-0.34118691086769104,
0.025118783116340637,
-0.1578473150730133,
-0.49429985880851746,
-0.9081968069076538,
-1.2110363245010376,
-0.46636369824409485,
-0.3903661370277405,
0.0005016721552237868,
-0.038857121020555496,
-0.7526419758796692,
-0.21702145040035248,
0.30401086807250977,
-0.4208257794380188,
0.4794793725013733,
0.007176174782216549,
0.36100736260414124,
0.17902185022830963,
-0.6822376251220703,
-0.5121996998786926,
0.394180566072464,
-0.18123655021190643,
-0.19410118460655212,
0.816577136516571,
-0.08447995036840439,
0.10559316724538803,
-0.21021875739097595,
-0.05434824898838997,
-0.5136218667030334,
0.09309370070695877,
1.0074374675750732,
0.4082242250442505,
-0.7820143699645996,
-0.3578628897666931,
0.6235177516937256,
0.08249346166849136,
-0.05857723578810692,
0.14022845029830933,
0.7016574740409851,
0.16711051762104034,
0.21561403572559357,
0.8041044473648071,
-0.2572652995586395,
1.1101514101028442,
0.22361783683300018,
-0.5780147910118103,
0.011264139786362648,
0.41120508313179016,
0.33487340807914734,
0.7892798185348511,
0.2009032666683197,
-0.012591210193932056,
-0.962613582611084,
0.7662405371665955,
-1.3244484663009644,
-0.5755736231803894,
0.4474549889564514,
1.2066371440887451,
0.0094421012327075,
-0.004898126237094402,
0.41674211621284485,
0.23874104022979736,
0.855818510055542,
0.16350343823432922,
0.240733340382576,
-0.9623692035675049,
0.5909322500228882,
0.28851500153541565,
-0.08809114247560501,
0.5553051829338074,
-0.3220447599887848,
-0.2433541715145111,
15.387673377990723,
0.19414566457271576,
-0.027780210599303246,
0.06894610822200775,
0.15154622495174408,
0.36556440591812134,
0.14432218670845032,
-0.36528480052948,
-0.6991735100746155,
0.0720779299736023,
1.997349500656128,
-0.33712491393089294,
-0.03290937840938568,
0.3142257034778595,
0.39451396465301514,
-0.10959033668041229,
-0.299934059381485,
0.6734228730201721,
0.3724227249622345,
-0.7930704951286316,
0.5474010109901428,
0.6462919116020203,
-0.7024514079093933,
0.0813952311873436,
0.19501101970672607,
0.4492412805557251,
0.8021471500396729,
-0.11360660940408707,
0.615501880645752,
0.13608545064926147,
1.1074328422546387,
-0.6068360209465027,
0.0703526958823204,
0.3706528842449188,
-1.3645228147506714,
-0.31219807267189026,
0.24758367240428925,
-0.9429509043693542,
0.49798959493637085,
0.31520718336105347,
-0.46941861510276794,
-0.25417396426200867,
-0.23552434146404266,
-0.2330227792263031,
0.8334203362464905,
0.5708945393562317,
0.19571553170681,
0.18034958839416504,
-0.22303640842437744,
0.37945589423179626,
-0.47831934690475464,
0.40084609389305115,
0.5507338047027588,
-0.03548544645309448,
0.06291373819112778,
0.5391141176223755,
0.2340511828660965,
0.22122575342655182,
-0.01349000632762909,
-0.3674698770046234,
-1.112270712852478,
-0.2723492980003357,
-0.30454540252685547,
0.6575199365615845,
0.5133719444274902,
0.4041444659233093,
-0.09607791900634766,
0.3812173008918762,
-0.12291300296783447,
-0.009756727144122124,
-0.6893330812454224,
-0.708329975605011,
1.0647096633911133,
0.357877641916275,
-0.6702647805213928,
-0.15328766405582428,
0.08155342936515808,
-0.43148913979530334,
-1.1279748678207397,
0.03019595704972744,
0.4776725471019745,
-0.7426595091819763,
-0.294663667678833,
0.9614287614822388,
0.5734067559242249,
-1.0434736013412476,
0.167429119348526,
-0.7917674779891968,
-0.66717129945755,
0.15087772905826569,
-0.29523590207099915,
-0.34599632024765015,
-0.04438551887869835,
-0.11566974967718124,
-0.628960132598877,
0.20798882842063904,
1.357498049736023,
0.07452284544706345,
-0.56654292345047,
-0.07696614414453506,
0.038607995957136154,
-0.040807221084833145,
-0.26744481921195984,
-0.542084276676178,
0.5039876103401184,
0.34345707297325134,
-0.26736539602279663,
0.6250032782554626,
0.43841230869293213,
-0.039241306483745575,
-0.5559160113334656,
-0.034186337143182755,
-0.12937793135643005,
-0.9263808131217957,
0.31868869066238403,
-1.0940788984298706,
-0.9463585615158081,
-0.06616031378507614,
0.2498919665813446,
0.09510184824466705,
0.2923792600631714,
-0.16683107614517212,
0.03508617356419563,
-0.20014353096485138,
-0.6527987122535706,
0.48408186435699463,
0.4790521562099457,
-0.7131693959236145,
-0.26056286692619324,
0.2839850187301636,
0.3235136866569519,
-1.1354964971542358,
-0.07251328229904175,
0.04364246875047684,
-0.1606263667345047,
0.1850363314151764,
1.314093828201294,
0.11181965470314026,
-0.4552568197250366,
0.24328327178955078,
0.23377394676208496,
-0.6591448783874512,
0.29360687732696533,
-1.119581699371338,
-0.5541813969612122,
-0.17576146125793457,
0.09148215502500534,
-0.29070761799812317,
0.17609398066997528,
1.0368114709854126,
0.3325665593147278,
-0.002610462252050638,
-0.49109920859336853,
-0.31522077322006226,
-0.427358478307724,
-0.4237543046474457,
-0.024953631684184074,
-0.4226434826850891,
0.45793282985687256,
-0.3004356920719147,
0.265428364276886,
0.7806586623191833,
-0.3490956723690033,
-0.5969867706298828,
0.9668318033218384,
-0.16455364227294922,
0.1579892635345459,
-0.18262013792991638,
-0.5822615027427673,
-1.2268918752670288,
-0.663288414478302,
-0.5827043652534485,
0.24066895246505737,
-0.5727466344833374,
-0.635820746421814,
0.1431652009487152,
-0.45397964119911194,
-0.41560566425323486,
1.2455002069473267,
-0.6072904467582703,
-0.9570806622505188,
-0.2804754972457886,
-0.38503921031951904,
0.5368804931640625,
0.05065061151981354,
-0.33138954639434814,
-0.09637860208749771,
-0.0513426698744297,
0.3536302149295807,
0.36862534284591675,
0.23634259402751923,
-0.3869113326072693,
-0.6272566914558411,
-0.18030725419521332,
-0.20396003127098083,
0.1747361272573471,
0.051994387060403824,
-1.3009493350982666,
0.19023708999156952,
0.06013672053813934,
0.046777065843343735,
-0.1587960422039032,
0.5290956497192383,
-1.0703084468841553,
0.12389523535966873,
0.5814782977104187,
-0.37671980261802673,
-0.19439737498760223,
0.5051131844520569,
-0.09326444566249847,
-0.1921449452638626,
1.0396965742111206,
-0.04350791871547699,
-0.7014110684394836,
0.12789200246334076,
0.14383795857429504,
-1.3756526708602905,
-0.535872220993042,
0.705792248249054,
-0.568630039691925,
-0.3244098722934723,
-0.2707315981388092,
-0.6212700605392456,
0.05149928852915764,
-0.46280011534690857,
1.0181729793548584,
-0.03663933649659157,
-1.0854746103286743,
0.7831011414527893,
0.37149760127067566,
-0.12090103328227997,
-0.5814802050590515,
-0.03679177910089493,
0.2078670710325241,
-0.3166673183441162,
0.5799317955970764,
-0.20350369811058044,
0.28209829330444336,
-1.3458212614059448,
-0.2933279871940613,
0.9430218935012817,
-0.2493194043636322,
-0.26788029074668884,
0.6701102256774902,
-0.13843154907226562,
-0.7387515306472778,
0.30152949690818787,
-0.9884299635887146,
-0.949120819568634,
-0.4600062668323517,
0.776639997959137,
0.40101858973503113,
-0.1562218815088272,
-0.3989372253417969,
-0.18242187798023224,
0.2957594692707062,
-0.15451733767986298,
-0.6473041772842407,
-0.21330705285072327,
-0.6101685166358948,
-0.01752104051411152,
1.0222285985946655,
-0.30358248949050903,
-0.13383157551288605,
-0.062103841453790665,
0.2305002212524414,
-0.4209687411785126,
-0.5799666047096252,
-0.27003052830696106,
-0.3185611665248871,
-0.13602495193481445,
0.5913712978363037,
1.3444286584854126,
0.5590918660163879,
-0.379504531621933,
-0.2850345969200134,
-0.07708252221345901,
0.5820699334144592,
0.41270002722740173,
-0.40704968571662903,
-0.05900634825229645,
0.8263975977897644,
1.926298975944519,
-0.216558575630188,
0.46905404329299927,
-1.1238071918487549,
-0.37973159551620483,
1.1654444932937622,
0.8920311331748962,
-0.029811441898345947,
1.1237012147903442,
0.22635577619075775,
0.28593796491622925,
-0.10448184609413147,
-0.495238721370697,
-0.037943869829177856,
0.07266367971897125,
1.1679954528808594,
0.8332291841506958,
0.43263107538223267,
-0.3298940062522888,
0.442416787147522,
0.721736490726471,
0.7386168241500854,
1.1059834957122803,
1.1760526895523071,
-0.21739903092384338,
-0.4730360805988312,
-0.28090259432792664,
0.28406593203544617,
-0.37035784125328064,
0.3467622697353363,
0.07410604506731033,
1.192941665649414,
-0.2668037414550781,
0.2896117568016052,
0.7452402114868164,
-0.2539716064929962,
0.8908838629722595,
0.40222540497779846,
0.2679460048675537,
-0.9826561212539673,
-0.16019774973392487,
-0.14402426779270172,
-0.05468974635004997,
-0.3013991415500641,
-0.10642746835947037,
-0.09375862032175064,
-1.1513972282409668,
-0.1283244788646698,
0.02234945259988308,
0.31777095794677734,
0.08948368579149246,
0.6840803623199463,
0.8788259029388428,
0.28093576431274414,
-0.32463812828063965,
-0.7956664562225342,
-0.23137997090816498,
-0.526157021522522,
-0.14726419746875763,
-0.7550044655799866,
-0.5094857215881348,
-0.7888652682304382,
-0.03786402568221092,
-0.15493467450141907
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{ying2025evaluatingtherole,
author = {Megan Ying and Daniele Grandi and Allin Groom and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {Evaluating the Role of Model Size in Agentic AI for Expert-Like Material Selection}
}
|
{
"ENTRYTYPE": "article",
"ID": "ying2025evaluatingtherole",
"abstract": null,
"author": "Megan Ying and Daniele Grandi and Allin Groom and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "Evaluating the Role of Model Size in Agentic AI for Expert-Like Material Selection",
"volume": null
}
|
0P9w_S0AAAAJ:bKqednn6t2AC
| 0 | null | null | null | null |
[
-0.17460395395755768,
0.3555091619491577,
-0.10286310315132141,
0.40910664200782776,
-0.042442936450242996,
0.1409667283296585,
0.12041718512773514,
0.20328176021575928,
-0.5893415808677673,
0.41159695386886597,
-0.1848790943622589,
0.380595326423645,
-0.5630654096603394,
-0.3414682149887085,
-0.35381820797920227,
0.07316029816865921,
-0.9647253751754761,
0.9801784753799438,
-0.04492613673210144,
-0.28453630208969116,
-0.11249969154596329,
-0.08657415956258774,
-1.2585954666137695,
0.09285058081150055,
0.6352199912071228,
0.6399804353713989,
0.2419152855873108,
0.6633240580558777,
0.3482498228549957,
0.5544245839118958,
0.04478004202246666,
-0.12442073971033096,
0.46923336386680603,
0.0071528032422065735,
-0.5016317963600159,
0.06385301798582077,
0.4667976200580597,
-0.34230944514274597,
-0.5384002327919006,
0.2749003469944,
0.18608249723911285,
-0.07522748410701752,
0.6179218292236328,
-0.8267779350280762,
-0.4124387204647064,
1.2388877868652344,
0.7629017233848572,
0.859641969203949,
0.435456246137619,
-0.3459796905517578,
1.1792181730270386,
-0.6143713593482971,
0.7785744667053223,
1.507676124572754,
0.3089309632778168,
0.552347719669342,
-0.13012973964214325,
-0.4858739376068115,
0.6750209927558899,
0.18078269064426422,
-0.7108297944068909,
-0.024912741035223007,
0.26391729712486267,
-0.3659781217575073,
1.1382976770401,
-0.2868044376373291,
0.1996195763349533,
0.4591974914073944,
0.09995037317276001,
1.7236148118972778,
0.19870762526988983,
-1.2613611221313477,
0.688304603099823,
0.6703869700431824,
-0.10209479182958603,
0.7039868235588074,
-0.0035903705283999443,
0.3976486325263977,
-0.933765709400177,
-0.11668623983860016,
0.592378556728363,
-0.6275681853294373,
0.06119023263454437,
-0.4876357614994049,
-0.2732411026954651,
0.6438735127449036,
0.12503226101398468,
0.8531420826911926,
-0.5051039457321167,
0.4559547007083893,
0.27095919847488403,
0.7987928986549377,
-0.07841025292873383,
1.237773060798645,
0.23598220944404602,
0.6909826397895813,
-0.1585962325334549,
0.4766095280647278,
0.26131361722946167,
0.724768340587616,
-0.5106168389320374,
0.47823384404182434,
-0.6183377504348755,
0.30323827266693115,
1.1897997856140137,
0.09440945833921432,
0.7337937355041504,
-0.768848180770874,
0.21341240406036377,
0.16862943768501282,
0.9000217318534851,
-0.4882075786590576,
-0.5281222462654114,
-0.13931068778038025,
0.05440459027886391,
-0.5118820667266846,
-0.24136517941951752,
-0.14994393289089203,
-0.626960277557373,
0.11583208292722702,
0.05069556459784508,
-0.35290902853012085,
0.1434326469898224,
0.537575364112854,
0.33382904529571533,
-0.16647972166538239,
0.5399277806282043,
0.3381483852863312,
0.26769495010375977,
-0.422111839056015,
-0.1848025768995285,
-0.7990098595619202,
0.49120017886161804,
0.40288272500038147,
0.15426066517829895,
-0.1316283494234085,
-1.8002009391784668,
-0.7474338412284851,
-0.9587571024894714,
0.9103752970695496,
-0.31600284576416016,
0.3749432861804962,
1.2576507329940796,
0.12522998452186584,
-0.33256280422210693,
0.8817179799079895,
-0.1985495686531067,
-0.21210111677646637,
0.042677536606788635,
0.47267094254493713,
0.40878814458847046,
-0.23509682714939117,
-1.0262058973312378,
0.4065746068954468,
0.7362017035484314,
-0.7281151413917542,
-0.4271320402622223,
-0.13447512686252594,
-1.1745365858078003,
-0.3909393548965454,
0.7403871417045593,
-1.2877240180969238,
1.1363556385040283,
-0.39538466930389404,
-1.3353729248046875,
0.32158124446868896,
0.3163013756275177,
-0.30341029167175293,
0.7244943976402283,
0.3099423050880432,
-0.5037490725517273,
0.20501993596553802,
-0.2533310651779175,
0.6044502258300781,
0.3042433261871338,
-1.0099045038223267,
-0.30804795026779175,
0.06784971803426743,
0.4693465828895569,
0.3930741250514984,
-0.26434940099716187,
0.8978915214538574,
0.2619554400444031,
-0.45303404331207275,
0.2614298462867737,
0.20434914529323578,
-0.4690893292427063,
-0.3170236349105835,
-0.007842140272259712,
-1.1295169591903687,
0.14674372971057892,
0.2653827965259552,
1.175600528717041,
-0.3038129210472107,
0.11798940598964691,
-0.1204666867852211,
-0.1584530621767044,
-0.5369253158569336,
-1.0423870086669922,
0.727652370929718,
-0.2253292351961136,
0.08841535449028015,
-0.500145673751831,
-0.16721583902835846,
-0.05200735107064247,
-0.7184257507324219,
0.6357403993606567,
-0.5733761191368103,
-0.2168748378753662,
0.38132017850875854,
-0.7159532308578491,
-0.46382734179496765,
0.3803059458732605,
-0.18662747740745544,
-0.6702402830123901,
0.6418217420578003,
-0.7687518000602722,
0.09796793013811111,
-0.5755296945571899,
-0.09193231910467148,
-0.2074328511953354,
-0.022041285410523415,
0.12783873081207275,
-0.3144574761390686,
0.13552123308181763,
0.06348144263029099,
-0.9697689414024353,
1.2646266222000122,
-0.5687836408615112,
0.021616434678435326,
0.4629569947719574,
0.20847304165363312,
-0.34496888518333435,
0.5532754063606262,
0.049118947237730026,
-0.3475722372531891,
0.33665505051612854,
0.4373791217803955,
-0.11201540380716324,
-0.3211890161037445,
0.45123782753944397,
0.8434633016586304,
-0.49245184659957886,
0.3401225507259369,
0.16692912578582764,
-0.5595277547836304,
1.3400657176971436,
0.20788487792015076,
0.6650118827819824,
0.17994773387908936,
0.0733586996793747,
-0.40514734387397766,
0.3389918804168701,
-0.38312721252441406,
-0.10458465665578842,
0.3630826473236084,
0.9398860931396484,
0.2684486210346222,
-0.45185336470603943,
-0.9391528367996216,
-0.3015502691268921,
-0.042332619428634644,
0.7725997567176819,
1.311607003211975,
0.3326759934425354,
-0.3165951371192932,
-0.907723605632782,
-0.6152344346046448,
-0.44502854347229004,
0.9363874793052673,
-0.4819120168685913,
-0.07095802575349808,
-0.9791498184204102,
-0.7876191735267639,
0.36111587285995483,
0.6421102285385132,
0.4355320632457733,
-1.1854102611541748,
-1.171539306640625,
-0.03856603056192398,
0.7124891877174377,
-0.003580512246116996,
-0.251083642244339,
0.16358822584152222,
-0.3088425397872925,
-0.49892640113830566,
0.010516533628106117,
-0.09558377414941788,
0.14745646715164185,
-0.5757326483726501,
1.2576236724853516,
-0.16667279601097107,
-0.6135892271995544,
0.5292947292327881,
0.6940608024597168,
-1.2614812850952148,
-1.060052514076233,
-0.20539985597133636,
0.3202454745769501,
-0.8891900777816772,
-0.2389865666627884,
0.6255348920822144,
-0.11571937054395676,
0.6097246408462524,
-0.6481360793113708,
-0.34154245257377625,
0.2897096574306488,
0.2835029065608978,
0.3040991425514221,
0.41138556599617004,
0.29000717401504517,
-0.7418195009231567,
1.5561996698379517,
0.6612293720245361,
-0.6812553405761719,
0.662952721118927,
-0.6269575357437134,
-0.35188841819763184,
0.6494852304458618,
-0.6843551993370056,
-0.2595295011997223,
-0.630630373954773,
0.7823813557624817,
0.09310200065374374,
-0.5305295586585999,
0.43994614481925964,
0.13029290735721588,
-0.46585533022880554,
0.7915986776351929,
0.13009466230869293,
0.2784590423107147,
0.11019875109195709,
0.30965685844421387,
-0.8316218852996826,
-0.141123965382576,
-0.39045214653015137,
-0.04516938701272011,
-0.4085538983345032,
-0.09753979742527008,
-0.3834102153778076,
0.0802769884467125,
0.6354776620864868,
-0.2897768020629883,
-0.30219247937202454,
-0.22739242017269135,
-0.5023571252822876,
-0.9339219927787781,
-0.06046459451317787,
-0.33367177844047546,
-0.8038092851638794,
-0.45152547955513,
0.14064542949199677,
-0.4887133836746216,
-1.0999672412872314,
-1.459808111190796,
-0.7612350583076477,
-0.3155839741230011,
-1.4263404607772827,
0.1500428318977356,
-0.12415286898612976,
-0.8985806107521057,
-0.46348464488983154,
0.02190050110220909,
0.03161177784204483,
0.6188184022903442,
-0.6738967299461365,
1.1556882858276367,
0.04455474391579628,
-0.35666143894195557,
-0.721139132976532,
0.7113235592842102,
-0.06802879273891449,
-0.21680614352226257,
0.16149789094924927,
0.0021885812748223543,
0.0006658174679614604,
0.15510886907577515,
-0.6670110821723938,
-0.3676387667655945,
0.6367543935775757,
0.6476680040359497,
-0.018892021849751472,
-0.35970038175582886,
-0.6614350080490112,
1.026358962059021,
-0.07534351199865341,
-0.26391202211380005,
0.8981149196624756,
0.8670815229415894,
0.9494550824165344,
0.32983678579330444,
0.7591148614883423,
0.138850599527359,
0.6662690043449402,
0.2072765976190567,
-0.10822081565856934,
-0.4025138318538666,
-0.22840535640716553,
0.1153668463230133,
0.6968621015548706,
0.15766970813274384,
-0.43267765641212463,
-0.9877504110336304,
0.315173476934433,
-1.173858642578125,
-0.6164524555206299,
1.185528039932251,
0.7706902027130127,
0.11073688417673111,
-0.26976278424263,
0.32362887263298035,
0.2628633975982666,
0.7080230712890625,
-0.29355135560035706,
-0.5905967354774475,
0.11878947913646698,
0.059204209595918655,
0.0892610177397728,
0.21512514352798462,
0.8168668746948242,
-0.4708738923072815,
0.406603068113327,
15.079267501831055,
0.8451741337776184,
0.36396175622940063,
-0.23196496069431305,
0.6090466976165771,
0.2186509519815445,
-0.6326946020126343,
-0.6453078389167786,
-0.8262419104576111,
0.009347891435027122,
0.9476367831230164,
-0.04991491883993149,
0.8354803323745728,
0.505068302154541,
0.11481638997793198,
-0.36274251341819763,
-0.8292389512062073,
0.24040168523788452,
0.5820939540863037,
-1.2879821062088013,
0.7378273606300354,
0.06479877978563309,
0.07180359214544296,
-0.17741475999355316,
0.4235246181488037,
0.4690473675727844,
0.7916797995567322,
-0.5612037181854248,
1.006392478942871,
-0.27894335985183716,
0.23376695811748505,
-0.7400302886962891,
0.2860284745693207,
0.5014918446540833,
-0.9925174117088318,
-0.724895715713501,
-0.49092841148376465,
-0.9360109567642212,
0.3463156223297119,
-0.31860923767089844,
-0.7032192349433899,
-0.46306079626083374,
-0.1924489140510559,
0.1372479796409607,
-0.20825621485710144,
0.4704447388648987,
0.08975406736135483,
0.019944408908486366,
-0.322913259267807,
-0.18515339493751526,
-0.23325005173683167,
0.5575845837593079,
0.5928966999053955,
-0.9071994423866272,
0.03242633864283562,
0.1952279657125473,
0.32071059942245483,
0.16338427364826202,
-0.28482285141944885,
0.06216098740696907,
-0.45581987500190735,
-0.2371024191379547,
0.6399716734886169,
0.31147322058677673,
0.013014438562095165,
0.6269545555114746,
0.26919519901275635,
-0.09728600084781647,
0.34890487790107727,
-0.09820455312728882,
-0.093666210770607,
-0.0011569244088605046,
-0.27532634139060974,
-0.4811600148677826,
-0.464517742395401,
0.6730777621269226,
-0.39697691798210144,
-0.02488250844180584,
-0.6880977153778076,
-0.8811976313591003,
0.629414975643158,
-0.6280498504638672,
-1.168947458267212,
1.1693754196166992,
0.26305949687957764,
-0.7171320915222168,
0.5204058289527893,
-0.9501037001609802,
-0.41470322012901306,
-0.23861049115657806,
-0.40373939275741577,
-0.9485884308815002,
0.348037987947464,
-0.19425281882286072,
0.07210873812437057,
-0.250134140253067,
1.1650539636611938,
-0.23170383274555206,
-0.7060464024543762,
0.22258566319942474,
-0.032970234751701355,
-0.710871160030365,
-0.14324501156806946,
-0.6608890891075134,
0.18428944051265717,
-0.09855984151363373,
-0.2696783244609833,
0.07658501714468002,
0.12918756902217865,
-0.3785669505596161,
-0.8158815503120422,
0.3973008096218109,
-0.21187138557434082,
-1.2011682987213135,
-0.18757997453212738,
-0.2964382767677307,
-0.45978671312332153,
-0.014720899984240532,
0.47700825333595276,
-0.8148996829986572,
0.18189460039138794,
-0.44032958149909973,
0.16379709541797638,
-0.09468446671962738,
-1.4330174922943115,
0.38869407773017883,
0.6769319772720337,
-0.08877678215503693,
-0.3350866138935089,
0.25719356536865234,
0.21545299887657166,
-0.8996157050132751,
-0.745488166809082,
0.21152722835540771,
0.11359329521656036,
0.09840263426303864,
1.0487138032913208,
-0.6236506104469299,
0.384051650762558,
0.44643184542655945,
0.13837607204914093,
-1.1574853658676147,
-0.5951896905899048,
-0.4785168170928955,
0.16445758938789368,
-0.18039697408676147,
1.1387850046157837,
-0.009151650592684746,
0.5362874269485474,
1.4647966623306274,
0.05301270633935928,
-0.25252410769462585,
-0.18701648712158203,
-0.030710507184267044,
-0.11961261183023453,
0.043453581631183624,
0.5143358111381531,
-0.4321141242980957,
0.013144603930413723,
0.4840855300426483,
0.4956963062286377,
0.6313589811325073,
-0.4010443687438965,
-0.5520443916320801,
0.16306276619434357,
-0.26084357500076294,
-0.08439335227012634,
-0.6996153593063354,
-0.08645851165056229,
-0.333505779504776,
0.1516454815864563,
-0.8389177918434143,
0.2608548402786255,
-1.4485770463943481,
-0.42563626170158386,
-0.11974554508924484,
-0.025875618681311607,
-0.4492070972919464,
0.6178064942359924,
-0.801201581954956,
-0.3579464852809906,
-0.5549762845039368,
-0.662071704864502,
0.5871533751487732,
0.917018711566925,
-1.1905020475387573,
-0.3331868052482605,
-0.05240146070718765,
-0.060919228941202164,
0.8479373455047607,
0.5701918601989746,
-0.3982124626636505,
-0.836027979850769,
-1.1889785528182983,
0.5000819563865662,
0.0781777948141098,
-0.6116065382957458,
-1.1472258567810059,
0.6787731647491455,
0.06112201511859894,
0.3441168963909149,
0.07517257332801819,
0.6450175642967224,
-1.4841467142105103,
-0.07368677854537964,
0.45047247409820557,
-0.9213940501213074,
0.33660075068473816,
0.05778701230883598,
-0.26806479692459106,
-0.2192535400390625,
-0.14470195770263672,
-0.15557761490345,
-1.414374828338623,
-0.3805750012397766,
0.112279511988163,
-1.0790026187896729,
-0.19456760585308075,
0.4312644302845001,
-0.5977737903594971,
-0.5666735172271729,
0.14904767274856567,
-0.04195069521665573,
0.5235207080841064,
0.1574016958475113,
0.6041283011436462,
0.7587441205978394,
-0.8665825724601746,
0.055068403482437134,
-0.23260964453220367,
-0.025525905191898346,
0.05728733539581299,
0.5382523536682129,
-0.08349459618330002,
-0.460071861743927,
0.3174912631511688,
-0.19132934510707855,
0.6716610193252563,
-0.7953441143035889,
0.08988981693983078,
0.1871853768825531,
-0.3343474566936493,
0.1778174787759781,
1.3209484815597534,
-0.2472691833972931,
-0.9705424308776855,
0.6294497847557068,
-0.5607247352600098,
-0.5994879007339478,
-0.6428853869438171,
0.639385461807251,
0.987380862236023,
-0.5193833112716675,
0.10932140797376633,
-0.36814314126968384,
0.6958581805229187,
-0.246393620967865,
-0.7714089751243591,
0.34654858708381653,
-0.26088404655456543,
-0.1688460409641266,
0.49227651953697205,
-0.4508622884750366,
-0.4175608158111572,
-0.4576077163219452,
0.4726479649543762,
-0.0736287459731102,
-0.005918673239648342,
-0.08165358752012253,
-0.8403465151786804,
-0.31620755791664124,
0.27844423055648804,
0.8708667159080505,
0.13815517723560333,
-0.12887203693389893,
0.14124104380607605,
0.08353876322507858,
0.929783821105957,
0.7826057076454163,
-0.9891806840896606,
-0.20502503216266632,
0.2879849076271057,
1.6151520013809204,
-0.9803563356399536,
0.7025309205055237,
-0.4435449540615082,
-1.052397608757019,
0.9124252796173096,
1.097719669342041,
0.00885686557739973,
0.19069524109363556,
-0.26101580262184143,
-0.0762752965092659,
-0.30169832706451416,
-0.8209046721458435,
-0.003014822257682681,
0.6559357643127441,
1.018455982208252,
0.8032580018043518,
0.573735773563385,
-0.17225465178489685,
0.5286945700645447,
-0.05379500612616539,
0.6115242838859558,
0.8730247616767883,
0.8418399095535278,
-0.25330135226249695,
-0.19931988418102264,
0.08232180029153824,
0.707845151424408,
-0.2693403661251068,
0.10481799393892288,
-0.5086566209793091,
1.0811357498168945,
0.11658775061368942,
0.736080527305603,
0.12418751418590546,
-0.10701446235179901,
0.40932872891426086,
-0.36657649278640747,
1.223693609237671,
-0.6277040839195251,
-0.5404786467552185,
-0.07089806348085403,
0.20713946223258972,
0.05034400522708893,
-0.44919589161872864,
-0.295488178730011,
-0.3480870723724365,
0.359171062707901,
-0.2511969804763794,
0.5483368635177612,
0.24699144065380096,
0.4412718713283539,
0.7575233578681946,
0.27264270186424255,
-0.4419267475605011,
-0.7987032532691956,
-0.5747897624969482,
-0.9659345746040344,
-0.005605961661785841,
-0.6607199907302856,
-1.0235151052474976,
-0.8082283735275269,
-0.2866453230381012,
-0.6143904328346252
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{giovanni2025cara:thecorporate,
author = {Natasha Giovanni and Leyi Zhang and Jonathan Cagan and Christopher McComb},
citation = {International Design Engineering Technical Conferences and Computers and …, 2025},
conference = {International Design Engineering Technical Conferences and Computers and Information in Engineering Conference},
pub_year = {2025},
title = {CARA: The Corporate AI Readiness Assessment}
}
|
{
"ENTRYTYPE": "article",
"ID": "giovanni2025cara:thecorporate",
"abstract": null,
"author": "Natasha Giovanni and Leyi Zhang and Jonathan Cagan and Christopher McComb",
"citation": "International Design Engineering Technical Conferences and Computers and …, 2025",
"conference": "International Design Engineering Technical Conferences and Computers and Information in Engineering Conference",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2025,
"publisher": null,
"title": "CARA: The Corporate AI Readiness Assessment",
"volume": null
}
|
0P9w_S0AAAAJ:HtS1dXgVpQUC
| 0 | null | null | null | null |
[
0.26122936606407166,
0.2648286521434784,
-0.11122261732816696,
0.024333065375685692,
-0.08517325669527054,
-0.18714222311973572,
0.6807140111923218,
-0.3232128918170929,
-0.26138967275619507,
-0.452610045671463,
0.3284158706665039,
-0.26878541707992554,
-0.028949299827218056,
0.06331273168325424,
-0.2864302694797516,
0.3326275050640106,
-0.8880063891410828,
0.5137486457824707,
-0.3648652136325836,
-0.5172199010848999,
0.23026596009731293,
-0.1081242561340332,
-1.5204590559005737,
0.03784060478210449,
0.7948433756828308,
0.839554488658905,
-0.25211021304130554,
1.063184380531311,
0.032780375331640244,
0.5859065651893616,
0.34456852078437805,
-0.3153007924556732,
0.6442720890045166,
0.33340880274772644,
-0.2752479910850525,
-0.28873148560523987,
0.8016522526741028,
-0.461771160364151,
-0.011755735613405704,
0.5152695775032043,
-0.7088271379470825,
-0.41836804151535034,
0.24609573185443878,
-0.8471170663833618,
0.40987247228622437,
0.21035785973072052,
0.9780883193016052,
0.5683510899543762,
0.12683649361133575,
-0.46641045808792114,
1.006813406944275,
-0.9145702719688416,
0.5915679335594177,
1.0665656328201294,
0.5660732984542847,
-0.08632683753967285,
-0.3201957643032074,
-0.6075602769851685,
0.5325880646705627,
-0.5324962735176086,
-0.9120962023735046,
-0.1505686640739441,
0.2165556252002716,
-0.5325909852981567,
1.12406325340271,
-0.38829734921455383,
-0.01453387551009655,
0.033240124583244324,
0.3527684807777405,
1.3438969850540161,
0.21722902357578278,
-1.2701358795166016,
0.1782698780298233,
0.29437828063964844,
0.8349700570106506,
0.4416513442993164,
0.2604657709598541,
0.015863031148910522,
-0.5093514919281006,
-0.2581286132335663,
0.6048453450202942,
-0.04519733414053917,
0.2851773798465729,
-0.4756958782672882,
-0.7229437828063965,
0.5035381317138672,
0.09873039275407791,
1.1266933679580688,
-0.6519250273704529,
1.0671415328979492,
0.2036677896976471,
0.7286993861198425,
-0.245992511510849,
0.6658324003219604,
0.48310768604278564,
0.4173263907432556,
-0.37535473704338074,
-0.16318652033805847,
-0.11726697534322739,
0.8888336420059204,
-0.5325640439987183,
0.34648701548576355,
-0.6150673627853394,
-0.21602648496627808,
1.3386787176132202,
-0.18261189758777618,
0.3313378393650055,
-1.2385648488998413,
-0.07712479680776596,
0.21970772743225098,
0.5852445363998413,
-1.053605556488037,
0.2756122350692749,
-0.3238479495048523,
-0.2989996373653412,
-0.580475926399231,
-0.6235829591751099,
-0.17670686542987823,
-0.6085377931594849,
0.13029667735099792,
-0.30744385719299316,
-0.5188891291618347,
0.2288196086883545,
0.07395890355110168,
0.0006744079291820526,
0.06068824976682663,
0.19893597066402435,
0.15894828736782074,
0.368378221988678,
-0.3676002621650696,
-0.6212033033370972,
-1.3986380100250244,
0.5926568508148193,
0.2213761955499649,
0.040113721042871475,
0.3279479146003723,
-1.598890781402588,
-1.0887541770935059,
-1.3055260181427002,
0.7104874849319458,
-0.20932403206825256,
0.5788902640342712,
1.4413597583770752,
0.7944035530090332,
-0.8994348049163818,
0.0811338946223259,
-0.14723879098892212,
-0.3385392129421234,
0.16633665561676025,
0.055695123970508575,
0.1966516673564911,
-0.6884480118751526,
-0.6531921029090881,
0.04190821200609207,
0.38930025696754456,
-0.8289077877998352,
-0.397962749004364,
0.23999693989753723,
-0.6557974815368652,
-0.28266140818595886,
0.469390332698822,
-0.7853728532791138,
1.049912452697754,
-0.5268506407737732,
-0.8578001856803894,
0.4113442003726959,
0.605625569820404,
0.10457824170589447,
0.2990356683731079,
-0.4101111590862274,
-0.7168979048728943,
-0.18363483250141144,
0.12366540729999542,
0.27121907472610474,
0.21020838618278503,
-0.38995078206062317,
-0.15244996547698975,
0.056192804127931595,
-0.06270045787096024,
0.002287652576342225,
-0.529287576675415,
1.0421955585479736,
-0.6914489269256592,
-0.20517654716968536,
0.15145279467105865,
0.16403907537460327,
-0.4228491485118866,
-0.2923472225666046,
0.2477085441350937,
-0.5419591069221497,
0.19120125472545624,
0.5378836989402771,
1.4843181371688843,
-0.9182593822479248,
-0.3846004009246826,
0.021193016320466995,
-0.5108821392059326,
-0.4535033702850342,
-0.3677978515625,
0.5084165930747986,
-0.4687232971191406,
0.47366878390312195,
-0.06009009853005409,
0.09465746581554413,
-0.553611159324646,
-0.5165208578109741,
-0.21208162605762482,
-0.3713933527469635,
0.09835871309041977,
0.6704583764076233,
-0.3366629481315613,
0.1221933364868164,
-0.30672043561935425,
-0.3566579520702362,
-0.8399830460548401,
0.9564537405967712,
-0.454732745885849,
-0.013269653543829918,
-0.6602010130882263,
0.12571008503437042,
-0.04886767268180847,
-0.11113432794809341,
0.7682189345359802,
-0.15983685851097107,
-0.6783551573753357,
-0.06117676571011543,
-0.6919873356819153,
1.3143402338027954,
0.0011348036350682378,
0.31718721985816956,
0.42164236307144165,
-0.4290235936641693,
0.30871346592903137,
0.4807053804397583,
-0.19272449612617493,
-0.3657087981700897,
0.4993802309036255,
0.42301279306411743,
-0.26844245195388794,
0.3422662615776062,
0.15149740874767303,
0.6652593016624451,
-1.1102840900421143,
0.4431634843349457,
0.2865857779979706,
-0.567577600479126,
0.12717801332473755,
0.18432745337486267,
0.8300915956497192,
0.24178263545036316,
0.2879343032836914,
-0.4484788179397583,
0.4613281488418579,
0.3082297146320343,
0.014794528484344482,
0.5794718861579895,
0.28823816776275635,
-0.004056766629219055,
0.2942398190498352,
-0.735008955001831,
0.2040700763463974,
-0.00783520471304655,
0.8272784948348999,
1.2854862213134766,
-0.06725774705410004,
-0.1537807285785675,
-0.9924021363258362,
-0.7774946093559265,
-0.2532162070274353,
1.0125222206115723,
-0.1274431049823761,
-0.3082500696182251,
-0.5473417639732361,
-0.38622617721557617,
0.49986958503723145,
0.34097039699554443,
0.8737654089927673,
-0.7844070196151733,
-0.4980679154396057,
-0.45642173290252686,
0.47126221656799316,
-0.8262370228767395,
-0.3691956400871277,
-0.05788430944085121,
-0.43675878643989563,
-0.34593331813812256,
0.04310274124145508,
-0.27569350600242615,
0.3320253789424896,
-0.14207391440868378,
0.8894939422607422,
-0.20934030413627625,
-0.30921250581741333,
1.0651090145111084,
0.901710569858551,
-1.0377488136291504,
-1.0269858837127686,
-0.9217155575752258,
0.21411342918872833,
-0.3239050805568695,
0.16071824729442596,
0.9021482467651367,
0.012478403747081757,
0.7555466294288635,
-0.6131988763809204,
0.23425205051898956,
0.5532011389732361,
-0.1392044872045517,
0.6561558246612549,
-0.13084155321121216,
0.27655288577079773,
-1.0859720706939697,
1.2410377264022827,
0.34284722805023193,
-0.40408653020858765,
0.37723779678344727,
-0.5980087518692017,
-0.6338785290718079,
-0.08550954610109329,
-0.3557315468788147,
-0.3072952330112457,
-0.9713473320007324,
0.9283884763717651,
0.08074706792831421,
-0.6351814866065979,
0.7584814429283142,
0.2757420539855957,
-0.09906131029129028,
0.3632638454437256,
0.08260379731655121,
0.4700797200202942,
0.38825151324272156,
0.3024692237377167,
-0.08921550214290619,
0.6455605030059814,
0.20015379786491394,
-0.01133051235228777,
-0.11770311743021011,
-0.24893924593925476,
-0.15974116325378418,
-0.03482162952423096,
0.305582731962204,
-0.1751411259174347,
-0.9616997241973877,
0.07528207451105118,
-0.7007054686546326,
-0.28655189275741577,
-0.20786520838737488,
-0.44895121455192566,
-0.1013476550579071,
0.17671546339988708,
0.03185853734612465,
-0.25286757946014404,
-1.1286312341690063,
-0.7000585198402405,
-0.462938517332077,
-0.7510383725166321,
-0.9641475081443787,
-0.049154650419950485,
0.04616876319050789,
-0.5652838349342346,
0.14059767127037048,
0.09248195588588715,
0.34710296988487244,
0.83786541223526,
0.05457353964447975,
0.6221227049827576,
-0.15188391506671906,
-0.15982791781425476,
-1.1858632564544678,
0.6162710189819336,
0.4981954097747803,
-0.5612462162971497,
0.666042149066925,
0.19748002290725708,
0.20433349907398224,
0.10744018107652664,
-0.4024757742881775,
-0.29619506001472473,
0.12673716247081757,
0.48996520042419434,
0.4253305494785309,
-0.5826626420021057,
-0.26145270466804504,
1.0001373291015625,
-0.24622872471809387,
0.1000029519200325,
0.6417981386184692,
0.38782280683517456,
0.5303107500076294,
0.9316393733024597,
0.13951298594474792,
0.08160782605409622,
0.3855487108230591,
0.2646370530128479,
0.17795851826667786,
-0.01771821826696396,
-0.14044217765331268,
0.6226780414581299,
0.9647904634475708,
-0.0067676156759262085,
0.06372108310461044,
-1.6867934465408325,
0.435474157333374,
-0.7425468564033508,
-0.2352372407913208,
0.7115550637245178,
1.1389259099960327,
-0.31114980578422546,
0.09327027946710587,
-0.12663939595222473,
-0.39997032284736633,
0.6307286024093628,
-0.38899949193000793,
-0.1293627768754959,
-0.6357234120368958,
0.28106942772865295,
0.3075023889541626,
-0.14206969738006592,
0.19215111434459686,
-0.47463977336883545,
0.5325539708137512,
15.476273536682129,
0.49859818816185,
0.25244203209877014,
0.2865251302719116,
0.6441371440887451,
0.6506247520446777,
-0.7000709176063538,
-0.2871967554092407,
-0.5961060523986816,
-0.4897550046443939,
1.3247586488723755,
-0.17072229087352753,
0.10849758982658386,
0.8275145292282104,
-0.7604537010192871,
-0.14720098674297333,
-0.4960766136646271,
-0.01193096674978733,
0.7897226214408875,
-1.0767091512680054,
0.6300008296966553,
0.6352547407150269,
0.14842188358306885,
0.6398593187332153,
0.531646728515625,
0.8075747489929199,
0.733718752861023,
-0.46225908398628235,
0.6206382513046265,
0.242697611451149,
0.7602394819259644,
-0.8147831559181213,
0.5986418128013611,
0.8437501192092896,
-0.3015267848968506,
-0.5561166405677795,
-0.16580632328987122,
-1.0337045192718506,
-0.26166436076164246,
-0.467590868473053,
-0.6761416792869568,
-0.6644982695579529,
-0.10622027516365051,
-0.13881760835647583,
-0.004848312586545944,
-0.06523642688989639,
0.2807125151157379,
0.30178922414779663,
-0.12067083269357681,
-0.04846305400133133,
-0.0548824816942215,
0.4266924560070038,
0.4114883840084076,
-0.33514225482940674,
0.1603185087442398,
0.18566612899303436,
0.1411997228860855,
0.08393435180187225,
-0.482867032289505,
-0.10366266965866089,
-0.8844255208969116,
-0.977056622505188,
-0.04827859625220299,
0.8255378007888794,
0.4424428641796112,
0.0003651777224149555,
-0.37372690439224243,
0.07417523860931396,
0.052715376019477844,
-0.17499829828739166,
0.2182033509016037,
-0.36976420879364014,
0.4031693637371063,
0.0603225901722908,
-0.4125000834465027,
-0.19730040431022644,
-0.33059486746788025,
-0.15840061008930206,
-0.9082263112068176,
-0.6790119409561157,
0.4693666398525238,
-0.734954833984375,
-0.5040414929389954,
1.0343527793884277,
-0.022593403235077858,
-0.8586041927337646,
0.04787168651819229,
-0.887601375579834,
-0.6044263243675232,
-0.33209460973739624,
-0.9119982719421387,
-0.8848947882652283,
-0.3670814633369446,
-0.0751190334558487,
-0.4565104842185974,
-0.4501878023147583,
1.0966449975967407,
-0.5769164562225342,
-0.5103994607925415,
-0.0658159852027893,
-0.06746610999107361,
-0.4048437476158142,
0.07184142619371414,
-0.4355156421661377,
0.37034323811531067,
0.429175466299057,
-0.5168582797050476,
0.4565448760986328,
-0.33147087693214417,
-0.4223053753376007,
-1.6684362888336182,
0.17999500036239624,
0.07747529447078705,
-1.1191436052322388,
-0.1797318458557129,
-0.5275506973266602,
-0.36720797419548035,
0.5394797921180725,
0.3720147907733917,
-0.22941207885742188,
0.5941437482833862,
-0.23406891524791718,
0.12869378924369812,
-0.4399023950099945,
-1.0533041954040527,
0.42692965269088745,
0.5037521123886108,
-0.21799872815608978,
-0.6273207664489746,
0.047245871275663376,
0.6582031846046448,
-0.17780263721942902,
-0.612135648727417,
0.2730814516544342,
0.015296882018446922,
-0.21572180092334747,
0.9466280341148376,
-0.05257946625351906,
0.3795730173587799,
0.43897414207458496,
-0.3408760130405426,
-0.19922523200511932,
-0.4839141368865967,
-0.782256543636322,
0.5398943424224854,
0.18976955115795135,
0.3370664715766907,
-0.4923105239868164,
-0.021277377381920815,
1.542655348777771,
-0.01478385366499424,
0.25463247299194336,
-0.5398529767990112,
0.16447927057743073,
-0.0697016492486,
-0.4646349549293518,
0.010628938674926758,
0.30777353048324585,
0.062373604625463486,
0.03700739145278931,
0.5793049335479736,
0.6781723499298096,
-0.2205517590045929,
-0.4306630790233612,
1.0586577653884888,
-0.5280408263206482,
0.1976144164800644,
-0.5753111243247986,
-0.5321654677391052,
-0.7459099292755127,
-0.5677125453948975,
-0.7596455812454224,
-0.0678367167711258,
-1.0027153491973877,
-0.5058237910270691,
0.25747355818748474,
-0.47189396619796753,
-0.39041516184806824,
0.6681546568870544,
-0.7418520450592041,
-0.6272482872009277,
-0.18402980268001556,
-0.6273050904273987,
0.07901068776845932,
0.616999626159668,
-0.40566906332969666,
0.1753414273262024,
-0.22437001764774323,
-0.5332362055778503,
0.7599718570709229,
0.2427833527326584,
-0.02184557355940342,
-0.21660639345645905,
-1.0661170482635498,
0.29688313603401184,
0.13232338428497314,
-0.5061212182044983,
-1.3764846324920654,
0.8687915802001953,
-0.04830344393849373,
0.07667811959981918,
0.05758778378367424,
0.013788490556180477,
-1.3440611362457275,
0.2165224701166153,
0.5909695625305176,
-0.4101399779319763,
0.20814727246761322,
0.2598472535610199,
-0.44379281997680664,
-0.15932124853134155,
0.5394331216812134,
-0.3224486708641052,
-0.9043925404548645,
-0.4549596905708313,
-0.25269296765327454,
-1.3115513324737549,
-0.45148274302482605,
0.8006315231323242,
-0.5410488843917847,
-0.6319078803062439,
-0.07647883147001266,
0.3679024577140808,
0.5807930827140808,
0.15072888135910034,
0.8052992224693298,
0.3467909097671509,
-0.9783527851104736,
0.2357630580663681,
0.47831961512565613,
0.06067778542637825,
-0.32247909903526306,
0.11396055668592453,
0.10989240556955338,
-0.5725948810577393,
0.36196741461753845,
-0.38747552037239075,
0.5070059895515442,
-0.6952065825462341,
-0.03163868561387062,
0.09231115132570267,
-0.12958727777004242,
0.26410382986068726,
0.6833667755126953,
-0.013798529282212257,
-0.7354221343994141,
-0.03180422633886337,
-0.5912668704986572,
-1.1447193622589111,
-0.5170769691467285,
0.617783784866333,
0.11632028967142105,
-0.5237354636192322,
-0.237365260720253,
-0.34032484889030457,
0.40730568766593933,
-0.1336059272289276,
-0.7126650214195251,
0.4283793568611145,
-0.1172478124499321,
-0.3077470660209656,
0.6332632899284363,
-0.3070327043533325,
-0.2805260121822357,
-0.07329317182302475,
0.0814662054181099,
0.049513839185237885,
-0.3777197003364563,
0.5141834616661072,
-0.6170218586921692,
0.022997405380010605,
0.4116881787776947,
0.8826287388801575,
0.2670934498310089,
0.22968442738056183,
-0.15519389510154724,
-0.4324547350406647,
0.5433861017227173,
0.4966259002685547,
-0.8371124267578125,
0.11232282966375351,
0.5554413795471191,
1.6457853317260742,
-0.8209915161132812,
0.5952611565589905,
-0.25501272082328796,
-1.3430683612823486,
0.9475340843200684,
0.8869747519493103,
-0.07837064564228058,
0.4379782974720001,
-0.04264887049794197,
0.14665326476097107,
-0.18783912062644958,
-0.5828347206115723,
-0.046427205204963684,
0.5535927414894104,
0.8924266695976257,
0.8389632105827332,
0.43140143156051636,
-0.23345109820365906,
1.120832085609436,
0.5534919500350952,
0.8388474583625793,
0.9135898351669312,
0.9976004958152771,
-0.49424001574516296,
0.10778505355119705,
-0.06176067888736725,
0.3528693616390228,
-0.6287612318992615,
0.27547910809516907,
-0.7626096606254578,
0.9290171265602112,
-0.06985820084810257,
0.4230283200740814,
0.90769362449646,
-0.16173389554023743,
0.9551823735237122,
0.39865177869796753,
0.0850507840514183,
-0.4743993580341339,
-0.5120552182197571,
0.23833322525024414,
0.14855791628360748,
-0.048107728362083435,
0.017271973192691803,
-0.7420226335525513,
-0.2210034430027008,
0.3797219395637512,
0.006772499065846205,
-0.07070443779230118,
0.4791141152381897,
0.30430659651756287,
1.2612892389297485,
0.23728163540363312,
-0.39373624324798584,
-0.40213653445243835,
-0.18925386667251587,
-0.864456295967102,
0.48867323994636536,
-0.9585402607917786,
-0.8281926512718201,
-0.39367619156837463,
0.12545688450336456,
-0.6738318204879761
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{xu0energy-basedfeatureextraction,
abstract = {Machine learning (ML) based surrogate models offer the potential to accelerate real-world engineering simulations involving millions of elements by bypassing the need for full-scale numerical simulations. However, current model capacities and available GPU memory often impose severe constraints, limiting our ability to accurately represent the highly variant physical dynamics encountered in complex systems. In traditional numerical methods, these computational limitations are mitigated using domain decomposition. The computational domain is split up to enable parallelization of the computation and reduce memory load. Similarly, ML models can benefit from decomposing the domain into subdomains. However, domain decomposition alone is insufficient to guarantee model performance and accuracy when physical dynamics vary spatially. We introduce the Adaptive Local Domain Decomposition (ALDD) method, which features two key innovations. First, it utilizes domain decomposition to improve training and inference efficiency of the ML model, with time reduction scaling almost linearly with the number of parallel GPUs. Second, ALDD adopts adaptive domain scheduling to segment the physics domain into subdomains based on physical dynamics features. Different ML models explicitly trained to solve different physical dynamics are then applied to these subdomains, encoding boundary information to ensure a smooth transition at the subdomain interface. This is accomplished by analyzing the energy spectrum of each subdomain and applying k-means clustering on the Wasserstein distances to identify physically coherent regions. We …},
author = {Wenzhuo Xu and Madhav Karthikeyakannan and Christopher McComb and Noelia Grande Gutierrez},
citation = {Available at SSRN 5243761, 0},
journal = {Available at SSRN 5243761},
title = {Energy-Based Feature Extraction with Adaptive Local Domain Decomposition for Prediction of Transient and Turbulence Flow with Operator Regression Models}
}
|
{
"ENTRYTYPE": "article",
"ID": "xu0energy-basedfeatureextraction",
"abstract": "Machine learning (ML) based surrogate models offer the potential to accelerate real-world engineering simulations involving millions of elements by bypassing the need for full-scale numerical simulations. However, current model capacities and available GPU memory often impose severe constraints, limiting our ability to accurately represent the highly variant physical dynamics encountered in complex systems. In traditional numerical methods, these computational limitations are mitigated using domain decomposition. The computational domain is split up to enable parallelization of the computation and reduce memory load. Similarly, ML models can benefit from decomposing the domain into subdomains. However, domain decomposition alone is insufficient to guarantee model performance and accuracy when physical dynamics vary spatially. We introduce the Adaptive Local Domain Decomposition (ALDD) method, which features two key innovations. First, it utilizes domain decomposition to improve training and inference efficiency of the ML model, with time reduction scaling almost linearly with the number of parallel GPUs. Second, ALDD adopts adaptive domain scheduling to segment the physics domain into subdomains based on physical dynamics features. Different ML models explicitly trained to solve different physical dynamics are then applied to these subdomains, encoding boundary information to ensure a smooth transition at the subdomain interface. This is accomplished by analyzing the energy spectrum of each subdomain and applying k-means clustering on the Wasserstein distances to identify physically coherent regions. We …",
"author": "Wenzhuo Xu and Madhav Karthikeyakannan and Christopher McComb and Noelia Grande Gutierrez",
"citation": "Available at SSRN 5243761, 0",
"conference": null,
"journal": "Available at SSRN 5243761",
"number": null,
"pages": null,
"pub_year": null,
"publisher": null,
"title": "Energy-Based Feature Extraction with Adaptive Local Domain Decomposition for Prediction of Transient and Turbulence Flow with Operator Regression Models",
"volume": null
}
|
0P9w_S0AAAAJ:HeT0ZceujKMC
| 0 | null | null |
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5243761
|
/scholar?oi=bibs&hl=en&q=related:GbI7g9EDfOoJ:scholar.google.com/
|
[
0.035027939826250076,
0.26517072319984436,
-0.3896140456199646,
0.699440062046051,
-0.5889732837677002,
0.40477293729782104,
-0.19944168627262115,
-0.04793420061469078,
0.2402952015399933,
-0.29167503118515015,
0.2249051034450531,
-0.2624575197696686,
-0.009394386783242226,
-0.050609346479177475,
0.3301529288291931,
-0.7215366363525391,
-1.3457932472229004,
0.1935361623764038,
-0.36814045906066895,
-0.22278492152690887,
-0.5417289137840271,
0.26422956585884094,
-1.0365939140319824,
-0.12913596630096436,
0.4784848093986511,
1.2934284210205078,
-0.6545838713645935,
1.0090069770812988,
-0.12097305804491043,
0.08372411131858826,
0.8086678981781006,
0.755447506904602,
0.6468186378479004,
-0.42371809482574463,
-0.4773401916027069,
0.3100984990596771,
-0.05665585398674011,
-0.257106751203537,
-0.7200668454170227,
-0.021100906655192375,
-0.09134884178638458,
0.7585890293121338,
1.1043250560760498,
-0.5187079906463623,
0.23977111279964447,
-0.4052182734012604,
0.3277011215686798,
1.200778841972351,
-0.35652193427085876,
-0.49754729866981506,
1.2479504346847534,
-1.0207557678222656,
0.32182779908180237,
0.8903383612632751,
0.6607948541641235,
-0.21926812827587128,
-0.978533923625946,
-0.47667112946510315,
-0.024735858663916588,
-0.07534576952457428,
-0.7096567153930664,
0.14405378699302673,
0.2631756365299225,
-0.9911463856697083,
1.4737263917922974,
-0.38010740280151367,
0.33719074726104736,
0.2681901156902313,
0.3904585838317871,
0.696223795413971,
0.411052942276001,
-0.8120383024215698,
0.12846195697784424,
0.43786075711250305,
0.4153534471988678,
1.0535852909088135,
-0.12666933238506317,
0.9264316558837891,
-1.1878544092178345,
-0.49420180916786194,
0.34325793385505676,
-0.3375653922557831,
0.09538624435663223,
-0.586100697517395,
0.44660529494285583,
0.8405122756958008,
0.11092909425497055,
0.060691121965646744,
-0.5128459334373474,
0.26439252495765686,
0.6426698565483093,
0.23787261545658112,
0.22359727323055267,
0.37945178151130676,
-0.07036547362804413,
0.571443498134613,
-0.14857661724090576,
0.02336668223142624,
0.15333808958530426,
0.13256889581680298,
0.10713468492031097,
0.6972506046295166,
-0.225831538438797,
0.1964460164308548,
1.2889785766601562,
0.08148977160453796,
0.2169547826051712,
-0.4752465486526489,
-0.1762249767780304,
-0.2685662806034088,
0.4619779884815216,
-1.0408834218978882,
-0.4791024327278137,
-0.6290735602378845,
-1.2787383794784546,
-0.44665947556495667,
-0.569762647151947,
-0.2968376874923706,
-0.6574059128761292,
0.23639024794101715,
0.29997843503952026,
0.5242232084274292,
0.2925665080547333,
0.6434192061424255,
0.30327874422073364,
0.7507239580154419,
0.3134322166442871,
-0.2822989821434021,
0.7530438899993896,
-0.8516506552696228,
-0.5488078594207764,
-0.5441057085990906,
0.3271138072013855,
-0.16520266234874725,
-0.3304750621318817,
-0.3218364417552948,
-1.1356077194213867,
-1.084971308708191,
-0.5510084629058838,
0.7228555679321289,
-0.21207094192504883,
0.1403101533651352,
1.2544888257980347,
-0.15203063189983368,
-0.0925976112484932,
1.1005445718765259,
-0.7565024495124817,
-0.20530393719673157,
0.21475711464881897,
0.17633472383022308,
0.47873714566230774,
0.4533151388168335,
-0.9355946779251099,
0.604377269744873,
0.1601441204547882,
-0.7592838406562805,
-0.3597134053707123,
-0.8719838261604309,
-0.8242655992507935,
0.09204809367656708,
-0.2591123580932617,
-0.7357840538024902,
0.7978222370147705,
0.27307796478271484,
-1.342942237854004,
0.14011335372924805,
-0.1726236343383789,
-0.04017987847328186,
0.40430253744125366,
0.04673590883612633,
-0.9671058654785156,
-0.086369089782238,
0.13606083393096924,
-0.5695522427558899,
0.5628805756568909,
-0.6356980800628662,
0.1004980057477951,
0.6139401197433472,
-0.7890380620956421,
-0.16296915709972382,
-0.44429028034210205,
0.5557636022567749,
0.546397864818573,
-0.5568314790725708,
0.3915175199508667,
0.5426278114318848,
-0.7250619530677795,
0.09108041226863861,
-0.10537321120500565,
-0.3269534707069397,
1.076253056526184,
-0.2861797511577606,
1.332153081893921,
-0.9566821455955505,
-0.45571547746658325,
0.29801779985427856,
0.20175987482070923,
-0.4720154106616974,
-0.12835440039634705,
0.7463339567184448,
-0.8638665676116943,
0.12790079414844513,
-0.2688899040222168,
-0.22962698340415955,
-0.3172340989112854,
-0.33010172843933105,
-1.2959765195846558,
0.026751462370157242,
0.5499358177185059,
0.7619780898094177,
-0.6244611740112305,
0.027655277401208878,
0.3155066668987274,
0.15957802534103394,
-0.9102760553359985,
1.6054930686950684,
0.1645466387271881,
0.4060828685760498,
-0.41195571422576904,
0.011701359413564205,
0.2789297103881836,
-0.4693063199520111,
0.31881237030029297,
-0.359627366065979,
-0.06961929053068161,
0.34311142563819885,
-1.087242841720581,
0.843675434589386,
-0.7029916048049927,
0.47738197445869446,
0.6168302297592163,
-0.9894898533821106,
0.3303622901439667,
0.6726706624031067,
1.0568054914474487,
-0.3167550563812256,
0.5196525454521179,
0.36882057785987854,
-0.6832699775695801,
-0.03475701063871384,
0.10786180943250656,
0.587510347366333,
-0.453854501247406,
0.6641760468482971,
0.7598353028297424,
-0.28882256150245667,
0.2619786262512207,
-0.08471020311117172,
0.6868517398834229,
0.3888990879058838,
0.641806423664093,
-0.45081767439842224,
-0.06835129112005234,
-0.5869917273521423,
0.06698019057512283,
0.36056646704673767,
0.2515706419944763,
0.4103637635707855,
0.16927118599414825,
-1.020496129989624,
-0.16793298721313477,
-0.614551842212677,
0.17495983839035034,
0.944781482219696,
0.14398415386676788,
-0.5070462822914124,
0.0241308081895113,
-0.3444766700267792,
0.34846794605255127,
-0.6394200921058655,
-0.20033229887485504,
-0.5346022248268127,
-0.7558441758155823,
-1.4972440004348755,
0.6212093830108643,
0.6618529558181763,
1.062610149383545,
-0.15402266383171082,
-0.3325292468070984,
-0.11381476372480392,
0.46316564083099365,
-0.26303884387016296,
0.055884361267089844,
1.2389240264892578,
-0.24462853372097015,
-0.08223063498735428,
0.577588677406311,
-0.009703541174530983,
-0.06166914477944374,
-0.820067286491394,
1.01760733127594,
-0.30056342482566833,
-1.017008900642395,
0.3215637505054474,
0.48248258233070374,
-0.9085816740989685,
-0.5906096696853638,
-0.27800068259239197,
0.5497743487358093,
-0.05554855987429619,
0.05269119143486023,
-0.19427305459976196,
0.29564327001571655,
0.20405985414981842,
-0.1745101660490036,
-0.3687748312950134,
0.1250702440738678,
0.8464224338531494,
0.3922792673110962,
0.24878162145614624,
0.049600403755903244,
-0.2635783553123474,
1.1683871746063232,
-0.23812943696975708,
-0.48566174507141113,
-0.2115742713212967,
-0.6660231947898865,
-0.041890114545822144,
0.8208227753639221,
-0.669990599155426,
-0.1990334540605545,
-0.8956783413887024,
0.4971325993537903,
-0.32771942019462585,
-0.7506363987922668,
0.18320100009441376,
0.7570556402206421,
-0.6511287093162537,
0.6897395253181458,
-0.2198241502046585,
0.23564638197422028,
-0.24862557649612427,
0.023684540763497353,
-0.5610195398330688,
0.061349522322416306,
-0.3626282215118408,
0.5325754880905151,
0.19984854757785797,
0.5422791838645935,
-0.9255127310752869,
-0.1484718769788742,
-0.5062239766120911,
-0.6072102189064026,
-0.5600883960723877,
0.13696861267089844,
-0.24808943271636963,
-1.0135231018066406,
-0.3359208405017853,
-0.6525423526763916,
-0.3172317445278168,
-0.28481486439704895,
0.03479713574051857,
-0.2134699523448944,
-1.1866334676742554,
-1.5344454050064087,
-0.8530789613723755,
-0.17164386808872223,
-0.9220269918441772,
0.1367083191871643,
-0.11529944092035294,
-0.6220253109931946,
-0.7018981575965881,
-0.37698084115982056,
-0.6904287934303284,
0.6930899620056152,
0.3878265917301178,
1.006280541419983,
0.16417810320854187,
-0.4633191227912903,
0.1632334589958191,
0.1939324587583542,
0.332624226808548,
-0.3030048906803131,
0.28433746099472046,
-0.39096832275390625,
0.21680225431919098,
-0.47755300998687744,
-0.29420557618141174,
0.29102152585983276,
0.09367150068283081,
0.8294512629508972,
0.276028573513031,
-0.5900691747665405,
0.49090686440467834,
1.2893662452697754,
-0.6994380354881287,
-0.6771758794784546,
-0.07946540415287018,
0.6450515389442444,
0.20763614773750305,
-0.1319229006767273,
1.0414340496063232,
-0.7219690084457397,
0.5726404190063477,
-0.2725079655647278,
-0.805257260799408,
-0.33097848296165466,
-0.2659870684146881,
0.1397790163755417,
1.6279510259628296,
0.3579978048801422,
0.3141990005970001,
-1.2101632356643677,
0.40009787678718567,
-1.292616844177246,
-0.25902190804481506,
0.5836872458457947,
0.2720142602920532,
-0.2926623523235321,
-0.37353986501693726,
-0.1541844606399536,
0.0830255001783371,
0.0749741941690445,
0.15225154161453247,
-0.2574748992919922,
-0.9985294938087463,
0.4570286273956299,
0.9964829087257385,
0.34558364748954773,
0.5913949608802795,
-0.6303204894065857,
0.18697568774223328,
15.172873497009277,
0.6216539740562439,
-0.0031812747474759817,
0.1230681911110878,
0.3465893864631653,
0.7429822683334351,
0.19670122861862183,
-0.07697227597236633,
-0.7309598326683044,
0.016575176268815994,
1.4241018295288086,
0.07002215087413788,
0.6083477735519409,
0.6210356950759888,
0.32463374733924866,
0.24405959248542786,
0.13376137614250183,
0.40185514092445374,
-0.016924576833844185,
-1.1424998044967651,
0.015711409971117973,
0.3822333514690399,
0.26923996210098267,
-0.0559864304959774,
0.24001076817512512,
0.5280112028121948,
0.34530559182167053,
-0.6530106067657471,
0.01297912560403347,
0.12047914415597916,
0.8055421113967896,
-0.2023342102766037,
0.27747437357902527,
0.4281671941280365,
-1.918634057044983,
-0.38787606358528137,
-0.0959869846701622,
-1.2740955352783203,
0.5406168699264526,
0.3061995506286621,
-0.76786869764328,
0.12017233669757843,
0.19622951745986938,
0.6535173058509827,
0.43564313650131226,
-0.029497943818569183,
-0.11844784766435623,
0.7749262452125549,
-0.24183253943920135,
0.39405614137649536,
-0.2411680817604065,
0.25037282705307007,
0.5749198198318481,
0.02200712263584137,
-0.23302961885929108,
0.442284494638443,
0.9491022229194641,
0.22572027146816254,
-0.032217737287282944,
-0.3365131914615631,
-0.5070153474807739,
-0.05287342146039009,
-0.44836175441741943,
0.9069156646728516,
0.31971877813339233,
0.08352658152580261,
-0.17816585302352905,
0.08076031506061554,
0.47365593910217285,
0.5241257548332214,
-0.4085767865180969,
-0.5398222208023071,
1.154788613319397,
-0.008747781626880169,
-0.4929400384426117,
0.048447735607624054,
-0.8142340779304504,
-0.6232756972312927,
-0.9938914775848389,
-0.03622213378548622,
0.6000733375549316,
-0.577784538269043,
-1.1951701641082764,
0.8745153546333313,
-0.018775789067149162,
-0.7639761567115784,
0.5074582099914551,
-1.2806951999664307,
0.03736143186688423,
0.568935215473175,
-0.8515024781227112,
0.2165800929069519,
-0.07085349410772324,
-0.6289503574371338,
-0.5217913389205933,
0.006319769658148289,
1.3607770204544067,
0.14541319012641907,
-0.7204413414001465,
-0.4563698470592499,
0.14492061734199524,
0.3699597716331482,
-0.36310550570487976,
-0.7529594302177429,
0.6046280264854431,
0.45615583658218384,
-0.2698875069618225,
0.1410958170890808,
0.1663600206375122,
0.054954301565885544,
-0.26918742060661316,
0.04847307503223419,
-0.09207925200462341,
-0.7633765339851379,
0.29908865690231323,
-0.7944791913032532,
-1.2500773668289185,
-0.21575888991355896,
0.2707308232784271,
0.3140709102153778,
0.6821449398994446,
-0.05320077762007713,
0.062039583921432495,
-0.3225755989551544,
-0.7264447808265686,
-0.18796642124652863,
0.5654323101043701,
-0.9860474467277527,
-0.6335662007331848,
0.060846295207738876,
-0.08853109925985336,
-1.033002495765686,
-0.9990657567977905,
0.5366626977920532,
0.19874513149261475,
-0.07280248403549194,
1.541603446006775,
-0.9970813393592834,
0.4061713218688965,
0.7173575758934021,
0.13717953860759735,
-0.7993073463439941,
-0.28276705741882324,
-0.8766186833381653,
-0.26557520031929016,
-0.233897864818573,
-0.09363655745983124,
-0.7255844473838806,
0.2811635136604309,
0.7417980432510376,
0.07698523253202438,
-0.7785231471061707,
-0.8544240593910217,
0.10120105743408203,
-0.4409100413322449,
-0.5309147238731384,
-0.12463712692260742,
-0.01800909824669361,
-0.06145415082573891,
-0.220827117562294,
0.731128990650177,
1.139885663986206,
-0.09140203893184662,
0.06451564282178879,
0.1744208037853241,
-0.5804581642150879,
-0.28702789545059204,
-0.3249179422855377,
-0.4388500154018402,
-1.2167402505874634,
0.33599695563316345,
-1.116227626800537,
0.07191190123558044,
-0.43331947922706604,
-0.9087386131286621,
0.11845922470092773,
-0.5766696929931641,
-0.20409882068634033,
0.6417856812477112,
-0.06160971149802208,
-1.198473572731018,
-0.29617181420326233,
-0.08392477035522461,
0.8502601981163025,
0.6476582884788513,
-0.32096877694129944,
-0.39836180210113525,
-0.2250135838985443,
0.5015901327133179,
0.4003947973251343,
0.5143013596534729,
-0.49932679533958435,
-0.19752968847751617,
-0.43279990553855896,
-0.45160698890686035,
0.045390091836452484,
0.17303042113780975,
-0.9951657056808472,
0.05651121959090233,
-0.0906248465180397,
0.47783422470092773,
0.35763823986053467,
0.1761186718940735,
-1.1267327070236206,
-0.3939908742904663,
0.32523486018180847,
-0.4880067706108093,
-0.06999421864748001,
0.11241025477647781,
-0.30101150274276733,
-0.22560057044029236,
1.1649609804153442,
0.4220665991306305,
-0.7724277377128601,
-0.38244447112083435,
0.14991283416748047,
-1.2095190286636353,
0.24601353704929352,
0.19938482344150543,
-0.10485535115003586,
-0.7876461744308472,
0.2876867353916168,
-0.3466562032699585,
0.15436415374279022,
-0.3306896388530731,
0.657314121723175,
0.18875230848789215,
-1.3527426719665527,
0.5110606551170349,
0.7962601184844971,
-0.2927402853965759,
-0.06925280392169952,
0.45790478587150574,
0.5733614563941956,
-0.3991982638835907,
0.3005037307739258,
-0.03137090057134628,
0.2912384569644928,
-0.6062018275260925,
-0.2734369933605194,
0.7007949948310852,
-0.5148115754127502,
-0.18467330932617188,
0.8120474219322205,
-0.4504762589931488,
-0.609199583530426,
-0.12300831824541092,
-0.6414753198623657,
-0.2844029366970062,
-0.21193885803222656,
-0.09138035029172897,
0.8268941640853882,
0.010392501950263977,
-0.4351463317871094,
-0.42226165533065796,
0.45558327436447144,
0.5610765814781189,
-0.2207546979188919,
0.18413172662258148,
-0.2333277314901352,
-0.17150473594665527,
0.4588979184627533,
0.5513755679130554,
-0.37434056401252747,
-0.6366761326789856,
-0.17699457705020905,
-0.3562563955783844,
-0.5738363265991211,
0.26337066292762756,
-0.21351127326488495,
-0.34978625178337097,
0.6242794990539551,
0.8918297290802002,
0.35881468653678894,
0.6328707337379456,
-0.20623493194580078,
0.4055209755897522,
0.21790680289268494,
0.2596594989299774,
-0.7640465497970581,
-0.2493859827518463,
0.8867366909980774,
1.0249483585357666,
-0.38391950726509094,
0.7597466707229614,
-0.7249226570129395,
-0.6364139914512634,
1.3109294176101685,
0.634615421295166,
-0.40393921732902527,
1.2181346416473389,
0.2547309398651123,
0.5384320020675659,
-0.055187467485666275,
-0.48370400071144104,
-0.5380586385726929,
1.3262896537780762,
0.8484476208686829,
0.2610393464565277,
0.4017934501171112,
0.05725030601024628,
0.9248626828193665,
0.35425108671188354,
-0.11345884948968887,
0.3775886595249176,
0.899337887763977,
-0.12515480816364288,
-0.10512693226337433,
-0.27506911754608154,
0.792057991027832,
-0.28229647874832153,
0.2994016706943512,
0.054304320365190506,
0.8541848063468933,
-0.043478693813085556,
0.21234963834285736,
0.5790888071060181,
-0.4148247241973877,
0.6415637135505676,
0.08442427217960358,
-0.4534060060977936,
-0.3971456289291382,
-0.30986055731773376,
-0.11025813966989517,
-0.3965446650981903,
-0.35966479778289795,
-0.21648739278316498,
-0.08996610343456268,
-0.7432335615158081,
0.02077142708003521,
0.33666205406188965,
0.7128676176071167,
-0.17834390699863434,
0.7225137948989868,
1.0275517702102661,
0.7966920733451843,
0.30972930788993835,
-0.8233201503753662,
-0.01617264933884144,
-0.33682122826576233,
-0.3548922836780548,
-0.3897145986557007,
0.36660993099212646,
-0.9565554857254028,
-0.6572703123092651,
-0.4299691617488861
] | null | null | null | null | null | null | null | null | null | null | null | null |
@article{lapp2019kaboom:anagent-based,
abstract = {The performance of a design team is influenced by each team member’s unique cognitive style – i.e., their preferred manner of managing structure as they solve problems, make decisions, and seek to bring about change. Cognitive style plays an important role in how teams of engineers design and collaborate, but the interactions of cognitive style with team organization and processes have not been well studied. The limitations of small-scale behavioral experiments have led researchers to develop computational models for simulating teamwork; however, none have modeled the effects of individuals’ cognitive styles. This paper presents the Kirton Adaption–Innovation Inventory agent-based organizational optimization model (KABOOM), the first agent-based model of teamwork to incorporate cognitive style. In KABOOM, heterogeneous agents imitate the diverse problem-solving styles described by the Kirton …},
author = {Samuel Lapp and Kathryn Jablokow and Christopher McComb},
citation = {Design Science, 2019},
journal = {Design Science},
pub_year = {2019},
title = {KABOOM: An Agent-Based Model for Simulating Cognitive Style in Team Problem Solving}
}
|
{
"ENTRYTYPE": "article",
"ID": "lapp2019kaboom:anagent-based",
"abstract": "The performance of a design team is influenced by each team member’s unique cognitive style – i.e., their preferred manner of managing structure as they solve problems, make decisions, and seek to bring about change. Cognitive style plays an important role in how teams of engineers design and collaborate, but the interactions of cognitive style with team organization and processes have not been well studied. The limitations of small-scale behavioral experiments have led researchers to develop computational models for simulating teamwork; however, none have modeled the effects of individuals’ cognitive styles. This paper presents the Kirton Adaption–Innovation Inventory agent-based organizational optimization model (KABOOM), the first agent-based model of teamwork to incorporate cognitive style. In KABOOM, heterogeneous agents imitate the diverse problem-solving styles described by the Kirton …",
"author": "Samuel Lapp and Kathryn Jablokow and Christopher McComb",
"citation": "Design Science, 2019",
"conference": null,
"journal": "Design Science",
"number": null,
"pages": null,
"pub_year": 2019,
"publisher": null,
"title": "KABOOM: An Agent-Based Model for Simulating Cognitive Style in Team Problem Solving",
"volume": null
}
|
0P9w_S0AAAAJ:ZHo1McVdvXMC
| 66 |
/scholar?hl=en&cites=4739586421082257884
|
[
"4739586421082257884"
] |
https://www.cambridge.org/core/journals/design-science/article/kaboom-an-agentbased-model-for-simulating-cognitive-style-in-team-problem-solving/DA2EA6A5A1E4472707B9C8C5FF642EA0
|
/scholar?oi=bibs&hl=en&q=related:3HnfEr1kxkEJ:scholar.google.com/
|
[
-0.5628812313079834,
0.10427669435739517,
-0.18715639412403107,
0.14589788019657135,
0.9944594502449036,
-0.12488534301519394,
-0.35286933183670044,
-0.3604981005191803,
-0.09560444205999374,
-0.051779039204120636,
-0.0071854377165436745,
0.17035198211669922,
-0.6647666096687317,
-0.12874355912208557,
-0.06831295043230057,
0.15529367327690125,
-0.6260426044464111,
0.5859194397926331,
-0.49388185143470764,
-0.11414674669504166,
-0.1540023386478424,
-0.5424875617027283,
-0.7694107890129089,
0.1357780396938324,
0.2739821970462799,
0.5271439552307129,
0.2740265130996704,
0.7900632619857788,
-0.21417807042598724,
0.8143791556358337,
0.37408924102783203,
-0.08476240187883377,
0.5638501644134521,
-0.1069548949599266,
-0.40017208456993103,
0.29242122173309326,
0.15166150033473969,
-0.10970063507556915,
-0.16914716362953186,
0.07974739372730255,
-0.2834777235984802,
-0.4136538505554199,
0.8820028901100159,
-0.3630262017250061,
-0.01494535245001316,
0.5154104828834534,
0.9308292865753174,
0.17499108612537384,
0.19121935963630676,
-0.48456239700317383,
0.9814725518226624,
-0.555074155330658,
0.5762575268745422,
1.4640145301818848,
0.6732347011566162,
-0.05454359948635101,
-0.906588613986969,
-0.94530189037323,
0.49644580483436584,
-0.11924462765455246,
-0.9062055349349976,
0.32932713627815247,
0.4774504601955414,
-0.7954810857772827,
0.8088600635528564,
-0.8592823147773743,
0.7700812816619873,
0.0846041887998581,
0.6604245901107788,
1.3987916707992554,
0.9035715460777283,
-0.7358811497688293,
0.6229852437973022,
0.6782520413398743,
0.5516680479049683,
0.6376755833625793,
0.21465598046779633,
0.31825754046440125,
-0.800537109375,
-0.4169522225856781,
0.6878587603569031,
-0.23297467827796936,
0.11608760803937912,
-0.6102808117866516,
-0.4897414743900299,
0.28711599111557007,
0.36220669746398926,
0.4430021643638611,
-0.6239205598831177,
0.7132685780525208,
0.14527475833892822,
0.9773846864700317,
-0.45838233828544617,
1.0185225009918213,
0.17371158301830292,
0.8948572874069214,
-0.12201685458421707,
0.4560781717300415,
0.16562798619270325,
0.5640197992324829,
0.30807235836982727,
0.3703387379646301,
-0.37896668910980225,
0.3549097180366516,
1.654881477355957,
-0.4711732268333435,
0.3404766619205475,
-1.1389191150665283,
-0.25858840346336365,
0.6327115893363953,
0.8255475759506226,
-0.7244591116905212,
-0.7162814736366272,
-0.21722844243049622,
-0.32046133279800415,
0.03424188122153282,
-0.23199981451034546,
0.0947163850069046,
-0.245792955160141,
0.27164745330810547,
-0.0275966115295887,
-0.4034172594547272,
-0.15945981442928314,
0.6095210313796997,
-0.10764280706644058,
0.20564912259578705,
0.3900948166847229,
0.06939997524023056,
0.6940678358078003,
-0.23648415505886078,
-1.055755376815796,
-0.7525824904441833,
0.5571470856666565,
-0.11198000609874725,
0.28774338960647583,
0.19859911501407623,
-1.5396608114242554,
-1.0811994075775146,
-1.1256085634231567,
1.0866584777832031,
-0.050175875425338745,
0.13916920125484467,
1.2130736112594604,
0.8049366474151611,
-0.6328791379928589,
0.7118138670921326,
0.21419741213321686,
-0.30194583535194397,
0.026441486552357674,
-0.1506957858800888,
0.22037802636623383,
-0.2911323606967926,
-0.4219289720058441,
0.01284271851181984,
1.0154685974121094,
-0.9364305734634399,
-0.14105224609375,
-0.36279284954071045,
-0.37596607208251953,
-0.5839455127716064,
0.5247577428817749,
-1.6630905866622925,
1.1679023504257202,
-1.0410116910934448,
-1.292176604270935,
-0.06584584712982178,
0.2627088129520416,
0.7836191654205322,
0.41604334115982056,
0.49636709690093994,
-0.5410580635070801,
-0.47594574093818665,
-0.22682993113994598,
-0.10699129104614258,
-0.10083645582199097,
-1.0070915222167969,
0.008945357985794544,
-0.1400890350341797,
-0.06902969628572464,
-0.11748594045639038,
-0.5824761390686035,
0.7523512840270996,
0.31811287999153137,
-0.8467984199523926,
-0.016591010615229607,
0.09430012106895447,
-0.2507114112377167,
0.06256771087646484,
0.3947902023792267,
-1.116546392440796,
0.022835154086351395,
0.492623507976532,
1.6090033054351807,
-0.7446894645690918,
0.24534358084201813,
0.2760765254497528,
0.24831949174404144,
-0.4048938453197479,
-0.20007964968681335,
0.8365753293037415,
-0.1024530753493309,
0.09916767477989197,
-0.20592519640922546,
-0.5689066052436829,
0.005715336184948683,
0.11353325098752975,
0.6391976475715637,
-0.7087451219558716,
-0.3525419533252716,
0.47185322642326355,
-0.8258748650550842,
0.32597851753234863,
-0.32158398628234863,
-0.5366156101226807,
-0.7253139019012451,
1.0090367794036865,
-0.10043738037347794,
0.1935635358095169,
-0.46858352422714233,
-0.32831308245658875,
0.26166626811027527,
-0.4635930061340332,
0.7123315334320068,
0.03658095747232437,
-0.41303056478500366,
0.07371832430362701,
-1.5337913036346436,
1.1410187482833862,
-0.48999446630477905,
0.08476873487234116,
0.8966444730758667,
-0.4189143478870392,
-0.21436144411563873,
0.8027575612068176,
-0.08185116946697235,
0.08535372465848923,
0.24700726568698883,
0.5809996724128723,
-0.06116760894656181,
0.12203487753868103,
0.015836497768759727,
0.7501371502876282,
-0.6326133012771606,
0.8645421862602234,
0.3926907777786255,
-0.5595217347145081,
0.4428316652774811,
-0.14959532022476196,
0.4932207763195038,
-0.2473020851612091,
0.3852764368057251,
-0.9309573173522949,
-0.08579196780920029,
-0.8769952654838562,
0.5750219225883484,
0.4636070132255554,
0.4572238624095917,
-0.04818078875541687,
-0.03517356887459755,
-1.5143402814865112,
0.05530894547700882,
-0.5909812450408936,
0.38481903076171875,
1.2300008535385132,
0.007414550986140966,
-0.4097096025943756,
-0.3980349898338318,
-0.2831428349018097,
-0.050094131380319595,
0.5839000344276428,
-0.7581065893173218,
-0.2586164176464081,
-0.790671706199646,
-0.5542870163917542,
0.42433828115463257,
0.11516296863555908,
0.8801950216293335,
-0.5496086478233337,
-0.49857354164123535,
0.2820325493812561,
0.9828135371208191,
0.08330602198839188,
-0.3957287073135376,
-0.17646023631095886,
-0.3107708692550659,
-0.4233091175556183,
0.17155863344669342,
-0.4448227882385254,
0.16297201812267303,
-0.35905736684799194,
1.0895873308181763,
-0.2355736643075943,
0.022704768925905228,
0.6682324409484863,
0.5421460270881653,
-1.369027018547058,
-0.7052916884422302,
-0.5215095281600952,
0.5939896106719971,
-0.10535985231399536,
-0.3880482316017151,
0.35752037167549133,
-0.12606553733348846,
1.133037805557251,
-0.6533812284469604,
0.4339485764503479,
0.484973281621933,
0.3943520486354828,
-0.1384120136499405,
0.46949508786201477,
0.19144126772880554,
-0.3632020950317383,
1.1170763969421387,
0.4099298417568207,
-0.3914031982421875,
0.6412959098815918,
-0.8957902789115906,
-0.38256192207336426,
0.3595644533634186,
-0.5901126861572266,
-0.2750610113143921,
-1.2566239833831787,
1.3285876512527466,
0.6541957259178162,
-0.4696769118309021,
0.6718045473098755,
0.32637834548950195,
-0.6664062738418579,
0.2645895481109619,
-0.025287937372922897,
0.30736038088798523,
0.22198225557804108,
-0.404217392206192,
-0.2786124646663666,
-0.5102494955062866,
-0.09847145527601242,
0.027280626818537712,
-0.049184780567884445,
-0.30499592423439026,
-0.3541102409362793,
-0.1510668247938156,
0.6551319360733032,
0.5630316734313965,
-0.8573226928710938,
0.18556107580661774,
-0.7335062026977539,
-1.032901406288147,
0.25494250655174255,
-0.5358103513717651,
-0.548299252986908,
0.5684903264045715,
0.3123502731323242,
-0.29354676604270935,
-1.360579490661621,
-0.8870288133621216,
-0.6176447868347168,
-0.21430660784244537,
-1.3976304531097412,
-0.4440650939941406,
0.015422721393406391,
-0.9405192732810974,
-0.45616698265075684,
0.22634068131446838,
0.2924755811691284,
0.7597471475601196,
-0.5700766444206238,
0.8900941014289856,
0.8592422604560852,
-0.35265591740608215,
-0.26745539903640747,
0.7163958549499512,
0.39782997965812683,
-0.03466743230819702,
0.06734058260917664,
0.39313071966171265,
0.11178108304738998,
-0.13651129603385925,
-0.5886181592941284,
-0.5082761645317078,
0.4993797242641449,
0.7596868872642517,
-0.06141645461320877,
0.17289498448371887,
-0.15639813244342804,
0.6886672973632812,
-0.07338055223226547,
-0.23476767539978027,
0.6963409185409546,
0.8869737982749939,
0.9205692410469055,
-0.23747161030769348,
0.7054285407066345,
0.776871919631958,
1.200551986694336,
-0.11966612190008163,
0.1848219484090805,
0.0672134980559349,
-0.24324829876422882,
0.4029681086540222,
1.0202977657318115,
-0.34494632482528687,
0.14846427738666534,
-1.3635284900665283,
-0.08615924417972565,
-1.3836424350738525,
-0.6043540835380554,
0.8151434063911438,
0.8809812664985657,
0.17710493505001068,
-0.10212543606758118,
0.17891426384449005,
-0.0022584041580557823,
0.333284854888916,
-0.42358532547950745,
0.007567204535007477,
-0.3940986394882202,
0.3483158051967621,
-0.01202091109007597,
0.2894476652145386,
0.6257264018058777,
-0.10565266013145447,
0.5203654170036316,
14.868555068969727,
0.4260207414627075,
0.22685658931732178,
0.3293565809726715,
0.5386883616447449,
0.29566362500190735,
-0.49048247933387756,
-0.17581242322921753,
-0.4873540699481964,
0.09089787304401398,
0.4607801139354706,
-0.27803173661231995,
1.1248903274536133,
0.14596600830554962,
0.2990942597389221,
0.002518002176657319,
-0.2861306965351105,
0.6714352965354919,
0.26450854539871216,
-1.387733817100525,
0.48313549160957336,
0.04532359912991524,
0.6495530605316162,
-0.27255988121032715,
0.496723473072052,
0.5978547930717468,
0.5543471574783325,
-0.18828296661376953,
1.2517842054367065,
0.32381078600883484,
-0.35649240016937256,
-0.4845002293586731,
0.45023658871650696,
0.7496237754821777,
-0.9758005738258362,
-0.39846473932266235,
0.19934245944023132,
-1.766753077507019,
0.7361606359481812,
-0.027858000248670578,
-0.6123518943786621,
-0.5343809127807617,
0.46879130601882935,
-0.059054989367723465,
0.13497023284435272,
0.21636353433132172,
-0.06556395441293716,
0.2858183681964874,
0.0980316624045372,
-0.3811493515968323,
-0.16208931803703308,
0.3901712894439697,
0.5036120414733887,
-0.8292714953422546,
-0.03473392874002457,
0.015933873131871223,
0.8295886516571045,
0.11481118947267532,
-0.2608394920825958,
-0.22686970233917236,
-0.41274991631507874,
-0.46318140625953674,
0.242539182305336,
0.3240005671977997,
0.5140641927719116,
-0.02707575261592865,
0.11046294122934341,
-0.1481771171092987,
0.4006905257701874,
0.2697039246559143,
0.4494025409221649,
-0.24633103609085083,
1.0789936780929565,
-0.03552790731191635,
-0.811970591545105,
-0.03826972842216492,
-0.8974656462669373,
0.009570352733135223,
-0.7019807696342468,
-0.6569352746009827,
0.33641380071640015,
-0.9179026484489441,
-0.8588221073150635,
0.5447955131530762,
-0.04951079189777374,
-0.4246736764907837,
0.8193830251693726,
-1.1453138589859009,
-0.45746535062789917,
0.04027266427874565,
-0.7468053698539734,
-0.834436297416687,
-0.012941784225404263,
-0.42298808693885803,
-0.10504388809204102,
-0.4647480249404907,
0.9133808612823486,
-0.47994306683540344,
-0.9500109553337097,
-0.029002396389842033,
-0.030182916671037674,
-0.5249496698379517,
0.3413335084915161,
-1.0115010738372803,
0.06650275737047195,
-0.6789162755012512,
-0.8234705328941345,
0.584199070930481,
0.05410807207226753,
-0.2654608190059662,
-0.9667323231697083,
0.3207360804080963,
-0.20010770857334137,
-0.8997936844825745,
-0.06551168113946915,
-0.40342962741851807,
-0.668552577495575,
-0.08575964719057083,
0.6303491592407227,
-0.7495440244674683,
0.8001124262809753,
-0.2680760622024536,
-0.10290685296058655,
-0.6091830730438232,
-0.6142721176147461,
0.4463546574115753,
0.854361891746521,
-0.2140384465456009,
-0.6954143643379211,
0.00851990096271038,
0.04232814162969589,
-0.5299469828605652,
-0.5763917565345764,
-0.05082700401544571,
0.9112807512283325,
-0.6330832242965698,
0.9354223608970642,
-0.6350584626197815,
-0.315583735704422,
-0.04373418539762497,
0.6447535753250122,
-1.0681341886520386,
-1.4966014623641968,
-0.8738803267478943,
0.8695927858352661,
-0.2740606963634491,
0.29895493388175964,
-0.6897899508476257,
-0.06567391008138657,
0.5277084112167358,
-0.48508507013320923,
0.15874847769737244,
-0.458292692899704,
0.04978812113404274,
-0.35757899284362793,
-0.4827699065208435,
0.23186708986759186,
0.434279203414917,
-0.23294003307819366,
-0.18346953392028809,
0.463961124420166,
0.8998849987983704,
0.06845062971115112,
-0.6960043907165527,
0.7532084584236145,
-0.8891154527664185,
-0.39849400520324707,
-1.1905943155288696,
-0.48612186312675476,
-0.34591996669769287,
0.06983277201652527,
-0.5778471231460571,
-0.40005549788475037,
-1.2190256118774414,
-0.7491464614868164,
0.07398508489131927,
-0.4830562174320221,
-0.5136750340461731,
0.3533919155597687,
-0.6812747120857239,
-0.6972110867500305,
-0.24393975734710693,
-0.6751008033752441,
0.4109567701816559,
0.9510599374771118,
-0.7540403604507446,
-0.5517517924308777,
-0.22372440993785858,
-0.1293000727891922,
0.8103891611099243,
0.5633675456047058,
-0.27295196056365967,
-0.680184543132782,
-1.3839302062988281,
1.0136228799819946,
-0.26578640937805176,
-0.22250896692276,
-0.9828512668609619,
0.67763751745224,
-0.3056889474391937,
0.21189680695533752,
0.5217875838279724,
-0.12402288615703583,
-1.2970322370529175,
1.0653537511825562,
0.3118487596511841,
-0.4340064823627472,
0.7025038003921509,
-0.05018727481365204,
-0.4911995828151703,
0.4000561237335205,
0.47958439588546753,
-0.3354959785938263,
-1.0794888734817505,
-0.226047083735466,
-0.4225606322288513,
-1.5011470317840576,
-0.5144177079200745,
0.6466012597084045,
-0.5234610438346863,
-0.5325841903686523,
-0.036522023379802704,
0.25471222400665283,
0.3913584053516388,
0.6479348540306091,
0.6983429193496704,
0.06549067050218582,
-1.4128612279891968,
0.14238454401493073,
0.30215781927108765,
0.16407115757465363,
-0.39525336027145386,
0.5451939702033997,
0.10373499989509583,
-0.8333290815353394,
-0.09149537980556488,
-0.13295091688632965,
0.48787981271743774,
-0.43138304352760315,
-0.5974922776222229,
0.0018055371474474669,
-0.10930488258600235,
0.525316059589386,
0.8002456426620483,
0.17817836999893188,
-0.8510247468948364,
-0.2755315899848938,
-0.6698213219642639,
-0.3754851222038269,
-0.06864918023347855,
0.8252760767936707,
0.9121617674827576,
-0.5719689130783081,
0.12744544446468353,
-0.3707751929759979,
0.798128604888916,
-0.3507366478443146,
-0.06545530259609222,
0.188504159450531,
-0.27947914600372314,
-0.4390699565410614,
1.1107499599456787,
-0.5162796974182129,
-0.7853208780288696,
-0.2386578619480133,
-0.10214255005121231,
0.012557792477309704,
-0.2544786334037781,
0.4994211196899414,
-0.33259445428848267,
-0.03974144533276558,
-0.3897629678249359,
0.7144159078598022,
0.19889172911643982,
0.2435675412416458,
-0.2671900689601898,
-0.500356137752533,
0.8549021482467651,
0.9058873057365417,
-1.2644990682601929,
0.19152508676052094,
0.5072764754295349,
1.5519596338272095,
-0.575789749622345,
0.49135830998420715,
0.012082424946129322,
-1.0347234010696411,
1.1036818027496338,
0.4807437062263489,
-0.08106468617916107,
0.6471284031867981,
-0.4799993336200714,
0.7103341221809387,
0.036958638578653336,
-0.500075101852417,
-0.01403894554823637,
0.682503342628479,
0.5397931337356567,
0.6009676456451416,
0.9280263781547546,
-0.6340898871421814,
0.7737420201301575,
0.22720788419246674,
0.569815993309021,
1.0854967832565308,
1.1624339818954468,
-0.1249096542596817,
-0.3383927345275879,
-0.5000101923942566,
0.2884715795516968,
0.0781731903553009,
0.9111852645874023,
-0.3332477807998657,
0.2216091752052307,
0.2141222208738327,
0.40364015102386475,
0.42203760147094727,
-0.16922999918460846,
0.6538012623786926,
0.02757432870566845,
0.30449727177619934,
-0.27127400040626526,
-0.5604151487350464,
0.23590542376041412,
-0.07307987660169601,
-0.3248513638973236,
-0.45808935165405273,
-0.2879875600337982,
0.10521617531776428,
0.009764190763235092,
0.2790714204311371,
0.3872537910938263,
0.3933916687965393,
0.7022832036018372,
1.0759457349777222,
0.48649460077285767,
0.1367741972208023,
-1.0075457096099854,
-0.1837279051542282,
-0.8924155235290527,
-0.13083180785179138,
-0.9107865691184998,
-0.6634703874588013,
-1.2647870779037476,
-0.4356716573238373,
-0.8603395223617554
] | null | null | null | null | null | null | 5 | 11 | 18 | 14 | 11 | 7 |
@article{mccomb2015liftingtheveil:,
abstract = {Novel design methodologies are often evaluated through studies involving human designers, but such studies can incur a high personnel cost. It can also be difficult to isolate the effects of specific team or individual characteristics. This work introduces the Cognitively-Inspired Simulated Annealing Teams (CISAT) modeling framework, a platform for efficiently simulating and analyzing human design teams. The framework models a number of empirically demonstrated cognitive phenomena …},
author = {Christopher McComb and Jonathan Cagan and Kenneth Kotovsky},
citation = {Design Studies 40, 119-142, 2015},
journal = {Design Studies},
pages = {119-142},
pub_year = {2015},
publisher = {Elsevier},
title = {Lifting the Veil: Drawing Insights about Design Teams from a Cognitively-inspired Computational Model},
volume = {40}
}
|
{
"ENTRYTYPE": "article",
"ID": "mccomb2015liftingtheveil:",
"abstract": "Novel design methodologies are often evaluated through studies involving human designers, but such studies can incur a high personnel cost. It can also be difficult to isolate the effects of specific team or individual characteristics. This work introduces the Cognitively-Inspired Simulated Annealing Teams (CISAT) modeling framework, a platform for efficiently simulating and analyzing human design teams. The framework models a number of empirically demonstrated cognitive phenomena …",
"author": "Christopher McComb and Jonathan Cagan and Kenneth Kotovsky",
"citation": "Design Studies 40, 119-142, 2015",
"conference": null,
"journal": "Design Studies",
"number": null,
"pages": "119-142",
"pub_year": 2015,
"publisher": "Elsevier",
"title": "Lifting the Veil: Drawing Insights about Design Teams from a Cognitively-inspired Computational Model",
"volume": "40"
}
|
0P9w_S0AAAAJ:Se3iqnhoufwC
| 123 |
/scholar?hl=en&cites=9935131890727250881
|
[
"9935131890727250881"
] |
https://www.sciencedirect.com/science/article/pii/S0142694X15000496
|
/scholar?oi=bibs&hl=en&q=related:wetz59Ct4IkJ:scholar.google.com/
|
[
-0.09715021401643753,
0.21095219254493713,
-0.30807074904441833,
0.041721243411302567,
0.16354085505008698,
0.1097685918211937,
0.056137245148420334,
-0.41433921456336975,
-0.040786318480968475,
-0.3346773386001587,
0.0386422723531723,
-0.10341353714466095,
-0.2174384593963623,
-0.10551894456148148,
-0.4850335121154785,
-0.09058110415935516,
-0.6085545420646667,
0.4801045060157776,
-0.24420838057994843,
-0.2954708933830261,
-0.026871513575315475,
-0.42211607098579407,
-1.6433651447296143,
0.17851033806800842,
0.3958836793899536,
0.7435612082481384,
-0.09960392862558365,
0.46405550837516785,
0.6121050119400024,
0.4051302671432495,
0.6656436324119568,
0.1961301565170288,
0.39659324288368225,
-0.3430593013763428,
-0.1457916498184204,
0.31748107075691223,
0.3507140576839447,
0.0450468510389328,
-0.16237598657608032,
0.17431238293647766,
-0.12443210929632187,
0.019950702786445618,
0.6600846648216248,
-0.369229257106781,
-0.03211018070578575,
0.5612947940826416,
0.4007095396518707,
0.19712096452713013,
0.42420780658721924,
-0.425387442111969,
1.2276262044906616,
-0.7627821564674377,
0.8744837045669556,
1.5703825950622559,
0.672705888748169,
-0.13550402224063873,
-0.7247902750968933,
-0.7210487723350525,
0.2583926320075989,
-0.08241875469684601,
-0.8537929058074951,
-0.06531709432601929,
0.37883391976356506,
-0.727505624294281,
1.1767274141311646,
-0.36971351504325867,
0.08019962906837463,
0.00451667420566082,
0.39851927757263184,
1.446229100227356,
0.6688467860221863,
-1.2105154991149902,
0.7337323427200317,
0.12501826882362366,
0.826795756816864,
0.6934933662414551,
0.14414331316947937,
0.8055279850959778,
-0.8277069330215454,
-0.3954806327819824,
0.16944928467273712,
-0.11765642464160919,
0.07505565881729126,
-0.5730844736099243,
-0.008332852274179459,
0.6933909058570862,
0.4686354100704193,
0.3395790457725525,
-0.40603405237197876,
0.9206217527389526,
0.5455795526504517,
0.46075645089149475,
-0.21643869578838348,
0.6080885529518127,
0.4896528422832489,
0.9744080305099487,
-0.44341936707496643,
0.29588812589645386,
-0.25961026549339294,
0.6195229291915894,
0.04279220476746559,
-0.046505317091941833,
-0.3435005843639374,
0.11691519618034363,
1.6122136116027832,
-0.4024399220943451,
0.25883689522743225,
-0.3549264967441559,
0.022224370390176773,
0.11128902435302734,
0.722191333770752,
-0.5558677911758423,
-0.3574755787849426,
-0.14755123853683472,
-0.284476101398468,
-0.5279070138931274,
-0.42975085973739624,
0.17533747851848602,
-0.7783284783363342,
0.2717650234699249,
-0.1142825111746788,
-0.6569346785545349,
-0.5663858652114868,
0.7427557110786438,
0.10850200802087784,
0.27878615260124207,
0.19919262826442719,
-0.13271398842334747,
0.9083893895149231,
-0.22122615575790405,
-0.7999691367149353,
-0.9772030115127563,
0.4890541136264801,
0.049599748104810715,
0.26245543360710144,
-0.0028973522130399942,
-1.4443415403366089,
-1.3237823247909546,
-1.3142621517181396,
0.9711214303970337,
0.07586710155010223,
0.42499059438705444,
1.3393715620040894,
1.021996259689331,
-0.7858865261077881,
0.8497751355171204,
-0.38111597299575806,
-0.4099346101284027,
0.31290310621261597,
-0.10081522166728973,
0.582804262638092,
-0.3829258382320404,
-0.24630941450595856,
-0.03741715848445892,
0.5162532329559326,
-0.7042639851570129,
-0.5318076014518738,
-0.16675250232219696,
-0.6234142780303955,
-0.4087975025177002,
0.5720240473747253,
-1.3539941310882568,
1.051344394683838,
-0.542502760887146,
-0.9070810079574585,
0.14569373428821564,
-0.08966989070177078,
0.7506878972053528,
0.33988383412361145,
0.24690718948841095,
-0.5018505454063416,
-0.6007809042930603,
-0.07465770840644836,
-0.6413342952728271,
-0.0023030934389680624,
-1.4223600625991821,
0.5829896330833435,
-0.45327329635620117,
-0.75480055809021,
-0.33450600504875183,
-0.12295510619878769,
1.2864395380020142,
0.15412446856498718,
-0.40452349185943604,
0.433921754360199,
0.09484882652759552,
-0.6967609524726868,
-0.18364441394805908,
-0.03325311094522476,
-0.8744749426841736,
0.061228927224874496,
0.3999488949775696,
1.3622876405715942,
-0.5318933725357056,
-0.40126240253448486,
0.6240663528442383,
-0.07782532274723053,
-0.6253880858421326,
-0.26506075263023376,
1.010822057723999,
-0.7560134530067444,
-0.04462146759033203,
-0.08246740698814392,
-0.7759570479393005,
0.24002598226070404,
-0.2811727225780487,
0.13210459053516388,
-0.04764882102608681,
-0.5417320132255554,
0.7756665945053101,
-0.5768555998802185,
0.3279516100883484,
-0.19047337770462036,
-0.28105631470680237,
-0.4179334044456482,
0.9043412208557129,
-0.06528183817863464,
0.05300690233707428,
-0.21914903819561005,
-0.3200525641441345,
0.6304779648780823,
-0.3542693257331848,
0.739564836025238,
0.059181276708841324,
-0.14398787915706635,
0.04735468327999115,
-1.259975790977478,
1.2528854608535767,
-0.2506033182144165,
0.3053660988807678,
0.35035523772239685,
-0.6514959335327148,
0.1457366794347763,
0.49705377221107483,
-0.4752150774002075,
-0.5343798995018005,
0.932248592376709,
0.18702422082424164,
-0.35816559195518494,
0.38285166025161743,
0.2767525613307953,
0.5697180032730103,
-0.5950567126274109,
1.2517348527908325,
-0.08164535462856293,
-0.7085323929786682,
0.07022169232368469,
-0.14040397107601166,
0.4544903635978699,
-0.02298823744058609,
0.05097624287009239,
-0.47794950008392334,
-0.019445858895778656,
-0.6230475306510925,
0.32298171520233154,
0.5609222650527954,
0.5529895424842834,
0.44305184483528137,
-0.13593555986881256,
-1.44704270362854,
0.05908036231994629,
-0.6366013288497925,
0.6147022247314453,
1.4972469806671143,
-0.07195112109184265,
-0.22805911302566528,
-0.7085346579551697,
-0.12120959907770157,
-0.2718326449394226,
0.5059507489204407,
-0.8641517162322998,
-0.3914514482021332,
-0.639324963092804,
-0.999826967716217,
-0.08133097738027573,
0.3118780255317688,
0.4813321530818939,
-0.5583831071853638,
-0.9824512600898743,
-0.07297588884830475,
0.8601783514022827,
0.26128432154655457,
-0.39286383986473083,
0.237937793135643,
-0.36565643548965454,
-0.19196198880672455,
0.3813355267047882,
-0.561844527721405,
0.49003106355667114,
-0.11048462986946106,
1.106093406677246,
0.36592990159988403,
-0.8768347501754761,
0.12709148228168488,
0.3815567195415497,
-1.0071080923080444,
-0.5699792504310608,
-0.6416122317314148,
0.30179041624069214,
-0.2554738223552704,
-0.03035666048526764,
0.4522698223590851,
-0.17096596956253052,
1.1099324226379395,
-0.33108511567115784,
-0.019790763035416603,
0.09578466415405273,
0.1523219645023346,
0.17207933962345123,
0.482302725315094,
0.07680585235357285,
-0.3063085675239563,
1.3432163000106812,
0.65240478515625,
-0.37131160497665405,
0.7284464836120605,
-0.5054003596305847,
-0.1954653263092041,
0.21450145542621613,
-0.6086223721504211,
-0.5509675145149231,
-1.0803120136260986,
1.1008565425872803,
0.8401882648468018,
-0.44041362404823303,
0.553709089756012,
0.17735500633716583,
-0.46193334460258484,
0.8480569124221802,
0.0303190965205431,
0.46792536973953247,
0.34118661284446716,
0.04617154970765114,
-0.39528417587280273,
-0.4405076801776886,
-0.13708922266960144,
-0.10530056804418564,
0.1274501532316208,
-0.6731213331222534,
-0.2605845630168915,
0.3714107871055603,
0.5619240999221802,
0.20642554759979248,
-0.994212806224823,
-0.2756210267543793,
-0.44802194833755493,
-0.9701533913612366,
-0.3362661898136139,
-0.7833079099655151,
-0.4075818657875061,
0.11763199418783188,
0.12298312038183212,
-0.37885165214538574,
-0.8973720073699951,
-1.0431709289550781,
-0.8541935682296753,
-0.401508092880249,
-1.4683979749679565,
-0.11708837002515793,
-0.02199629694223404,
-1.2518982887268066,
-0.10393404960632324,
0.28655117750167847,
0.4010963439941406,
0.5780363082885742,
-0.26631173491477966,
0.8088684678077698,
0.631976842880249,
-0.3937036991119385,
-0.3065927028656006,
0.4666686952114105,
0.04397556930780411,
-0.4141961932182312,
0.2737515866756439,
-0.15607236325740814,
-0.1186542883515358,
-0.19153949618339539,
-0.6146445274353027,
-0.2418167144060135,
0.8085651397705078,
0.7548186779022217,
0.5306392908096313,
-0.5935385227203369,
-0.4019971489906311,
0.984976589679718,
0.03197801485657692,
0.16967988014221191,
0.4303399920463562,
0.5478329062461853,
0.9215114712715149,
0.24874453246593475,
1.072820782661438,
0.2973814904689789,
0.8092504739761353,
-0.12862052023410797,
-0.14919619262218475,
0.04055678844451904,
-0.113853819668293,
0.12664416432380676,
0.9516333937644958,
-0.2415960729122162,
0.13941453397274017,
-1.3608392477035522,
0.2224714607000351,
-1.757677435874939,
-0.057743776589632034,
0.3068074882030487,
1.0132585763931274,
-0.2907574474811554,
-0.06096058711409569,
0.0791676789522171,
0.282183974981308,
0.5514510869979858,
-0.25259774923324585,
0.1571807861328125,
-0.8119345903396606,
0.4281817376613617,
0.7154770493507385,
-0.07295000553131104,
0.44270968437194824,
0.12782840430736542,
0.40870973467826843,
15.118948936462402,
0.7843492031097412,
0.8050047159194946,
0.6357336044311523,
0.7979788184165955,
0.3992416262626648,
-0.6468681693077087,
0.09588899463415146,
-0.28075385093688965,
-0.07472550868988037,
0.8389855623245239,
0.22006171941757202,
0.554379940032959,
0.05748431384563446,
0.5125969052314758,
-0.46043893694877625,
-0.4440116286277771,
0.36891382932662964,
0.34902840852737427,
-1.202040195465088,
0.43873611092567444,
0.39188992977142334,
0.8014777302742004,
-0.18325184285640717,
0.7370131015777588,
0.19145184755325317,
0.760982871055603,
-0.651943027973175,
1.0901174545288086,
0.10283918678760529,
0.03373922407627106,
-0.942442774772644,
0.32538434863090515,
0.4965795874595642,
-1.0311089754104614,
-0.4997893273830414,
-0.1444176733493805,
-1.7731215953826904,
0.6986147165298462,
-0.0021418749820441008,
-0.24125832319259644,
-0.317715048789978,
0.1300175040960312,
-0.3738732635974884,
0.36751505732536316,
0.28111734986305237,
-0.289440780878067,
0.13153468072414398,
0.28795889019966125,
-0.3966560959815979,
-0.155045285820961,
0.4669199287891388,
-0.3668035566806793,
-0.8802944421768188,
-0.2962523102760315,
0.20161721110343933,
0.22273127734661102,
0.21811582148075104,
-0.21780723333358765,
-0.21721328794956207,
-0.07283656299114227,
0.05794917047023773,
0.07677549123764038,
0.30223456025123596,
-0.1801251620054245,
0.10765649378299713,
0.39371272921562195,
-0.08547976613044739,
0.23250266909599304,
0.1481625735759735,
-0.14140760898590088,
-0.46946412324905396,
0.4112050235271454,
-0.22290442883968353,
-0.6593263149261475,
-0.049846213310956955,
-1.1770530939102173,
0.06153935566544533,
-0.7313929796218872,
-0.7019197344779968,
0.2397078424692154,
-0.769792377948761,
-0.7180860638618469,
0.5241973400115967,
-0.21536478400230408,
-0.2253551185131073,
0.9246382713317871,
-0.3849034011363983,
-0.5764170289039612,
0.07038554549217224,
-0.4987368881702423,
-0.7975307106971741,
-0.09552615135908127,
-0.401135116815567,
-0.4715144634246826,
-0.05442974716424942,
0.6090623736381531,
-0.5333317518234253,
-0.8661244511604309,
0.2744113802909851,
0.17242708802223206,
-0.6517601013183594,
-0.04820672795176506,
-0.2275715321302414,
0.8670979738235474,
-0.1361314058303833,
-0.6716621518135071,
0.6474255323410034,
0.4129481613636017,
-0.30434319376945496,
-1.1303831338882446,
0.9014412760734558,
0.0351470448076725,
-1.1414932012557983,
-0.2365982085466385,
-0.9325607419013977,
-0.8215327858924866,
-0.01834416761994362,
0.5200983285903931,
-0.5123292803764343,
0.8765570521354675,
-0.03470591455698013,
0.10000346601009369,
-0.21500957012176514,
-0.7055953145027161,
0.16179421544075012,
0.9546616673469543,
-0.5044841766357422,
-1.0073951482772827,
0.14381003379821777,
-0.12990929186344147,
-0.5052854418754578,
-0.4150768518447876,
-0.35900628566741943,
0.7326778173446655,
-0.4739075005054474,
0.8702251315116882,
-0.29141026735305786,
0.09987278282642365,
0.32229331135749817,
0.5098181962966919,
-0.7982174754142761,
-0.9157440662384033,
-0.8098787069320679,
0.8687167167663574,
-0.2758941054344177,
0.31894341111183167,
-0.4416513442993164,
0.706354558467865,
1.2525149583816528,
-0.1735428422689438,
0.1440245509147644,
-0.4673652648925781,
0.12552836537361145,
-0.3633885681629181,
-0.7517411708831787,
0.36937370896339417,
0.2669590413570404,
-0.033358003944158554,
-0.5070732235908508,
0.8106122016906738,
0.8449099063873291,
0.2507610321044922,
-0.4094064235687256,
0.7241263389587402,
-0.5407335162162781,
-0.16256356239318848,
-0.7996121048927307,
-0.2703123092651367,
-0.564960241317749,
-0.19042040407657623,
-0.39636579155921936,
0.181111678481102,
-1.118770956993103,
-0.3360424339771271,
-0.08377421647310257,
-0.10741396248340607,
-0.6696001291275024,
0.5682019591331482,
-0.5604896545410156,
-0.6997309923171997,
-0.3690168559551239,
-0.6275447607040405,
0.7020671963691711,
0.9781782627105713,
-0.3659403920173645,
-0.3283103406429291,
-0.5359658002853394,
-0.2091408669948578,
0.3539133369922638,
0.2469455897808075,
-0.35961928963661194,
-0.7632238864898682,
-1.0149978399276733,
0.6947774291038513,
-0.28414568305015564,
-0.42816492915153503,
-1.0248509645462036,
0.8962512612342834,
0.004499393980950117,
0.15520906448364258,
-0.03210851177573204,
-0.19222046434879303,
-1.0576505661010742,
0.6480101943016052,
0.5336027145385742,
-0.28201836347579956,
0.112935371696949,
-0.058757998049259186,
-0.4710365831851959,
0.18500584363937378,
0.5323145389556885,
-0.27684590220451355,
-0.8727322220802307,
-0.26487284898757935,
-0.48176267743110657,
-1.5053614377975464,
-0.3707195222377777,
0.7147272825241089,
-0.7570876479148865,
-0.8344329595565796,
0.06266247481107712,
-0.016431936994194984,
0.24561890959739685,
0.6130367517471313,
0.8701189756393433,
0.5305722951889038,
-1.0597846508026123,
0.30731478333473206,
0.4981847107410431,
-0.048594627529382706,
-0.2194593846797943,
0.9870423674583435,
0.19444139301776886,
-0.7257542014122009,
0.027162928134202957,
-0.000015609775800839998,
0.23243431746959686,
-0.7007336616516113,
-0.14299482107162476,
-0.018708791583776474,
-0.07659728080034256,
0.35180601477622986,
1.2213712930679321,
0.06809186190366745,
-0.9165017008781433,
-0.26536130905151367,
-0.6444186568260193,
-0.09133519977331161,
0.008843084797263145,
0.7166433930397034,
0.6494761109352112,
0.01676541194319725,
-0.012574397958815098,
-0.7208222150802612,
0.9599665999412537,
-0.48016008734703064,
-0.2678578197956085,
0.4247238039970398,
-0.14668774604797363,
-0.21793748438358307,
0.5070149898529053,
-0.09870020300149918,
-0.8561410903930664,
-0.5186820030212402,
-0.27802589535713196,
0.2251812368631363,
-0.6643707752227783,
0.5180215239524841,
-0.4388885498046875,
-0.22541281580924988,
0.053582269698381424,
0.8917048573493958,
0.01933746039867401,
0.029763035476207733,
0.03314125910401344,
-0.15306305885314941,
-0.07508184760808945,
0.8397920727729797,
-1.2307676076889038,
-0.06526551395654678,
0.2652169167995453,
1.21303391456604,
-0.5543376207351685,
0.9577323794364929,
-0.26079103350639343,
-0.9825135469436646,
0.8555998206138611,
0.21393443644046783,
-0.2269272655248642,
0.5050983428955078,
-0.48069894313812256,
0.21097010374069214,
-0.39152294397354126,
-0.4926328659057617,
0.024404319003224373,
0.6814685463905334,
1.117982268333435,
0.6455145478248596,
0.886934220790863,
-0.47343552112579346,
1.192380428314209,
0.2793697416782379,
0.6187260150909424,
0.9266379475593567,
1.4715512990951538,
-0.2536262273788452,
-0.22979053854942322,
-0.7471081018447876,
0.14295881986618042,
0.27545681595802307,
0.6061652898788452,
-0.34586483240127563,
0.698146641254425,
0.23475538194179535,
0.6219884157180786,
0.48601898550987244,
-0.36594051122665405,
0.5847458839416504,
-0.2583174407482147,
0.4423138499259949,
-0.38648635149002075,
-0.7091534733772278,
-0.07762652635574341,
-0.004960849415510893,
-0.17623339593410492,
-0.13245879113674164,
-0.6584787964820862,
-0.06456208974123001,
-0.12105604261159897,
-0.14355871081352234,
0.24505865573883057,
0.27799782156944275,
0.5419862866401672,
0.8710402846336365,
0.3345334529876709,
0.1213197186589241,
-1.2587014436721802,
0.09439610689878464,
-0.2732648253440857,
-0.020650412887334824,
-1.0498082637786865,
-0.6819087266921997,
-1.0426408052444458,
-0.5351293683052063,
-0.8429145812988281
] |
2025-06-14
| null | 6 | 8 | 20 | 25 | 13 | 12 | 14 | 11 | 6 | 5 |
@article{raina2019learningtodesign,
abstract = {Humans as designers have quite versatile problem-solving strategies. Computer agents on the other hand can access large-scale computational resources to solve certain design problems. Hence, if agents can learn from human behavior, a synergetic human-agent problem-solving team can be created. This paper presents an approach to extract human design strategies and implicit rules, purely from historical human data, and use that for design generation. A two-step framework that learns to imitate human design strategies from observation is proposed and implemented. This framework makes use of deep learning constructs to learn to generate designs without any explicit information about objective and performance metrics. The framework is designed to interact with the problem through a visual interface as humans did when solving the problem. It is trained to imitate a set of human designers by …},
author = {Ayush Raina and Christopher McComb and Jonathan Cagan},
citation = {Journal of Mechanical Design, 2019},
journal = {Journal of Mechanical Design},
pub_year = {2019},
title = {Learning To Design From Humans: Imitating Human Designers Through Deep Learning}
}
|
{
"ENTRYTYPE": "article",
"ID": "raina2019learningtodesign",
"abstract": "Humans as designers have quite versatile problem-solving strategies. Computer agents on the other hand can access large-scale computational resources to solve certain design problems. Hence, if agents can learn from human behavior, a synergetic human-agent problem-solving team can be created. This paper presents an approach to extract human design strategies and implicit rules, purely from historical human data, and use that for design generation. A two-step framework that learns to imitate human design strategies from observation is proposed and implemented. This framework makes use of deep learning constructs to learn to generate designs without any explicit information about objective and performance metrics. The framework is designed to interact with the problem through a visual interface as humans did when solving the problem. It is trained to imitate a set of human designers by …",
"author": "Ayush Raina and Christopher McComb and Jonathan Cagan",
"citation": "Journal of Mechanical Design, 2019",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2019,
"publisher": null,
"title": "Learning To Design From Humans: Imitating Human Designers Through Deep Learning",
"volume": null
}
|
0P9w_S0AAAAJ:O3NaXMp0MMsC
| 123 |
/scholar?hl=en&cites=3420341011426968484
|
[
"3420341011426968484"
] |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/141/11/111102/955339
|
/scholar?oi=bibs&hl=en&q=related:pAPONAd-dy8J:scholar.google.com/
|
[
-0.5183263421058655,
0.3407732844352722,
-0.19148677587509155,
0.07865457236766815,
0.7844794392585754,
-0.09997890144586563,
0.1852179318666458,
-0.3616722822189331,
-0.3014823794364929,
0.21466289460659027,
-0.02130383998155594,
0.3466474413871765,
-0.20246069133281708,
-0.058358725160360336,
-0.5216047763824463,
0.13075418770313263,
-0.46547701954841614,
0.5573224425315857,
-0.3996172845363617,
-0.2697301506996155,
0.11562593281269073,
-0.43232735991477966,
-1.2901482582092285,
0.24196237325668335,
0.40487346053123474,
0.2112073302268982,
0.1164981871843338,
1.0120604038238525,
0.39475852251052856,
0.8132649064064026,
0.36641016602516174,
0.043879587203264236,
0.56058269739151,
-0.0782695785164833,
-0.268106073141098,
0.06822511553764343,
0.0991089716553688,
-0.9273016452789307,
-0.59051913022995,
0.30856335163116455,
-0.1979876160621643,
0.01580917462706566,
0.7879522442817688,
-0.38286271691322327,
-0.07792778313159943,
0.38421231508255005,
0.7870731353759766,
0.1442396640777588,
0.5769289135932922,
0.16688933968544006,
1.2804796695709229,
-0.7251577377319336,
0.35798385739326477,
1.2248826026916504,
0.2555467188358307,
0.42346084117889404,
-0.5264819860458374,
-0.5094286203384399,
0.2966119945049286,
-0.16388975083827972,
-0.5606806874275208,
0.2697097659111023,
0.24229492247104645,
-0.745737612247467,
1.3611412048339844,
-0.7742994427680969,
0.1512817144393921,
0.837249755859375,
-0.0524517260491848,
1.7872183322906494,
0.25803515315055847,
-0.9911738038063049,
0.5808715224266052,
0.658381462097168,
0.16785559058189392,
1.1454328298568726,
0.16802702844142914,
1.0215048789978027,
-0.8764514327049255,
-0.19934609532356262,
1.1064671277999878,
-0.2246917337179184,
0.12568163871765137,
-0.5128932595252991,
-0.15602914988994598,
0.8667354583740234,
0.2535480856895447,
0.7714422941207886,
-0.5713586807250977,
0.8992224335670471,
0.10266918689012527,
0.4888705015182495,
-1.0572056770324707,
1.3789669275283813,
-0.18439412117004395,
0.5891289114952087,
0.1682017743587494,
0.5371626615524292,
0.14290264248847961,
0.5224142670631409,
-0.06240195035934448,
0.2228969782590866,
-0.4538712203502655,
0.216604545712471,
1.4289898872375488,
-0.1988247185945511,
0.592045783996582,
-1.0759168863296509,
0.06345386803150177,
-0.18299700319766998,
0.9963428378105164,
-0.7028363347053528,
-0.5261539220809937,
-0.22240285575389862,
-0.24733273684978485,
-0.2528056800365448,
-0.5175946950912476,
-0.44143179059028625,
-0.7662587761878967,
0.40538960695266724,
-0.5277490019798279,
-0.36989864706993103,
-0.13424649834632874,
0.9339576363563538,
0.33825919032096863,
0.47383785247802734,
0.08038614690303802,
0.353547602891922,
0.39645469188690186,
-0.5037717223167419,
-0.5446158051490784,
-0.8209498524665833,
0.5304332971572876,
0.3589964509010315,
0.14262178540229797,
0.44019851088523865,
-1.2092152833938599,
-1.4323594570159912,
-1.5968400239944458,
0.8225519061088562,
-0.2931756377220154,
0.7538071870803833,
1.569969892501831,
0.7739396691322327,
-0.39532575011253357,
1.1300195455551147,
0.0517934150993824,
-0.15374396741390228,
0.17403535544872284,
0.4543585181236267,
0.42533010244369507,
-0.11003145575523376,
-0.6751986145973206,
0.060859646648168564,
0.9147294163703918,
-0.6625605821609497,
-0.5696176886558533,
-0.2773241400718689,
-0.8663490414619446,
-0.4123949408531189,
0.78310626745224,
-1.2169528007507324,
1.360468864440918,
-0.6071115136146545,
-1.2089495658874512,
0.20757193863391876,
0.5448418855667114,
0.40360498428344727,
0.42139628529548645,
-0.06985431909561157,
-0.34848102927207947,
-0.5335830450057983,
-0.30154985189437866,
0.11659355461597443,
-0.028889838606119156,
-1.1727334260940552,
-0.24149304628372192,
0.38666674494743347,
0.1586034744977951,
-0.5112890601158142,
-0.5917328000068665,
0.6972094774246216,
0.014726482331752777,
-0.7117583751678467,
-0.08955316990613937,
0.6631817817687988,
-0.4774070978164673,
-0.06888805329799652,
-0.29060810804367065,
-0.8956730365753174,
0.22150154411792755,
0.024691853672266006,
1.172945261001587,
-0.6499534845352173,
-0.4550272226333618,
0.2912907600402832,
0.05076683685183525,
-0.03237658739089966,
-0.8210976123809814,
0.3928028345108032,
-0.2273423969745636,
0.4025722146034241,
-0.12773017585277557,
-0.5014582872390747,
0.136884406208992,
-0.16471686959266663,
0.3563401401042938,
-0.5683926939964294,
-0.10837485641241074,
0.8708277344703674,
-0.9895052909851074,
0.5006309151649475,
0.14455705881118774,
-0.14192454516887665,
-0.9213998913764954,
1.6671391725540161,
-0.7237003445625305,
-0.059754982590675354,
-0.933499276638031,
-0.178319051861763,
0.1491887867450714,
-0.2429516762495041,
0.643055260181427,
-0.13834062218666077,
0.31922629475593567,
0.13074921071529388,
-1.1787227392196655,
1.3918336629867554,
-0.39716771245002747,
0.2665482461452484,
-0.05534782633185387,
-0.7293446660041809,
0.0521882027387619,
0.6798197627067566,
0.052311770617961884,
-0.20966291427612305,
0.41483813524246216,
0.5715271234512329,
-0.47405919432640076,
-0.5702065229415894,
-0.05905645713210106,
0.8183470964431763,
-0.5109734535217285,
0.6553795337677002,
0.46967270970344543,
-0.4619483947753906,
0.4422326385974884,
-0.3165251910686493,
0.882895827293396,
0.36124810576438904,
0.5212264657020569,
0.1635749340057373,
0.2665347754955292,
-0.6962088346481323,
0.45340070128440857,
0.6483907699584961,
0.8245786428451538,
0.6433880925178528,
0.10996325314044952,
-1.6411793231964111,
0.060413964092731476,
-0.44620946049690247,
1.016071081161499,
0.8888769149780273,
-0.29199931025505066,
-0.3006281554698944,
-0.5603074431419373,
-0.8798848986625671,
-0.010962569154798985,
0.6686250567436218,
-0.828506350517273,
0.06348095089197159,
-0.8941088914871216,
-0.6851403713226318,
0.33546921610832214,
0.26382893323898315,
1.3563177585601807,
-0.7960543632507324,
-0.5380335450172424,
0.20112194120883942,
0.7332529425621033,
-0.1570415496826172,
-0.4909994304180145,
0.0623994879424572,
-0.2349468618631363,
-0.4494090676307678,
-0.028735600411891937,
-0.6459481716156006,
0.19110107421875,
-0.6020816564559937,
0.8570914268493652,
0.280557781457901,
-0.35304170846939087,
0.3088940382003784,
0.7680751085281372,
-0.6847267150878906,
-0.7260518074035645,
-0.3868834376335144,
0.3124709129333496,
-0.3079231381416321,
-0.14606158435344696,
0.13067187368869781,
-0.13967466354370117,
0.8111815452575684,
-0.14155550301074982,
0.19606462121009827,
0.4938361346721649,
0.4347032308578491,
-0.1740238070487976,
0.25873497128486633,
0.06108378246426582,
-0.9378782510757446,
1.0818301439285278,
0.3152135908603668,
-0.6721522212028503,
0.30804821848869324,
-1.0389987230300903,
0.05675572529435158,
0.5753925442695618,
-0.8974906206130981,
-0.025763699784874916,
-0.6367070078849792,
0.8415829539299011,
0.13401542603969574,
-0.7424287796020508,
0.38287997245788574,
0.09620490670204163,
-0.13509786128997803,
0.7359166741371155,
-0.06592121720314026,
0.1206265464425087,
-0.18129685521125793,
0.1648004651069641,
-0.6418547034263611,
0.2787592113018036,
-0.06097767874598503,
0.20378202199935913,
-0.5591557621955872,
-0.6905834078788757,
-0.05710168182849884,
-0.036204006522893906,
0.4346260726451874,
0.16078412532806396,
-0.39865416288375854,
0.182379812002182,
-0.3770403563976288,
-1.167462944984436,
-0.17099426686763763,
-1.2475643157958984,
-0.36275675892829895,
-0.027301732450723648,
-0.03666301816701889,
-0.4156098961830139,
-1.362992525100708,
-0.8149181604385376,
-0.6403277516365051,
0.019992293789982796,
-1.2133296728134155,
-0.35239601135253906,
0.2958366274833679,
-0.7458240985870361,
-0.44161954522132874,
0.297733873128891,
0.08144102245569229,
0.5803571343421936,
-0.18757407367229462,
0.7875747680664062,
0.3038251996040344,
-0.45106691122055054,
-0.0977458655834198,
0.6481800675392151,
0.5312034487724304,
-0.018446318805217743,
-0.028162756934762,
-0.4982617199420929,
0.3676079213619232,
-0.13166384398937225,
-0.502323567867279,
-0.29787883162498474,
0.2730272710323334,
0.6881511807441711,
-0.2048315703868866,
-0.3830919861793518,
-0.11822617799043655,
1.2650835514068604,
0.0685226246714592,
0.09406217187643051,
0.5112084746360779,
1.073228359222412,
0.9394839406013489,
-0.31583479046821594,
0.6281015872955322,
0.19448789954185486,
0.675589919090271,
-0.5056050419807434,
0.08321990817785263,
0.028639106079936028,
-0.8345900177955627,
0.5689535737037659,
0.46675869822502136,
-0.050887346267700195,
0.03935736045241356,
-1.1176071166992188,
0.3121876120567322,
-1.8067740201950073,
-0.3729831576347351,
0.8617474436759949,
0.5827416181564331,
0.005667653866112232,
0.06012476980686188,
-0.08747512847185135,
0.15081028640270233,
0.3731139302253723,
-0.4529826045036316,
-0.1932084709405899,
-0.7209644317626953,
0.4393882155418396,
0.4224703311920166,
-0.07098878920078278,
0.6057152152061462,
-0.28401923179626465,
0.2304576337337494,
14.837443351745605,
0.6951904296875,
0.46986445784568787,
0.180647611618042,
0.6631050109863281,
0.2730916142463684,
-0.44499340653419495,
-0.2485097348690033,
-0.4201680123806,
0.012136418372392654,
0.8372400403022766,
0.2597787380218506,
0.8967958688735962,
0.07396688312292099,
0.4549899399280548,
-0.15783603489398956,
-0.944118320941925,
1.0049232244491577,
0.4010305106639862,
-1.4109227657318115,
0.42670154571533203,
0.3942748010158539,
0.48266229033470154,
-0.6181612610816956,
0.7296561002731323,
0.7837597131729126,
0.7095211744308472,
-0.6043336391448975,
0.8138775825500488,
0.22603848576545715,
0.23650407791137695,
-0.4543208181858063,
0.46369826793670654,
0.8658000230789185,
-0.6945117115974426,
-0.6372300982475281,
0.0038815774023532867,
-1.205689549446106,
0.36224156618118286,
-0.3022829294204712,
-0.5996426343917847,
-0.452166885137558,
-0.33106595277786255,
0.36764177680015564,
0.05070139840245247,
0.29989945888519287,
-0.7647051811218262,
0.21280384063720703,
0.11648613959550858,
-0.5623234510421753,
-0.2048916518688202,
0.6567171812057495,
0.2183193564414978,
-0.7801555395126343,
-0.244254931807518,
0.49780625104904175,
0.3774694800376892,
0.7059152126312256,
-0.2996891438961029,
-0.2370275855064392,
-0.32839342951774597,
-0.2962242662906647,
-0.1604287028312683,
0.08304835855960846,
0.5884963870048523,
0.6278831958770752,
-0.11511152982711792,
-0.043668318539857864,
0.34016063809394836,
0.3214775323867798,
0.09833738952875137,
-0.28487277030944824,
0.3561451733112335,
-0.05288350209593773,
-0.32601794600486755,
0.1288510411977768,
-0.9238141179084778,
-0.2381896823644638,
-0.604971170425415,
-0.9724478125572205,
0.439241498708725,
-1.0472018718719482,
-0.9063093662261963,
0.5438847541809082,
-0.23582494258880615,
-0.898645281791687,
-0.06118034943938255,
-1.002478003501892,
-0.22513234615325928,
-0.1192704364657402,
-0.7124936580657959,
-0.6567631959915161,
0.2484501302242279,
-0.4972796142101288,
-0.27340176701545715,
-0.7267189621925354,
0.788259744644165,
-0.393655002117157,
-0.6998042464256287,
0.25580334663391113,
-0.38050949573516846,
0.015848280861973763,
-0.07598989456892014,
-0.7807185649871826,
0.49020397663116455,
-0.26469895243644714,
-0.045322783291339874,
0.3359048068523407,
0.12772265076637268,
-0.26270395517349243,
-0.7861779928207397,
0.5983895063400269,
-0.19438552856445312,
-1.075959324836731,
-0.514876127243042,
-0.6957343816757202,
-0.7506913542747498,
-0.09287974238395691,
0.5361541509628296,
-0.9538240432739258,
0.2887033522129059,
-0.18391430377960205,
-0.20095348358154297,
-0.18492354452610016,
-1.2459837198257446,
0.37951818108558655,
0.5463611483573914,
-0.15275602042675018,
-0.8294636607170105,
-0.14961139857769012,
0.03752120956778526,
-0.5359326601028442,
-0.13238412141799927,
-0.17429184913635254,
0.7177422642707825,
-0.2827097177505493,
0.8574917912483215,
-0.534424364566803,
0.6386892795562744,
0.3137938380241394,
0.47743093967437744,
-0.785036563873291,
-0.7031971216201782,
-1.0060111284255981,
0.3615836203098297,
-0.16500388085842133,
0.8372433185577393,
-0.4465421438217163,
0.6065348982810974,
1.3056000471115112,
0.5533815622329712,
0.014831929467618465,
-0.06561475247144699,
-0.1607973724603653,
-0.18004241585731506,
-0.40856486558914185,
0.32862603664398193,
-0.09323279559612274,
-0.24848629534244537,
-0.13256198167800903,
0.4080270230770111,
0.8044982552528381,
-0.0021719869691878557,
-0.9023533463478088,
0.8988319039344788,
-0.40633395314216614,
-0.6852145791053772,
-0.8381301164627075,
-0.2066950649023056,
-1.2969326972961426,
-0.060748957097530365,
-0.7355721592903137,
0.2975819706916809,
-0.9897558093070984,
-0.46706271171569824,
0.3177623450756073,
-0.45496031641960144,
-0.3064536154270172,
0.525669276714325,
-1.1412752866744995,
-0.48523786664009094,
-0.49693697690963745,
-0.24487543106079102,
0.468511164188385,
0.8353176116943359,
-0.6968135833740234,
-0.5374237298965454,
-0.15550056099891663,
-0.3720026910305023,
0.6061849594116211,
0.32229167222976685,
-0.5429669618606567,
-0.7509665489196777,
-1.1540932655334473,
0.607406497001648,
-0.13501952588558197,
0.025285059586167336,
-0.9734407663345337,
0.9044637680053711,
-0.17514526844024658,
0.5157400369644165,
0.5483357906341553,
-0.24099212884902954,
-1.091561198234558,
-0.1056387796998024,
0.3950763940811157,
-0.6416907906532288,
0.15470008552074432,
0.07086993008852005,
-0.5214909315109253,
0.2375253587961197,
0.22616232931613922,
-0.22468437254428864,
-1.1831395626068115,
-0.8675414323806763,
-0.18768760561943054,
-1.1608872413635254,
-0.4345826506614685,
0.14325553178787231,
-0.3076908588409424,
-0.6606812477111816,
-0.19937579333782196,
0.2287776917219162,
0.7854145765304565,
-0.06173572316765785,
0.9203732013702393,
0.7906377911567688,
-1.3316450119018555,
0.0746806263923645,
0.2981625497341156,
-0.20461347699165344,
-0.40217772126197815,
0.5661121010780334,
-0.49640026688575745,
-0.7362167239189148,
-0.1349986046552658,
-0.08417312800884247,
0.5889307856559753,
-0.1977558732032776,
-0.04596635326743126,
0.9548504948616028,
-0.6104809641838074,
0.01287989504635334,
0.7237226963043213,
-0.19042310118675232,
-0.7142813801765442,
0.33756721019744873,
-0.6383729577064514,
-0.5882863402366638,
-0.5658897757530212,
0.7379583716392517,
0.37018021941185,
-0.5316105484962463,
0.5676798820495605,
-0.1514255553483963,
0.7059233784675598,
-0.34911561012268066,
-0.6912539601325989,
0.6603341102600098,
0.21023662388324738,
0.22723090648651123,
0.2834789454936981,
0.2740613520145416,
-0.9968752861022949,
-0.7285066246986389,
0.046055715531110764,
0.33479616045951843,
-0.4161262810230255,
0.3666767477989197,
-0.8413533568382263,
-0.7039107084274292,
0.12400945276021957,
0.8721165060997009,
-0.2647533118724823,
0.12722711265087128,
-0.16404366493225098,
0.10302764922380447,
0.7369547486305237,
0.6994605660438538,
-1.0467361211776733,
0.7454280257225037,
0.5384365320205688,
1.8022265434265137,
-0.9288177490234375,
0.7715879082679749,
-0.08925710618495941,
-0.7717496156692505,
1.2561655044555664,
0.7660903334617615,
-0.4827323257923126,
0.7542304396629333,
-0.2886694073677063,
0.12175478786230087,
-0.1383238434791565,
-0.6899009346961975,
-0.24731174111366272,
0.8212849497795105,
1.2955818176269531,
0.4887356460094452,
0.4697158932685852,
-0.16054454445838928,
1.3058730363845825,
0.25386959314346313,
0.7177857160568237,
1.132485270500183,
0.9741893410682678,
0.0827435627579689,
-0.4813457727432251,
-0.006331767421215773,
0.5159070491790771,
0.08549869060516357,
0.8405340909957886,
-0.10300859063863754,
0.5484394431114197,
0.6250648498535156,
0.6830323338508606,
-0.14892250299453735,
-0.4620804190635681,
1.2157052755355835,
-0.3190896511077881,
0.546658992767334,
-0.7106893062591553,
-0.9167463779449463,
-0.354301780462265,
-0.17890878021717072,
-0.4371936321258545,
-0.12200414389371872,
-0.2830117344856262,
-0.3136644959449768,
0.06377517431974411,
0.6163761019706726,
-0.21706119179725647,
-0.0881141796708107,
0.5573925375938416,
0.3596090078353882,
0.07344745099544525,
0.24264571070671082,
-0.6922644972801208,
-0.44488614797592163,
-0.5929185748100281,
-0.1549212634563446,
-0.8134267926216125,
-0.2533465027809143,
-1.022344946861267,
-0.6297942996025085,
-0.5279561877250671
] |
2025-06-14
| null | null | null | null | null | 15 | 19 | 25 | 31 | 25 | 8 |
@article{zhang2021acautionarytale,
abstract = {Recent advances in artificial intelligence (AI) offer opportunities for integrating AI into human design teams. Although various AIs have been developed to aid engineering design, the impact of AI usage on human design teams has received scant research attention. This research assesses the impact of a deep learning AI on distributed human design teams through a human subject study that includes an abrupt problem change. The results demonstrate that, for this study, the AI boosts the initial performance of low-performing teams before …},
author = {Guanglu Zhang and Ayush Raina and Jonathan Cagan and Christopher McComb},
citation = {Design Studies 72, 100990, 2021},
journal = {Design Studies},
pages = {100990},
pub_year = {2021},
publisher = {Elsevier},
title = {A cautionary tale about the impact of AI on human design teams},
volume = {72}
}
|
{
"ENTRYTYPE": "article",
"ID": "zhang2021acautionarytale",
"abstract": "Recent advances in artificial intelligence (AI) offer opportunities for integrating AI into human design teams. Although various AIs have been developed to aid engineering design, the impact of AI usage on human design teams has received scant research attention. This research assesses the impact of a deep learning AI on distributed human design teams through a human subject study that includes an abrupt problem change. The results demonstrate that, for this study, the AI boosts the initial performance of low-performing teams before …",
"author": "Guanglu Zhang and Ayush Raina and Jonathan Cagan and Christopher McComb",
"citation": "Design Studies 72, 100990, 2021",
"conference": null,
"journal": "Design Studies",
"number": null,
"pages": "100990",
"pub_year": 2021,
"publisher": "Elsevier",
"title": "A cautionary tale about the impact of AI on human design teams",
"volume": "72"
}
|
0P9w_S0AAAAJ:q3oQSFYPqjQC
| 134 |
/scholar?hl=en&cites=13862579487630350310
|
[
"13862579487630350310"
] |
https://www.sciencedirect.com/science/article/pii/S0142694X21000016
|
/scholar?oi=bibs&hl=en&q=related:5tfSzpjGYcAJ:scholar.google.com/
|
[
-0.6272966265678406,
0.43295907974243164,
0.3212774693965912,
0.1923254281282425,
0.4840087890625,
-0.10133635997772217,
-0.001871116692200303,
-0.4914518892765045,
-0.09240753948688507,
-0.04740660637617111,
-0.13416317105293274,
0.05264827236533165,
0.12987838685512543,
-0.03979741036891937,
-0.5189863443374634,
0.12252471596002579,
-0.7116699814796448,
0.9032056927680969,
-0.05199005454778671,
-0.4849214553833008,
-0.015010570175945759,
-0.31178557872772217,
-1.3744843006134033,
0.2864295244216919,
0.42013174295425415,
0.6305044889450073,
-0.27136707305908203,
0.8896994590759277,
0.40692266821861267,
0.6828490495681763,
0.06866291165351868,
-0.25158029794692993,
0.9344891309738159,
-0.05466562882065773,
-0.24914005398750305,
-0.30890780687332153,
0.9495567679405212,
-0.7594578862190247,
-0.4334890842437744,
0.3533007502555847,
0.2754574716091156,
-0.11780194193124771,
0.6070824265480042,
-0.6172420382499695,
-0.22545118629932404,
0.3592619299888611,
0.5490154027938843,
0.5580313205718994,
0.7062399983406067,
0.18525439500808716,
1.3940069675445557,
-0.8548241257667542,
0.48057615756988525,
1.4129704236984253,
0.6574006080627441,
-0.20953980088233948,
-0.09528443217277527,
-0.8229498863220215,
0.39536353945732117,
-0.2829875349998474,
-0.5613024234771729,
0.5019413232803345,
0.31624406576156616,
-0.959561824798584,
1.251531958580017,
-0.7843248248100281,
0.06732141971588135,
0.37354546785354614,
-0.004033146426081657,
1.7008181810379028,
-0.12820181250572205,
-1.1558037996292114,
0.5242363214492798,
0.42139795422554016,
0.4989079535007477,
0.8730928301811218,
0.2055128514766693,
0.615777313709259,
-1.0979293584823608,
-0.270656943321228,
0.9074999094009399,
-0.2658132314682007,
0.19546811282634735,
-0.25957340002059937,
-0.24958226084709167,
0.6903610825538635,
0.2892337143421173,
1.028944730758667,
-0.5768799781799316,
0.9512841701507568,
0.3696072995662689,
0.5477244257926941,
-0.48157864809036255,
1.1179547309875488,
0.22459524869918823,
0.9785388708114624,
0.21425342559814453,
0.49954894185066223,
0.1262195110321045,
0.6811676025390625,
-0.2904125452041626,
0.12630468606948853,
-0.8446670770645142,
0.09740053862333298,
1.0839890241622925,
-0.4057095944881439,
0.22359611093997955,
-0.812376856803894,
0.15290126204490662,
-0.0014601894654333591,
0.8196613788604736,
-1.102839469909668,
-0.2941564619541168,
-0.13211408257484436,
-0.47307485342025757,
-0.15048208832740784,
-0.16623999178409576,
-0.5612577795982361,
-0.9625142812728882,
-0.04614310339093208,
-0.3536628484725952,
-0.5966969132423401,
-0.5179615616798401,
1.3249610662460327,
0.30791354179382324,
0.4554358422756195,
0.17498347163200378,
0.7857170701026917,
0.34648025035858154,
-0.38356155157089233,
-0.9949365854263306,
-0.8725910186767578,
0.3236035406589508,
-0.0732124075293541,
0.1027703508734703,
0.5439499020576477,
-1.8046791553497314,
-1.2435312271118164,
-1.3040789365768433,
0.7010593414306641,
-0.22095249593257904,
0.29658177495002747,
1.4164788722991943,
0.31724438071250916,
-0.5745505690574646,
0.9370383024215698,
0.20103059709072113,
-0.41990602016448975,
0.19512072205543518,
0.3513574004173279,
0.5117682814598083,
-0.5195643901824951,
-0.7551406025886536,
0.21999037265777588,
0.12369710952043533,
-0.659416139125824,
-0.30852246284484863,
-0.3476579785346985,
-0.4901471436023712,
-0.2924645245075226,
0.4287761449813843,
-1.2428568601608276,
1.5517276525497437,
-0.5589280128479004,
-1.0396226644515991,
0.029903538525104523,
0.7063273191452026,
0.4975220859050751,
0.5348747372627258,
-0.04031552001833916,
-0.4149515628814697,
-0.3124369978904724,
0.06131764501333237,
0.02967994287610054,
-0.286921888589859,
-1.0865755081176758,
-0.05648478493094444,
0.2926987111568451,
0.14199034869670868,
-0.48409077525138855,
-0.5768558979034424,
0.9627039432525635,
0.15403097867965698,
-0.46244925260543823,
0.09786356985569,
0.5437827110290527,
-0.39014312624931335,
0.2730054259300232,
-0.03813870996236801,
-1.3617091178894043,
0.3930157423019409,
0.08972801268100739,
1.2393945455551147,
-0.8953748345375061,
-0.42033958435058594,
0.5303295254707336,
-0.16408871114253998,
-0.2432079017162323,
-0.3315795063972473,
0.914605438709259,
-0.19779396057128906,
0.08163953572511673,
-0.45999836921691895,
-0.07838033139705658,
0.2955092191696167,
-0.34247204661369324,
0.23610514402389526,
-0.4055749475955963,
-0.1140136644244194,
0.7031530737876892,
-0.5949268341064453,
0.13065867125988007,
-0.4005604684352875,
-0.3730418086051941,
-1.1044137477874756,
1.2067539691925049,
-0.7269343137741089,
0.08501369506120682,
-0.4157285988330841,
0.028772663325071335,
0.19586893916130066,
-0.041736532002687454,
0.537153959274292,
-0.3454386293888092,
0.009121673181653023,
-0.11900600790977478,
-1.166608214378357,
1.3814010620117188,
0.23158758878707886,
0.2689625322818756,
0.04846659302711487,
-0.8070845603942871,
-0.09574607759714127,
1.0263237953186035,
0.11088815331459045,
-0.5619556903839111,
0.3558286726474762,
0.5407781600952148,
-0.011322532780468464,
-0.1865512579679489,
-0.022591138258576393,
0.8780673742294312,
-0.5459686517715454,
0.8719212412834167,
0.1488567441701889,
-0.466828852891922,
0.23768585920333862,
0.08434268832206726,
0.8512088060379028,
0.15987582504749298,
-0.0012615389423444867,
-0.27147233486175537,
-0.0006360042025335133,
-0.2941717803478241,
0.5571672320365906,
0.5218557715415955,
0.6379038691520691,
0.7284014225006104,
0.12049318104982376,
-1.6378592252731323,
-0.2411413937807083,
-0.20387162268161774,
0.833763062953949,
1.2892576456069946,
0.18600918352603912,
-0.05279799550771713,
-0.3714292049407959,
-0.9737862348556519,
0.417125940322876,
0.5561056137084961,
-0.42532122135162354,
-0.2691943943500519,
-1.112573266029358,
-0.5957052707672119,
0.47178012132644653,
0.4596145451068878,
1.078811526298523,
-0.7287451028823853,
-0.5691590309143066,
-0.1585630625486374,
0.8114003539085388,
-0.014031154103577137,
-0.5223809480667114,
-0.2707042992115021,
0.13820548355579376,
-0.16235098242759705,
-0.25068923830986023,
-0.6685899496078491,
0.2910909950733185,
-0.6821267604827881,
1.10639488697052,
0.1683894246816635,
-0.6895975470542908,
0.38470128178596497,
0.8097096681594849,
-1.0594476461410522,
-0.6218059659004211,
-0.45529302954673767,
0.10846282541751862,
-0.5368930101394653,
-0.08457701653242111,
0.3206733763217926,
-0.2247871607542038,
1.2262630462646484,
-0.4144088327884674,
0.05256183072924614,
0.37460488080978394,
0.11534591764211655,
-0.22634828090667725,
-0.08104836940765381,
0.4249846935272217,
-0.5028935670852661,
1.116764783859253,
0.25073757767677307,
-0.4191812574863434,
0.3444875478744507,
-0.4846319258213043,
-0.07337426394224167,
0.36555415391921997,
-0.6895065903663635,
-0.13494552671909332,
-0.9334571361541748,
0.8913966417312622,
0.44304943084716797,
-0.40576234459877014,
0.3277188837528229,
0.5980721116065979,
-0.45540615916252136,
1.0372544527053833,
-0.45639270544052124,
0.3553176522254944,
-0.21810996532440186,
-0.09371431171894073,
-0.6451979279518127,
-0.09839542955160141,
-0.3032342791557312,
0.18210482597351074,
-0.501670777797699,
-0.46184778213500977,
-0.042577072978019714,
0.20232023298740387,
0.647408664226532,
-0.02865726873278618,
-0.5926661491394043,
0.16998279094696045,
-0.4343428313732147,
-0.9047475457191467,
-0.32150790095329285,
-1.1206228733062744,
-0.44046899676322937,
-0.30614784359931946,
0.059411872178316116,
-0.017337052151560783,
-1.0311360359191895,
-0.9695623517036438,
-0.5155078172683716,
-0.18495386838912964,
-0.8857695460319519,
-0.19644883275032043,
-0.12367279827594757,
-0.9724221229553223,
0.058938074856996536,
0.23524285852909088,
0.17061617970466614,
0.7255632877349854,
-0.24211642146110535,
0.7002469897270203,
0.18484893441200256,
-0.5756267309188843,
-0.6400045156478882,
0.5982334613800049,
0.3446674644947052,
-0.34017953276634216,
0.011573264375329018,
-0.25946933031082153,
0.36355626583099365,
-0.4830127954483032,
-0.3563907742500305,
-0.2324068397283554,
-0.022850237786769867,
0.41208145022392273,
0.18551985919475555,
-0.46674999594688416,
-0.6396501660346985,
0.867592453956604,
0.13376930356025696,
0.14088061451911926,
0.43060028553009033,
1.254340410232544,
0.9372161030769348,
0.20923379063606262,
0.8441376090049744,
0.07694610208272934,
0.6765077710151672,
-0.31077948212623596,
-0.40522274374961853,
-0.4206593930721283,
-0.25432145595550537,
0.25569388270378113,
0.6704326868057251,
-0.04743899777531624,
-0.08553752303123474,
-1.7090771198272705,
0.4542001187801361,
-1.7789760828018188,
-0.28242257237434387,
0.7230663299560547,
0.48185673356056213,
0.11268254369497299,
-0.3490060567855835,
-0.2229927033185959,
0.056967951357364655,
0.45251497626304626,
-0.5876714587211609,
-0.20981857180595398,
-0.45975857973098755,
0.5504453778266907,
0.5503769516944885,
-0.02161812037229538,
0.3965054750442505,
0.0480634868144989,
0.33732494711875916,
14.933638572692871,
0.4379466772079468,
0.7719860076904297,
0.1028783842921257,
0.4567905068397522,
0.4336257874965668,
-0.503798246383667,
-0.4905020296573639,
-0.20754578709602356,
0.10891766846179962,
0.4435812830924988,
0.08326100558042526,
0.17846520245075226,
0.30882686376571655,
-0.020317815244197845,
-0.2634825110435486,
-0.7855868339538574,
0.5699273347854614,
0.6119621992111206,
-1.3762383460998535,
0.3262782096862793,
0.3684151768684387,
0.729897677898407,
-0.2093566209077835,
0.49245840311050415,
0.6039794683456421,
0.6318373680114746,
-0.05090250074863434,
0.6864427924156189,
0.18823157250881195,
0.4503735303878784,
-0.666394829750061,
0.8330974578857422,
0.47933393716812134,
-0.42002400755882263,
-0.6516779661178589,
0.08746103197336197,
-1.4587875604629517,
0.43685027956962585,
-0.17368479073047638,
-0.9449779987335205,
-0.5254092812538147,
-0.22122371196746826,
-0.028338132426142693,
0.06253103166818619,
0.6016989946365356,
-0.32646384835243225,
0.18501371145248413,
-0.07559382170438766,
-0.24172666668891907,
-0.38490331172943115,
0.8650831580162048,
0.38793623447418213,
-0.37408211827278137,
-0.2808891236782074,
0.6509613394737244,
0.6077553629875183,
0.2443244308233261,
-0.5940400958061218,
-0.2527011036872864,
-0.3625325560569763,
-0.23335349559783936,
-0.5460827350616455,
0.08000804483890533,
0.2408425658941269,
0.143827885389328,
0.03767416253685951,
0.037349727004766464,
0.1561361849308014,
0.4381134808063507,
0.09273254126310349,
-0.564319908618927,
0.3626427948474884,
0.17191004753112793,
-0.36666354537010193,
0.07680632919073105,
-1.2565655708312988,
-0.08771694451570511,
-0.349256306886673,
-0.7715213298797607,
0.4942154586315155,
-0.7681360840797424,
-1.150324821472168,
0.5918834209442139,
-0.13348817825317383,
-0.8023349046707153,
-0.011859183199703693,
-0.6389544010162354,
-0.2458934634923935,
-0.10286147892475128,
-0.2954181730747223,
-0.5021364092826843,
-0.04432138055562973,
-0.4167647063732147,
-0.38852548599243164,
-0.7710382342338562,
0.6790686845779419,
0.2383352369070053,
-0.7702380418777466,
0.44998061656951904,
-0.3012121319770813,
-0.15126296877861023,
0.30177226662635803,
-0.6865825057029724,
0.7130776047706604,
0.10717804729938507,
-0.5473828315734863,
0.12264733761548996,
0.1756845861673355,
-0.4746723175048828,
-0.8521051406860352,
0.653815507888794,
0.1374335139989853,
-1.1917927265167236,
-0.6685757040977478,
-0.6668419241905212,
-0.9770960211753845,
0.0641079768538475,
0.6641444563865662,
-0.4257186949253082,
0.17134113609790802,
-0.16478422284126282,
-0.01659906655550003,
-0.43054336309432983,
-1.3279749155044556,
0.4967138171195984,
0.7184916734695435,
-0.29682254791259766,
-0.8949311971664429,
0.3459389805793762,
0.4417208433151245,
-0.32814887166023254,
-0.4638024568557739,
0.07640307396650314,
0.48148810863494873,
-0.10773846507072449,
0.8924794793128967,
-0.5248374342918396,
0.5120730400085449,
0.35874876379966736,
0.39341720938682556,
-0.6647863388061523,
-0.7249084115028381,
-0.7219781875610352,
0.5332311987876892,
-0.04051966592669487,
0.5730697512626648,
-0.39735397696495056,
0.4096216559410095,
1.6471120119094849,
-0.09719287604093552,
0.30079126358032227,
-0.07410527020692825,
-0.16444240510463715,
-0.30786195397377014,
-0.1921100616455078,
0.07808233797550201,
0.13424916565418243,
-0.03794793412089348,
-0.09517070651054382,
0.5660980343818665,
0.7180448174476624,
0.019412202760577202,
-0.6412563920021057,
0.8249986171722412,
-0.6138163805007935,
-0.41220659017562866,
-0.3586007058620453,
-0.2418483942747116,
-0.8706578016281128,
-0.2878934144973755,
-0.6842236518859863,
0.43360647559165955,
-1.429443597793579,
-0.8302165865898132,
0.06665048003196716,
-0.27129679918289185,
-0.2629055678844452,
0.50075763463974,
-0.6393939852714539,
-0.44369274377822876,
-0.264532208442688,
-0.4253849685192108,
0.5351528525352478,
1.1685998439788818,
-0.5047247409820557,
-0.33777329325675964,
-0.2741875946521759,
-0.21755485236644745,
0.4108276963233948,
0.19161038100719452,
-0.37254083156585693,
-0.2823754847049713,
-1.3156239986419678,
0.4899607002735138,
-0.42652609944343567,
-0.35060814023017883,
-1.3241121768951416,
1.3318407535552979,
0.3338203430175781,
0.5847630500793457,
0.11491567641496658,
-0.0742558166384697,
-1.343259334564209,
-0.19237816333770752,
0.43521547317504883,
-0.3559432923793793,
0.23280970752239227,
0.1292646825313568,
-0.7851605415344238,
0.01981186307966709,
0.5323353409767151,
-0.3585589826107025,
-0.8734710812568665,
-0.7313322424888611,
-0.11681926995515823,
-1.0826557874679565,
-0.359317809343338,
0.3245033621788025,
-0.5110780596733093,
-0.8208000659942627,
0.013691188767552376,
0.17224891483783722,
0.5022030472755432,
-0.3497350811958313,
0.7630234360694885,
0.21422947943210602,
-1.408568024635315,
0.17657075822353363,
0.4582529664039612,
-0.2070925235748291,
-0.2522988021373749,
0.3996506929397583,
-0.34504058957099915,
-0.7578675150871277,
-0.31698471307754517,
-0.21203380823135376,
0.3143674433231354,
-0.306782990694046,
-0.23558561503887177,
0.19492563605308533,
-0.059057097882032394,
-0.2929311692714691,
0.9124304056167603,
-0.1755422055721283,
-0.7813665866851807,
0.6226828694343567,
-0.6666660904884338,
-0.46449506282806396,
-0.4302241802215576,
0.6140509843826294,
0.735916256904602,
-0.42898279428482056,
0.5646556615829468,
-0.39696264266967773,
0.6874935626983643,
-0.22616074979305267,
-0.8283795118331909,
0.4505709707736969,
0.24700911343097687,
0.12016022950410843,
0.732815682888031,
-0.03133835271000862,
-0.8373498916625977,
-0.6043633222579956,
-0.09721443057060242,
0.5602293014526367,
-0.523865282535553,
0.08278191089630127,
-1.1372992992401123,
-0.3806295692920685,
0.47344541549682617,
1.1254281997680664,
-0.031037108972668648,
-0.07131362706422806,
-0.05815369263291359,
0.3622690737247467,
0.46289265155792236,
0.5875910520553589,
-0.9270967245101929,
0.38976114988327026,
0.7544617652893066,
1.9725435972213745,
-0.8079697489738464,
0.7578135132789612,
-0.28258806467056274,
-1.2140095233917236,
0.9509607553482056,
1.0084857940673828,
-0.39143306016921997,
0.48758476972579956,
-0.2724516987800598,
-0.19438867270946503,
-0.36382052302360535,
-0.26848170161247253,
-0.14204971492290497,
1.072556495666504,
0.9089102149009705,
0.8288392424583435,
0.07584438472986221,
-0.3114377558231354,
1.327847957611084,
0.20821937918663025,
0.9020619988441467,
0.5482752323150635,
1.0211008787155151,
0.039284177124500275,
-0.048273053020238876,
-0.32413816452026367,
0.19817136228084564,
-0.0868544653058052,
0.7422806620597839,
-0.5557165145874023,
0.7155565023422241,
0.3720346689224243,
0.3034067451953888,
0.4118782579898834,
-0.3041341006755829,
1.6781171560287476,
0.09023825079202652,
0.4117603600025177,
-0.6417597532272339,
-1.1398591995239258,
-0.4421124756336212,
-0.062423717230558395,
-0.1307612806558609,
0.25382474064826965,
-0.5399836897850037,
-0.3918271064758301,
0.09677377343177795,
0.5737519264221191,
-0.06167886033654213,
0.15760545432567596,
0.3866480588912964,
0.8311819434165955,
0.5042709112167358,
-0.18354150652885437,
-0.9512925148010254,
-0.0707126259803772,
-0.7182286977767944,
0.272532194852829,
-0.6294028759002686,
-0.4354293942451477,
-0.7684862017631531,
-0.42446088790893555,
-0.7259606719017029
] |
2025-06-14
| null | null | null | null | null | null | 7 | 30 | 31 | 45 | 21 |
@article{williams2019designrepositoryeffectiveness,
abstract = {Machine learning can be used to automate common or time-consuming engineering tasks for which sufficient data already exist. For instance, design repositories can be used to train deep learning algorithms to assess component manufacturability; however, methods to determine the suitability of a design repository for use with machine learning do not exist. We provide an initial investigation toward identifying such a method using “artificial” design repositories to experimentally test the extent to which altering properties of the dataset impacts the assessment precision and generalizability of neural networks trained on the data. For this experiment, we use a 3D convolutional neural network to estimate quantitative manufacturing metrics directly from voxel-based component geometries. Additive manufacturing (AM) is used as a case study because of the recent growth of AM-focused design repositories such as …},
author = {Glen Williams and Nicholas A Meisel and Timothy W Simpson and Christopher McComb},
citation = {Journal of Mechanical Design, 2019},
journal = {Journal of Mechanical Design},
pub_year = {2019},
title = {Design Repository Effectiveness for 3D Convolutional Neural Networks: Application to Additive Manufacturing}
}
|
{
"ENTRYTYPE": "article",
"ID": "williams2019designrepositoryeffectiveness",
"abstract": "Machine learning can be used to automate common or time-consuming engineering tasks for which sufficient data already exist. For instance, design repositories can be used to train deep learning algorithms to assess component manufacturability; however, methods to determine the suitability of a design repository for use with machine learning do not exist. We provide an initial investigation toward identifying such a method using “artificial” design repositories to experimentally test the extent to which altering properties of the dataset impacts the assessment precision and generalizability of neural networks trained on the data. For this experiment, we use a 3D convolutional neural network to estimate quantitative manufacturing metrics directly from voxel-based component geometries. Additive manufacturing (AM) is used as a case study because of the recent growth of AM-focused design repositories such as …",
"author": "Glen Williams and Nicholas A Meisel and Timothy W Simpson and Christopher McComb",
"citation": "Journal of Mechanical Design, 2019",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2019,
"publisher": null,
"title": "Design Repository Effectiveness for 3D Convolutional Neural Networks: Application to Additive Manufacturing",
"volume": null
}
|
0P9w_S0AAAAJ:BqipwSGYUEgC
| 123 |
/scholar?hl=en&cites=3123781173515911231
|
[
"3123781173515911231"
] |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/141/11/111701/955346
|
/scholar?oi=bibs&hl=en&q=related:PwB4Q23mWSsJ:scholar.google.com/
|
[
-0.4539482891559601,
0.27913782000541687,
-0.1509103775024414,
0.4001803696155548,
0.1362295299768448,
-0.09957648813724518,
0.12583597004413605,
-0.646651029586792,
0.04623279348015785,
-0.11781546473503113,
0.4908924996852875,
0.1737959235906601,
-0.26982760429382324,
-0.43204084038734436,
-0.6061134934425354,
0.1539132446050644,
-0.4135686159133911,
0.3205331265926361,
-0.041396450251340866,
0.23530860245227814,
-0.003794556250795722,
0.2771815359592438,
-1.3380318880081177,
-0.0006680100923404098,
-0.2148647904396057,
1.4966981410980225,
-0.29581233859062195,
0.4678848683834076,
-0.25981131196022034,
0.45907068252563477,
0.7341130375862122,
-0.4711340069770813,
0.6324183940887451,
0.21170997619628906,
-0.2421122044324875,
0.4046175479888916,
0.4309763014316559,
-0.6731970310211182,
-0.6270098090171814,
0.5647063851356506,
-0.3351248800754547,
-0.3309950530529022,
0.76556795835495,
-0.17586243152618408,
-0.48569461703300476,
0.3041197657585144,
0.7511940002441406,
0.08477454632520676,
0.10224108397960663,
0.12241429835557938,
0.8863406777381897,
-1.007961392402649,
0.41849544644355774,
1.1029201745986938,
0.7354874610900879,
-0.2922867238521576,
-0.2390732616186142,
-0.5493359565734863,
-0.22380287945270538,
-0.6216641068458557,
-0.349131315946579,
0.34626343846321106,
0.7575510144233704,
-0.8565927743911743,
1.1069176197052002,
-0.32446882128715515,
-0.0407218262553215,
0.34273213148117065,
0.5043739080429077,
1.0583242177963257,
0.39621564745903015,
-0.6911463737487793,
0.34726446866989136,
-0.1876734346151352,
0.27728188037872314,
0.6792848706245422,
0.2765095829963684,
0.6078686118125916,
-0.4706043601036072,
0.44293051958084106,
1.4857487678527832,
0.08017773181200027,
0.784831702709198,
-0.3281378746032715,
0.32191023230552673,
0.4175187945365906,
0.30144500732421875,
0.4465131163597107,
-0.6184456944465637,
1.0421333312988281,
0.42763808369636536,
0.31492990255355835,
-0.13288834691047668,
0.9283459186553955,
0.21077851951122284,
0.6036148071289062,
-0.1275782734155655,
-0.19023029506206512,
-0.0010489510605111718,
1.0414432287216187,
-0.01780131459236145,
0.8890815377235413,
-0.2008240669965744,
0.30340564250946045,
1.3025357723236084,
-0.35391920804977417,
0.2657337188720703,
-0.7762863636016846,
0.23371830582618713,
-0.07778342813253403,
0.16519884765148163,
-0.7975415587425232,
-0.18849147856235504,
-0.48016059398651123,
-0.5504376292228699,
-0.3999277949333191,
-0.6661326885223389,
-0.06106793135404587,
-0.8647397756576538,
-0.1818855255842209,
-0.7635321021080017,
-0.49297311902046204,
0.03770558163523674,
0.5737241506576538,
0.5081628561019897,
-0.1593083143234253,
-0.08144533634185791,
0.686545729637146,
0.4710826575756073,
-0.49501103162765503,
-0.40206608176231384,
-0.32060477137565613,
0.22512146830558777,
-0.6072582006454468,
-0.11050332337617874,
-0.06638338416814804,
-1.5736538171768188,
-1.1769758462905884,
-1.0126146078109741,
0.6602078676223755,
-0.250281423330307,
0.48387131094932556,
1.8450162410736084,
0.36240318417549133,
-0.4453466534614563,
1.071898102760315,
-0.11027667671442032,
0.3452906906604767,
0.7868155837059021,
0.19797737896442413,
0.06499411910772324,
-0.4391542375087738,
-0.23890112340450287,
0.3136116862297058,
0.41893908381462097,
-0.5545020699501038,
-0.3330627977848053,
-0.2681480050086975,
-1.1925920248031616,
-0.3391023278236389,
0.4435616135597229,
-0.7777588367462158,
0.9625416994094849,
-0.08162344992160797,
-1.1962987184524536,
0.03161398321390152,
0.8346127271652222,
0.7387616634368896,
0.5511763095855713,
-0.17568819224834442,
-0.5700188279151917,
-0.5657811164855957,
-0.21931730210781097,
-0.007359753362834454,
0.0002845098788384348,
-0.7621273398399353,
0.7659571170806885,
0.4518129825592041,
-0.026844460517168045,
-0.6661962270736694,
-0.43783867359161377,
0.9438507556915283,
-0.005803645122796297,
-0.6676445603370667,
0.6619125008583069,
0.7138140201568604,
-0.29505178332328796,
0.24077457189559937,
-0.9671230912208557,
-0.425546258687973,
0.7767140865325928,
-0.3365063965320587,
0.5294632911682129,
-0.6262545585632324,
-1.1261217594146729,
0.25415053963661194,
-0.19798867404460907,
-0.41572287678718567,
-0.7266627550125122,
0.2945857644081116,
-0.6136482357978821,
0.4613635241985321,
0.1665721982717514,
-0.44948428869247437,
-0.0752432718873024,
-0.47256729006767273,
0.2947821319103241,
-0.3242280185222626,
0.35745659470558167,
1.1674562692642212,
-0.3422306776046753,
0.04920166730880737,
0.609748363494873,
0.20634281635284424,
-0.560598611831665,
0.9663744568824768,
-0.5287705063819885,
-0.3112297058105469,
-0.3083275854587555,
0.7391251921653748,
0.2536056935787201,
0.04076983034610748,
0.24737341701984406,
-0.9490545392036438,
0.1635211557149887,
0.43108442425727844,
-1.4045121669769287,
1.203067421913147,
-0.4744846820831299,
0.33159855008125305,
0.10257162153720856,
-0.45233312249183655,
0.4211607873439789,
0.5314171314239502,
0.5092465281486511,
-0.6895980834960938,
0.8712326288223267,
0.6545126438140869,
-0.4471246600151062,
0.04189670458436012,
0.44030341506004333,
0.665465772151947,
-0.5126199722290039,
0.4811822175979614,
1.1438101530075073,
-0.5697211027145386,
0.34975263476371765,
-0.26829683780670166,
0.7795237302780151,
0.42147359251976013,
-0.27433180809020996,
-0.2368016242980957,
-0.24416442215442657,
-0.634783923625946,
-0.12189651280641556,
0.07952123135328293,
1.1220965385437012,
1.1999303102493286,
0.36968934535980225,
-0.7516085505485535,
-0.7430962324142456,
-0.6782957911491394,
1.0727099180221558,
0.2043071687221527,
-0.07591240108013153,
0.1926601380109787,
-0.5334250926971436,
-0.5654062628746033,
0.18702897429466248,
-0.1449396014213562,
-0.2900214195251465,
-0.16242535412311554,
-0.7143521904945374,
-0.49335402250289917,
0.3079172372817993,
0.8974691033363342,
0.9661260843276978,
-0.381835401058197,
0.08526822179555893,
-0.12325091660022736,
1.2303874492645264,
-0.4056534171104431,
-0.17486071586608887,
0.28816357254981995,
-0.40834304690361023,
-0.6549475789070129,
0.18020257353782654,
-0.3948512375354767,
0.4905043840408325,
-0.6065232157707214,
0.7884723544120789,
-0.3216409981250763,
-0.7045506834983826,
0.28720393776893616,
0.8777832984924316,
-0.7264840602874756,
-0.8420982956886292,
-0.2569253146648407,
0.4287644028663635,
-0.8544989228248596,
-0.13199232518672943,
-0.017823612317442894,
-0.22391735017299652,
0.6512849926948547,
-0.4905807673931122,
-0.3271196186542511,
0.7729325294494629,
-0.09846567362546921,
0.6389299631118774,
0.17557980120182037,
0.22120769321918488,
-0.3196919560432434,
1.1268894672393799,
0.2618211507797241,
-0.7483328580856323,
-0.0749722346663475,
-0.4696478545665741,
-0.0591544434428215,
0.7128892540931702,
-0.6121079325675964,
0.07578456401824951,
-0.6322843432426453,
0.29820477962493896,
-0.5352509021759033,
-0.7806522250175476,
0.35136476159095764,
-0.04799796640872955,
-0.5186963081359863,
-0.2119615525007248,
-0.4687345325946808,
0.739839494228363,
-0.43448883295059204,
0.36956363916397095,
-0.7963576912879944,
0.49521151185035706,
-0.24937035143375397,
0.24119916558265686,
-0.4800281226634979,
0.44731229543685913,
-0.5332667231559753,
0.03860584273934364,
0.432045578956604,
-0.4097769260406494,
-0.8700336813926697,
-0.06455276906490326,
-0.19226600229740143,
-0.39411282539367676,
-0.2046789824962616,
-1.0380796194076538,
0.30403417348861694,
-0.4118865430355072,
0.036719124764204025,
-0.34807851910591125,
-1.465831995010376,
-1.375327229499817,
-0.6658564805984497,
-0.49560248851776123,
-1.401379942893982,
0.2564564645290375,
-0.14090518653392792,
-0.5457282662391663,
-0.2824639081954956,
-0.53810715675354,
-0.5380556583404541,
0.7514929175376892,
0.2362760305404663,
0.8295430541038513,
0.07321005314588547,
-0.3769209384918213,
-0.7077640295028687,
0.26525282859802246,
1.0142070055007935,
0.16750168800354004,
0.7820587158203125,
-0.30603617429733276,
0.9403112530708313,
-0.2509337067604065,
-0.22440287470817566,
-0.1815474033355713,
0.4821760654449463,
1.0564309358596802,
-0.00797361508011818,
0.12193126976490021,
-0.3924175202846527,
1.6054902076721191,
-0.5846065878868103,
0.3280978500843048,
0.07333749532699585,
0.8534184694290161,
0.6108917593955994,
-0.5158504843711853,
0.19456441700458527,
-0.8913049101829529,
0.4541671574115753,
0.33828309178352356,
-0.1530212163925171,
-0.9367831349372864,
-0.6456729173660278,
-0.13313159346580505,
1.2732380628585815,
0.1874750852584839,
0.5381007194519043,
-0.8106398582458496,
0.18108037114143372,
-0.6498353481292725,
-0.17953890562057495,
0.46422910690307617,
0.4137538969516754,
0.14974473416805267,
0.31601056456565857,
-0.2287784069776535,
0.5158944725990295,
0.402022123336792,
-0.19115424156188965,
-0.10796360671520233,
-0.42579859495162964,
-0.019305119290947914,
0.7140529751777649,
0.3565324544906616,
0.22505243122577667,
-0.4165966510772705,
-0.24636565148830414,
14.77263355255127,
0.7259483933448792,
0.11761115491390228,
0.1413840353488922,
1.0169414281845093,
0.48745104670524597,
-0.5124034881591797,
-0.36595532298088074,
-0.3772261142730713,
0.41307681798934937,
0.677142858505249,
0.7410969734191895,
-0.008527928031980991,
0.8395868539810181,
-0.3371443450450897,
-0.18769261240959167,
-0.7557063102722168,
0.6175641417503357,
0.2941533327102661,
-2.121325731277466,
0.1339622139930725,
0.337036669254303,
0.9334880113601685,
-0.22713211178779602,
0.7046996355056763,
-0.10243552923202515,
0.5452019572257996,
-0.4890523850917816,
0.6408677697181702,
0.5818565487861633,
1.1747997999191284,
-0.43926122784614563,
0.6525818705558777,
-0.23997335135936737,
-0.8723562955856323,
-0.2266242951154709,
-0.21409715712070465,
-0.934502899646759,
0.3709166646003723,
0.46904444694519043,
-0.6356075406074524,
-0.14853589236736298,
-0.39613068103790283,
0.18526622653007507,
0.03897013142704964,
0.6457201838493347,
-0.2794248163700104,
0.2911156713962555,
-0.20264384150505066,
-0.19441398978233337,
-0.17697198688983917,
0.3696947693824768,
-0.04382407292723656,
-0.5384324789047241,
-0.21982307732105255,
-0.20569570362567902,
0.3337688446044922,
0.7556436657905579,
-0.9703013896942139,
-0.44652044773101807,
-0.4206622242927551,
-0.3110668659210205,
-0.4385443925857544,
0.6085469722747803,
-0.07454679161310196,
0.8949400782585144,
-0.44173139333724976,
-0.11697322875261307,
0.10340871661901474,
0.26354703307151794,
0.11937705427408218,
-0.05684921145439148,
0.7001916766166687,
0.2086077630519867,
-0.14397113025188446,
-0.1587400585412979,
-1.1781935691833496,
0.37271061539649963,
-0.35511285066604614,
0.06806740909814835,
-0.2417193353176117,
-1.0346693992614746,
-1.5233122110366821,
0.5603172183036804,
-0.5253550410270691,
-0.7300437688827515,
0.3346063494682312,
-1.3697850704193115,
-0.009315707720816135,
0.2122296541929245,
-0.5926886796951294,
-0.6664502024650574,
0.18346741795539856,
-0.9902042150497437,
-0.15885482728481293,
-0.3161655068397522,
0.6939011216163635,
0.024025728926062584,
-0.4767494797706604,
-0.20510634779930115,
-0.0840035080909729,
0.5114830136299133,
-0.41333213448524475,
-0.37473756074905396,
0.48376819491386414,
0.18393954634666443,
-0.27794599533081055,
-0.4292522370815277,
-0.18474920094013214,
-0.5512015223503113,
-0.7841129899024963,
-0.2469502091407776,
-0.8464717864990234,
-0.9581044316291809,
-0.11726909130811691,
-0.4680587947368622,
-0.1772366315126419,
0.08427498489618301,
0.21813498437404633,
-0.15298578143119812,
0.28747206926345825,
-0.47578293085098267,
-0.09780605882406235,
-0.035861674696207047,
-1.171219825744629,
0.18011750280857086,
0.6889243125915527,
-0.8056025505065918,
-0.19403651356697083,
0.05905013531446457,
0.3283611834049225,
-0.8341187238693237,
-1.005029320716858,
0.4919739067554474,
0.3019595146179199,
-0.18974652886390686,
1.1340179443359375,
-0.47909846901893616,
1.8437330722808838,
0.6413532495498657,
-0.34964680671691895,
-0.6340099573135376,
-0.4002953767776489,
-0.38878726959228516,
-0.16069477796554565,
0.27968817949295044,
0.49694472551345825,
-0.3262013792991638,
0.7259856462478638,
1.0525482892990112,
-0.5066908001899719,
-0.6555878520011902,
-0.5304272770881653,
-0.548168420791626,
-0.16989664733409882,
-0.7540736198425293,
0.41918158531188965,
-0.28150102496147156,
-0.6828383207321167,
-0.49971091747283936,
0.9549915790557861,
0.5442556142807007,
-0.3528459072113037,
-0.5427361726760864,
-0.003438284620642662,
-0.3405264914035797,
-0.19067907333374023,
-0.9848453402519226,
-1.0746092796325684,
-0.8379679918289185,
0.18059340119361877,
-0.8363603353500366,
0.11942250281572342,
-1.1183691024780273,
-0.37133970856666565,
0.056972067803144455,
-0.32357925176620483,
-0.22518278658390045,
1.2197877168655396,
-0.27606916427612305,
-0.962405800819397,
-0.4187743365764618,
-0.2928336262702942,
0.6145333647727966,
0.8605854511260986,
-0.9790318608283997,
0.1448647528886795,
-0.3711983561515808,
-0.09476205706596375,
0.5086046457290649,
0.37650707364082336,
0.054485347121953964,
-0.48051244020462036,
-1.2968504428863525,
-0.09627410769462585,
-0.629989504814148,
-0.29839110374450684,
-1.2725580930709839,
0.6587114930152893,
0.49380242824554443,
0.650504469871521,
-0.1283993124961853,
0.213168203830719,
-1.3505185842514038,
-0.049791786819696426,
0.27342489361763,
-0.2688518464565277,
0.12651461362838745,
0.3113384544849396,
-0.5556367039680481,
-0.14827470481395721,
0.43054723739624023,
-0.14239877462387085,
-0.8418793678283691,
-0.43814149498939514,
0.3763268291950226,
-0.3669590950012207,
-0.6905046701431274,
0.11951763927936554,
-0.854945182800293,
-1.0334508419036865,
-0.0003810698399320245,
0.03201552852988243,
-0.3097394108772278,
-0.10651241987943649,
0.9615913033485413,
1.1628228425979614,
-1.8029886484146118,
0.2830524742603302,
0.4647943675518036,
-0.3936578631401062,
-0.26456958055496216,
0.20722894370555878,
-0.19556577503681183,
-0.7038131356239319,
0.3310117721557617,
-0.18511350452899933,
0.35341858863830566,
-0.2253284901380539,
0.07251463830471039,
0.7775401473045349,
-0.18896116316318512,
0.36113083362579346,
1.0072436332702637,
-0.7583908438682556,
-0.7841490507125854,
0.04722489044070244,
-0.9880188703536987,
-0.14019587635993958,
-0.7173086404800415,
0.04400648549199104,
0.4748995304107666,
0.38820895552635193,
0.08624991774559021,
-0.2232639491558075,
0.24293252825737,
0.10482989251613617,
-0.25368955731391907,
0.6339012384414673,
0.4885919392108917,
0.05048634111881256,
0.3545982539653778,
0.8313995003700256,
-0.910616934299469,
-0.933766782283783,
0.016193686053156853,
-0.024290166795253754,
-0.47317421436309814,
0.004009456839412451,
-0.4712636470794678,
-1.573589563369751,
0.11600863188505173,
0.8445362448692322,
-0.007843829691410065,
-0.012950031086802483,
0.44168737530708313,
0.18207815289497375,
0.14527998864650726,
0.7234047651290894,
-1.0460070371627808,
0.5977099537849426,
0.8206160664558411,
1.698216199874878,
-0.5208626985549927,
0.7907530069351196,
-0.9818026423454285,
0.02269311062991619,
1.2709870338439941,
0.7610995173454285,
-0.2663172781467438,
1.123401165008545,
0.29467248916625977,
-0.6157585382461548,
-0.23955628275871277,
0.053271058946847916,
-0.0946943536400795,
1.1003482341766357,
0.978169322013855,
0.664484977722168,
0.44424793124198914,
0.4410856366157532,
1.3868205547332764,
-0.1608610302209854,
-0.06840131431818008,
0.7550809979438782,
1.3271969556808472,
0.049755074083805084,
-0.02717200666666031,
0.037487104535102844,
1.2323763370513916,
-0.16856856644153595,
0.2875118851661682,
-0.3272949457168579,
0.6785110831260681,
0.38694772124290466,
0.4385319948196411,
1.1070945262908936,
-0.865632176399231,
1.1952433586120605,
-0.35858672857284546,
0.7267467379570007,
-0.6787109971046448,
-0.15079784393310547,
-0.05835577845573425,
-0.011041315272450447,
-0.6104798913002014,
-0.20181699097156525,
-0.5115513801574707,
-0.2515837550163269,
-0.10401879996061325,
-0.15302635729312897,
-0.45236915349960327,
0.7148537635803223,
0.6718209385871887,
0.38710200786590576,
0.6764568090438843,
0.17426803708076477,
-0.5362687706947327,
-0.047792062163352966,
-0.5506623983383179,
-0.10967639833688736,
-0.7644246220588684,
-0.7708849906921387,
-1.020108699798584,
-0.10028154402971268,
-0.9727124571800232
] |
2025-06-14
| null | null | null | null | 1 | 11 | 18 | 27 | 28 | 24 | 14 |
@article{mccomb2017optimizingdesignteams,
abstract = {The performance of a team with the right characteristics can exceed the mere sum of the constituent members' individual efforts. However, a team having the wrong characteristics may perform more poorly than the sum of its individuals. Therefore, it is vital that teams are assembled and managed properly in order to maximize performance. This work examines how the properties of configuration design problems can be leveraged to select the best values for team characteristics (specifically team size and interaction frequency). A computational model of design teams which has been shown to effectively emulate human team behavior is employed to pinpoint optimized team characteristics for solving a variety of configuration design problems. These configuration design problems are characterized with respect to the local and global structure of the design space, the alignment between objectives, and the resources …},
author = {Christopher McComb and Jonathan Cagan and Kenneth Kotovsky},
citation = {Journal of Mechanical Design, 2017},
journal = {Journal of Mechanical Design},
pub_year = {2017},
title = {Optimizing Design Teams Based on Problem Properties: Computational Team Simulations and an Applied Empirical Test}
}
|
{
"ENTRYTYPE": "article",
"ID": "mccomb2017optimizingdesignteams",
"abstract": "The performance of a team with the right characteristics can exceed the mere sum of the constituent members' individual efforts. However, a team having the wrong characteristics may perform more poorly than the sum of its individuals. Therefore, it is vital that teams are assembled and managed properly in order to maximize performance. This work examines how the properties of configuration design problems can be leveraged to select the best values for team characteristics (specifically team size and interaction frequency). A computational model of design teams which has been shown to effectively emulate human team behavior is employed to pinpoint optimized team characteristics for solving a variety of configuration design problems. These configuration design problems are characterized with respect to the local and global structure of the design space, the alignment between objectives, and the resources …",
"author": "Christopher McComb and Jonathan Cagan and Kenneth Kotovsky",
"citation": "Journal of Mechanical Design, 2017",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2017,
"publisher": null,
"title": "Optimizing Design Teams Based on Problem Properties: Computational Team Simulations and an Applied Empirical Test",
"volume": null
}
|
0P9w_S0AAAAJ:4DMP91E08xMC
| 91 |
/scholar?hl=en&cites=10487496979515429608
|
[
"10487496979515429608"
] |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/139/4/041101/421818
|
/scholar?oi=bibs&hl=en&q=related:6NL_DvASi5EJ:scholar.google.com/
|
[
-0.2559681236743927,
0.030602851882576942,
-0.4723573625087738,
0.8382591009140015,
0.2631978988647461,
0.013865519315004349,
-0.27950724959373474,
-0.5037298798561096,
0.08089230209589005,
0.39560332894325256,
0.28126612305641174,
0.09600423276424408,
-0.9647254347801208,
-0.15149827301502228,
-0.08718801289796829,
-0.48196572065353394,
-0.814339816570282,
0.40848687291145325,
-0.7706884741783142,
-0.11474820226430893,
-0.011854742653667927,
-0.4930567741394043,
-1.521783471107483,
0.17907698452472687,
0.4450276494026184,
1.0154372453689575,
-0.04387509450316429,
0.7923656702041626,
0.04425588622689247,
0.11428376287221909,
0.3659306764602661,
0.11867699027061462,
0.5494272708892822,
-0.17984044551849365,
-0.07521013170480728,
0.4383032023906708,
0.006083136890083551,
-0.06822843104600906,
-0.36581501364707947,
0.16029590368270874,
0.29417115449905396,
-0.23835760354995728,
0.8369103670120239,
-0.38994911313056946,
-0.06312857568264008,
0.5800227522850037,
0.25500571727752686,
0.6534337997436523,
0.3031749129295349,
-0.12480125576257706,
1.3755366802215576,
-0.7899782657623291,
0.11122066527605057,
1.033187985420227,
0.5193224549293518,
-0.4636829197406769,
-0.8306534886360168,
-0.4840531051158905,
-0.21278037130832672,
-0.6231263875961304,
-0.7947313189506531,
0.23466207087039948,
-0.03846500441431999,
-0.8231856822967529,
1.5163426399230957,
-0.7314296960830688,
0.019793657585978508,
0.0698050856590271,
0.29742464423179626,
0.5246118307113647,
0.008695609867572784,
-1.0834013223648071,
0.5225124955177307,
0.4026106894016266,
0.15018200874328613,
0.32340317964553833,
0.6755926012992859,
0.6412093043327332,
-1.0499545335769653,
-0.24375341832637787,
0.6454237103462219,
-0.6922636032104492,
-0.0651075467467308,
-0.6055536866188049,
-0.3015855550765991,
0.11145475506782532,
-0.14377383887767792,
0.7127334475517273,
-0.6697295904159546,
0.8304373621940613,
-0.04491778090596199,
0.6525958180427551,
-0.44051316380500793,
0.9859175086021423,
-0.031152762472629547,
0.7640349268913269,
0.12863413989543915,
0.26806947588920593,
0.3098710775375366,
0.5074099898338318,
-0.259755402803421,
0.3829461932182312,
-0.6187950968742371,
0.29890573024749756,
1.3847074508666992,
-0.08433490991592407,
0.284780353307724,
-0.6800228953361511,
0.40138548612594604,
0.07904906570911407,
1.1525036096572876,
-0.37062403559684753,
-0.060411758720874786,
-0.4334450364112854,
-0.17700590193271637,
-0.5144760012626648,
-0.17916737496852875,
-0.33569079637527466,
-0.29836511611938477,
0.2178494781255722,
-0.1568836271762848,
-0.31729233264923096,
-0.059406474232673645,
0.7658707499504089,
-0.18874995410442352,
0.4329289495944977,
0.04661044850945473,
-0.32427138090133667,
0.25860387086868286,
-0.04439610615372658,
-0.9915778040885925,
-0.429461270570755,
0.24393071234226227,
-0.7057682275772095,
-0.009542475454509258,
-0.19725632667541504,
-1.5026440620422363,
-1.098926305770874,
-0.9913421869277954,
1.491371989250183,
0.30619341135025024,
0.615885853767395,
1.0541073083877563,
0.5100014805793762,
-0.7051012516021729,
0.964862048625946,
0.17635288834571838,
-0.4162485599517822,
-0.24768266081809998,
0.39623111486434937,
0.4273828864097595,
-0.10390795022249222,
-0.25094878673553467,
0.12053143978118896,
0.5693297386169434,
-1.017564058303833,
-0.05608373135328293,
-0.5370144844055176,
-0.5722258687019348,
-0.058077383786439896,
0.638602614402771,
-1.28481924533844,
1.0356450080871582,
-0.04779135435819626,
-0.7398412227630615,
-0.25686269998550415,
0.5667279958724976,
0.717136025428772,
0.26134172081947327,
0.1792011857032776,
-0.5175302624702454,
-0.36865195631980896,
0.09835544973611832,
-0.7372948527336121,
-0.457714319229126,
-0.9964390993118286,
0.1524977684020996,
0.34476932883262634,
-0.7071788907051086,
-0.030964449048042297,
-0.5474677681922913,
0.9925448894500732,
0.2918911874294281,
-0.4498269557952881,
0.18395011126995087,
0.6740435361862183,
-0.5927534699440002,
-0.14159487187862396,
-0.24571602046489716,
-0.5678020715713501,
0.2974056005477905,
0.18464383482933044,
1.507822871208191,
-0.16612106561660767,
-0.19917501509189606,
0.46746259927749634,
-0.3339172303676605,
-0.2890382409095764,
-0.3615778684616089,
1.3530778884887695,
-0.5404897928237915,
0.3145771622657776,
-0.042640745639801025,
-0.5121543407440186,
-0.2013695389032364,
-0.13860976696014404,
0.047839097678661346,
-0.338004469871521,
-0.3793368935585022,
0.5122563242912292,
-0.2902930676937103,
0.19227400422096252,
0.32356852293014526,
-0.1661931425333023,
-0.6752694249153137,
1.2527434825897217,
-0.3442775011062622,
0.12795695662498474,
-0.5463179349899292,
0.09689600765705109,
0.36284881830215454,
-0.15488623082637787,
1.076871633529663,
-0.4051511585712433,
-0.423753559589386,
-0.10469206422567368,
-1.4732450246810913,
0.6625149250030518,
-0.27380940318107605,
-0.18101607263088226,
0.423414409160614,
-0.771395742893219,
-0.03813162073493004,
0.9786558151245117,
0.9554736018180847,
-0.5049184560775757,
0.792757511138916,
0.47220879793167114,
-0.44742798805236816,
-0.7105126976966858,
0.19780027866363525,
0.7764410972595215,
-0.5528969764709473,
1.0057467222213745,
0.5435037016868591,
-0.1845962554216385,
0.6859492063522339,
-0.48094892501831055,
0.4506385028362274,
0.0844721794128418,
0.11319343745708466,
-0.7527227997779846,
-0.4189908504486084,
-0.6297337412834167,
0.15460199117660522,
0.29664942622184753,
0.8652347326278687,
0.5175913572311401,
0.216897651553154,
-0.9898999333381653,
-0.696662187576294,
-0.5356290340423584,
0.6630591750144958,
0.6485176682472229,
0.43673932552337646,
-0.40409618616104126,
-0.5460660457611084,
0.12860333919525146,
0.7265757918357849,
0.04640350490808487,
-0.5339698791503906,
-0.28315579891204834,
-0.688892662525177,
-0.8936561942100525,
0.2084745168685913,
0.36831116676330566,
0.4055584967136383,
-0.3966211974620819,
-0.318541556596756,
-0.04835565388202667,
0.7066985368728638,
-0.27613237500190735,
-0.5374432802200317,
0.12930409610271454,
-0.04361889883875847,
-0.7747546434402466,
0.3307308256626129,
-0.4470478594303131,
0.15454570949077606,
-0.08220187574625015,
1.1212676763534546,
0.14073334634304047,
-0.6723867654800415,
0.6096183657646179,
0.44398683309555054,
-0.5793478488922119,
-0.29568129777908325,
-0.7149475812911987,
0.7805477380752563,
-0.21655412018299103,
-0.19114740192890167,
-0.17769435048103333,
-0.13124218583106995,
1.1747137308120728,
-0.4576455056667328,
-0.11799837648868561,
0.4133318066596985,
0.42499682307243347,
0.22235330939292908,
0.3814482092857361,
0.08197669684886932,
0.2009195238351822,
1.392228126525879,
0.17528004944324493,
-0.552243709564209,
0.5372992157936096,
-0.685513973236084,
-0.07455987483263016,
0.3759112060070038,
-0.7614251375198364,
0.05716492235660553,
-1.5280259847640991,
1.2326469421386719,
0.3319252133369446,
-0.20722392201423645,
0.3367650806903839,
0.08308852463960648,
-0.5660449266433716,
0.3503870666027069,
-0.18291418254375458,
0.6626790165901184,
-0.10709420591592789,
-0.10922715812921524,
-0.43167734146118164,
-0.3452271819114685,
-0.5335959792137146,
0.010863804258406162,
-0.486301451921463,
-0.38963380455970764,
-0.22513292729854584,
-0.005045957863330841,
0.26272252202033997,
0.19381213188171387,
-0.805367648601532,
0.12379328906536102,
-0.07620254158973694,
-1.384519338607788,
-0.4510440528392792,
-0.4604189693927765,
-0.25472480058670044,
0.03272254392504692,
0.4315621554851532,
-0.3230419456958771,
-0.9610535502433777,
-0.45629143714904785,
-0.9687579274177551,
-0.13591645658016205,
-1.3587720394134521,
0.0075360131449997425,
0.15637120604515076,
-0.6773930191993713,
-0.19163209199905396,
0.048248033970594406,
0.15301334857940674,
0.8876734972000122,
-0.002950122579932213,
0.7941580414772034,
0.47236743569374084,
-0.6888020634651184,
-0.08411731570959091,
0.594767689704895,
0.26814210414886475,
-0.09778959304094315,
0.29905062913894653,
0.3669281303882599,
0.04726554453372955,
-0.3815189003944397,
-0.19726377725601196,
-0.5164574384689331,
0.7476927042007446,
0.7341145277023315,
-0.2077743262052536,
-0.514568030834198,
-0.12422124296426773,
1.4532268047332764,
-0.22701387107372284,
-0.25585946440696716,
0.4645023047924042,
0.7506507039070129,
0.9713760018348694,
0.12562742829322815,
1.3358389139175415,
-0.35330167412757874,
0.9579305648803711,
0.21201449632644653,
-0.023165013641119003,
-0.18867607414722443,
-0.4133555591106415,
-0.01039886474609375,
0.6410976648330688,
-0.22433896362781525,
-0.014761336147785187,
-1.0791325569152832,
0.4528042674064636,
-1.5613993406295776,
-0.3768346607685089,
0.6323564052581787,
1.2457425594329834,
-0.05489795282483101,
-0.18632537126541138,
-0.03610095754265785,
0.37928691506385803,
0.7520284056663513,
-0.4186277985572815,
0.5064053535461426,
-0.14455242455005646,
0.30261579155921936,
0.6579679846763611,
0.5947192907333374,
0.5995217561721802,
0.06007042154669762,
0.1989576816558838,
15.279685974121094,
0.44020068645477295,
0.5269411206245422,
0.20236368477344513,
0.45555630326271057,
0.001701531233265996,
-0.490443617105484,
-0.013875906355679035,
-0.7810095548629761,
0.3776870369911194,
0.6515699028968811,
-0.2864832878112793,
0.4749629497528076,
-0.008734120056033134,
0.485308974981308,
-0.47991958260536194,
-0.34408870339393616,
0.4439721703529358,
0.14965349435806274,
-1.418990969657898,
0.5329252481460571,
0.6502506732940674,
0.7417349815368652,
-0.7852992415428162,
0.45709678530693054,
-0.007856933400034904,
0.4019286036491394,
-0.8053527474403381,
0.9490537643432617,
0.13622207939624786,
0.5507292151451111,
-0.7665151357650757,
0.7559229135513306,
0.31043127179145813,
-1.0587624311447144,
-0.44469356536865234,
-0.1485157608985901,
-1.484993577003479,
0.7350120544433594,
0.2876109182834625,
-0.685208261013031,
-0.025825558230280876,
-0.004133560694754124,
-0.41164520382881165,
0.7962760925292969,
0.6167913675308228,
-0.1476317197084427,
0.33242255449295044,
-0.04263310879468918,
-0.39872750639915466,
-0.34551894664764404,
0.2892860472202301,
0.4608839452266693,
-1.1142823696136475,
0.1348840594291687,
0.018706228584051132,
0.5740600824356079,
0.25352469086647034,
-0.06794068962335587,
-0.19539397954940796,
-0.6313456296920776,
-0.16791215538978577,
0.22542165219783783,
0.37841472029685974,
0.5780152678489685,
0.603510856628418,
0.3277707099914551,
-0.4609214961528778,
0.17342913150787354,
0.39756977558135986,
-0.19246156513690948,
-0.016699641942977905,
1.374621868133545,
0.26017850637435913,
-0.4727116525173187,
-0.15215153992176056,
-1.2634385824203491,
-0.10390235483646393,
-0.6697365045547485,
-0.5583341717720032,
0.2773939371109009,
-0.5433818697929382,
-0.8042038083076477,
0.3526895046234131,
0.27628374099731445,
-1.0447102785110474,
0.6230139136314392,
-0.9419772624969482,
-0.40223410725593567,
0.19892273843288422,
-0.4648211598396301,
-0.49491649866104126,
0.06929148733615875,
-0.691402792930603,
-0.5776305198669434,
-0.48365920782089233,
0.6466932892799377,
-0.2893696129322052,
-0.8070427179336548,
0.11876874417066574,
0.13446171581745148,
-0.6581525802612305,
-0.03323167562484741,
-0.4349125623703003,
0.15887628495693207,
0.03503676503896713,
-0.7667397260665894,
0.2614070475101471,
0.5716294646263123,
-0.29074519872665405,
-1.222867488861084,
0.3807399868965149,
-0.02053317427635193,
-1.116889476776123,
-0.045022912323474884,
-0.3745274543762207,
-0.5903567671775818,
-0.48982083797454834,
0.6105355620384216,
-0.731850802898407,
0.709886908531189,
-0.1394721120595932,
0.4389204978942871,
-0.38152992725372314,
-0.6426414847373962,
0.15948890149593353,
0.8961308002471924,
0.07292550057172775,
-0.5567216277122498,
0.3617843687534332,
0.07625815272331238,
-0.7960909605026245,
-0.46578553318977356,
0.19819128513336182,
0.4697510898113251,
-0.28948935866355896,
1.136907935142517,
-0.5717992186546326,
0.2619298994541168,
0.21343867480754852,
0.006204557605087757,
-0.7711066007614136,
-0.5025094151496887,
-0.9117446541786194,
0.37778422236442566,
0.05788461118936539,
0.5010616779327393,
-0.5478780269622803,
0.07054074853658676,
0.867508053779602,
-0.2904347777366638,
-0.302995502948761,
-0.5629478096961975,
0.12101684510707855,
-0.866213858127594,
-0.14621149003505707,
0.2424934208393097,
-0.05133404955267906,
-0.11318650096654892,
-0.42646172642707825,
0.4279770851135254,
1.00587797164917,
-0.005273682530969381,
-0.35924023389816284,
0.4610714316368103,
0.11782311648130417,
-0.4421813189983368,
-0.651400625705719,
-0.05358335003256798,
-0.49667373299598694,
-0.3914201557636261,
-0.4485319256782532,
-0.07770644873380661,
-1.2049775123596191,
-0.6417046785354614,
-0.03588676080107689,
-0.3446277379989624,
-0.2583725154399872,
0.8607069849967957,
-0.4468699097633362,
-1.1327084302902222,
-0.3208695352077484,
-0.3422987759113312,
0.6528893113136292,
0.9382508993148804,
-0.23002725839614868,
-0.5274102687835693,
-0.22492913901805878,
-0.3211854100227356,
0.07934388518333435,
0.5834134817123413,
-0.1458209902048111,
-0.3894074559211731,
-1.0387616157531738,
0.4724082350730896,
-0.07271289080381393,
-0.5025689005851746,
-1.046913504600525,
0.6808074116706848,
-0.23926930129528046,
0.18526023626327515,
0.14356113970279694,
0.013332448899745941,
-0.9687851071357727,
0.4809170663356781,
0.155150905251503,
-0.3057745397090912,
0.23073183000087738,
-0.13969212770462036,
-0.6111053228378296,
0.06377051770687103,
0.8143202662467957,
-0.24826857447624207,
-0.8823553919792175,
0.02996690943837166,
-0.17116156220436096,
-0.6918748021125793,
-0.5460411906242371,
1.1442382335662842,
-0.7801864147186279,
-0.7228279709815979,
0.06521975994110107,
-0.044399525970220566,
0.5891342759132385,
0.08131662756204605,
0.6613426208496094,
0.46802768111228943,
-1.324884057044983,
0.3367116153240204,
0.42019134759902954,
-0.45397627353668213,
-0.4097554683685303,
0.4545200765132904,
0.3517228960990906,
-0.836678147315979,
0.17287582159042358,
-0.16842623054981232,
0.29452529549598694,
-0.6503326892852783,
-0.2808184325695038,
0.6130267977714539,
-0.19210045039653778,
0.21657660603523254,
0.8671078085899353,
-0.38103654980659485,
-0.3800105154514313,
0.09085357189178467,
-0.4499708116054535,
-0.43716171383857727,
-0.2789463698863983,
0.446824848651886,
0.44104400277137756,
-0.32612383365631104,
0.04228688031435013,
-0.4206753969192505,
0.9969783425331116,
0.28648245334625244,
-0.3319164514541626,
0.33463922142982483,
-0.10557568073272705,
-0.05736226961016655,
0.17322951555252075,
-0.28064650297164917,
-0.6570426821708679,
-0.47799810767173767,
0.18712003529071808,
-0.17877355217933655,
-0.8918393850326538,
0.09945467859506607,
-0.3712250888347626,
-0.5199951529502869,
-0.10003530234098434,
0.5718105435371399,
0.19390873610973358,
0.150708869099617,
0.08655110001564026,
-0.24699433147907257,
-0.10695020109415054,
0.7171837687492371,
-0.9679983258247375,
0.41062644124031067,
0.388764351606369,
1.576504111289978,
-0.15511272847652435,
0.7257494926452637,
-0.4711453318595886,
-0.9647800922393799,
0.8197972178459167,
0.8987611532211304,
0.030136320739984512,
0.4514124393463135,
0.258757621049881,
-0.015317379496991634,
0.07567641884088516,
-0.5708385109901428,
-0.4185841679573059,
0.649242103099823,
0.9666143655776978,
0.6457633972167969,
0.6257002353668213,
-0.6339520812034607,
1.100431203842163,
0.2529313266277313,
0.18867358565330505,
0.8273095488548279,
1.1723127365112305,
-0.047951918095350266,
-0.6309272050857544,
-0.6259623169898987,
0.31106969714164734,
-0.18917621672153473,
0.45224806666374207,
-0.17965175211429596,
0.5866672992706299,
0.28625014424324036,
0.613534152507782,
0.49750521779060364,
-0.656102180480957,
0.9978699684143066,
-0.4351220726966858,
0.46457982063293457,
-0.6804121136665344,
-0.6212018132209778,
-0.000006362032763718162,
0.3238838016986847,
-0.44988173246383667,
-0.1695154905319214,
-0.21922816336154938,
-0.05423761159181595,
-0.2557130455970764,
-0.008917362429201603,
0.689902126789093,
0.22955407202243805,
0.7295021414756775,
0.9318177700042725,
0.5829392075538635,
0.16745653748512268,
-1.1041375398635864,
-0.4374035596847534,
-0.5094739198684692,
-0.29035764932632446,
-0.965334415435791,
-0.5732689499855042,
-1.1917650699615479,
-0.43761152029037476,
-0.7061328291893005
] |
2025-06-14
| null | null | 4 | 10 | 17 | 15 | 13 | 15 | 10 | 4 | 3 |
@article{mccomb2015rollingwiththe,
abstract = {Designers must often create solutions to problems that exhibit dynamic characteristics. For instance, a client might modify specifications after design has commenced, or a competitor may introduce a new technology or feature. This paper presents a cognitive study that was conducted to explore the manner in which design teams respond to such situations. In the study, teams of undergraduate engineering students sought to solve a design task that was subject to two large, unexpected changes in problem formulation that were introduced during solving. High-and low-performing teams demonstrated very different …},
author = {Christopher McComb and Jonathan Cagan and Kenneth Kotovsky},
citation = {Design Studies 36, 99-121, 2015},
journal = {Design Studies},
pages = {99-121},
pub_year = {2015},
publisher = {Elsevier},
title = {Rolling with the Punches: An Examination of Team Performance in a Design Task Subject to Drastic Changes},
volume = {36}
}
|
{
"ENTRYTYPE": "article",
"ID": "mccomb2015rollingwiththe",
"abstract": "Designers must often create solutions to problems that exhibit dynamic characteristics. For instance, a client might modify specifications after design has commenced, or a competitor may introduce a new technology or feature. This paper presents a cognitive study that was conducted to explore the manner in which design teams respond to such situations. In the study, teams of undergraduate engineering students sought to solve a design task that was subject to two large, unexpected changes in problem formulation that were introduced during solving. High-and low-performing teams demonstrated very different …",
"author": "Christopher McComb and Jonathan Cagan and Kenneth Kotovsky",
"citation": "Design Studies 36, 99-121, 2015",
"conference": null,
"journal": "Design Studies",
"number": null,
"pages": "99-121",
"pub_year": 2015,
"publisher": "Elsevier",
"title": "Rolling with the Punches: An Examination of Team Performance in a Design Task Subject to Drastic Changes",
"volume": "36"
}
|
0P9w_S0AAAAJ:WF5omc3nYNoC
| 93 |
/scholar?hl=en&cites=4707453472868866956
|
[
"4707453472868866956"
] |
https://www.sciencedirect.com/science/article/pii/S0142694X14000659
|
/scholar?oi=bibs&hl=en&q=related:jBsHD_47VEEJ:scholar.google.com/
|
[
-0.32123276591300964,
-0.006642714608460665,
-0.2101026177406311,
0.0890330970287323,
-0.10474975407123566,
-0.37485557794570923,
-0.15492112934589386,
-0.6641772985458374,
0.3705419600009918,
0.09719666838645935,
-0.12256494909524918,
0.03193596377968788,
-0.3807928264141083,
-0.1313532441854477,
-0.17290098965168,
-0.01620274782180786,
-0.4544050991535187,
0.6285176277160645,
0.09373492002487183,
-0.28873157501220703,
0.48967424035072327,
-0.4885469377040863,
-1.2560532093048096,
0.4522832930088043,
0.19434694945812225,
0.29359617829322815,
-0.1704857498407364,
0.38437002897262573,
0.12011095881462097,
0.7239360809326172,
0.21144652366638184,
-0.4291127324104309,
0.7384366989135742,
0.7301025390625,
-0.35482898354530334,
0.5272197723388672,
0.5416980981826782,
-0.4065573811531067,
-0.29784461855888367,
0.26596689224243164,
-0.03181146830320358,
-0.1494387686252594,
0.19246801733970642,
-0.36862805485725403,
-0.2600592374801636,
0.49374714493751526,
0.23619985580444336,
0.33151501417160034,
0.6750741600990295,
-0.5260909795761108,
1.1738510131835938,
-1.3513848781585693,
0.5487286448478699,
1.7510145902633667,
0.7821311950683594,
-0.28884416818618774,
-0.9531790614128113,
-0.6974471807479858,
0.7463653087615967,
-0.13765095174312592,
-1.0972949266433716,
-0.1804431974887848,
-0.01791461929678917,
-1.0014523267745972,
1.2211883068084717,
-0.8596680760383606,
-0.3510591387748718,
-0.061905648559331894,
0.11575737595558167,
1.0945830345153809,
0.2901698052883148,
-0.5528421401977539,
0.3715802729129791,
0.8654710650444031,
0.6165453195571899,
0.46872812509536743,
0.38376930356025696,
0.42585664987564087,
-1.0587047338485718,
-0.6373048424720764,
0.6926457285881042,
-0.6331123113632202,
-0.05623043328523636,
-0.6124059557914734,
0.07706870883703232,
0.3813368082046509,
-0.47618940472602844,
0.9148886799812317,
-0.22010356187820435,
0.7991431951522827,
-0.06970531493425369,
0.851392924785614,
-0.616102397441864,
0.7925389409065247,
-0.0535195991396904,
0.31143394112586975,
0.232831209897995,
0.36026236414909363,
0.31875744462013245,
0.8116082549095154,
0.06232526898384094,
-0.09741269797086716,
-0.5313102602958679,
0.292208194732666,
1.3852142095565796,
-0.7442137598991394,
0.14843954145908356,
-0.585296630859375,
0.5052913427352905,
-0.06196156516671181,
1.2850700616836548,
-1.0032317638397217,
-0.16970279812812805,
-0.32065677642822266,
0.44067761301994324,
-0.3384513258934021,
0.17821037769317627,
-0.03153105452656746,
-0.34681689739227295,
0.20896875858306885,
-0.0688481554389,
-0.6478427052497864,
-0.1933169662952423,
0.6188606023788452,
-0.07676712423563004,
0.32695478200912476,
0.2522433400154114,
-0.010970044881105423,
0.26503074169158936,
-0.025662319734692574,
-0.9439595937728882,
-0.32752758264541626,
0.6313191652297974,
-0.426766961812973,
0.1562998741865158,
0.3989515006542206,
-1.661779522895813,
-1.2699131965637207,
-1.1072330474853516,
0.8264697790145874,
0.0666242390871048,
0.19314168393611908,
0.943816065788269,
1.06923508644104,
-0.7616941928863525,
0.8245324492454529,
0.24426616728305817,
-0.37276971340179443,
0.05267397686839104,
0.013206816278398037,
0.5645363330841064,
-0.5754842162132263,
-0.2433234602212906,
0.27031081914901733,
0.3367171585559845,
-0.7964081764221191,
0.01816977746784687,
-0.7715266942977905,
-0.7436020970344543,
-0.3602156639099121,
0.8033613562583923,
-0.5585066676139832,
1.3988537788391113,
-0.07979892194271088,
-0.9832344651222229,
0.2087807059288025,
0.6892948746681213,
1.1279287338256836,
0.5176039338111877,
0.1050676479935646,
-0.6464257836341858,
-0.8145808577537537,
0.40336546301841736,
-0.30286937952041626,
-0.055529698729515076,
-1.2265939712524414,
0.1050334945321083,
0.03715521842241287,
-0.02592065930366516,
-0.3022673428058624,
0.01042234618216753,
0.9373387098312378,
0.3647502660751343,
-0.2848714590072632,
0.3483675718307495,
0.5715557932853699,
-0.2568579614162445,
-0.09284304082393646,
0.09671030938625336,
-1.1000319719314575,
0.5139572024345398,
0.4719332158565521,
1.5697481632232666,
-0.8837220072746277,
-0.5047209858894348,
0.2642466425895691,
-0.23996029794216156,
-0.3821415305137634,
-0.46351879835128784,
1.3284658193588257,
-0.5932883620262146,
0.5051102638244629,
0.03435631841421127,
-0.2904025912284851,
0.3013578951358795,
-0.353903204202652,
0.06198783963918686,
-0.4139176607131958,
-0.3086509704589844,
0.6004113554954529,
-0.7286754846572876,
0.404177188873291,
-0.32722634077072144,
-0.345866322517395,
-0.3721713423728943,
0.5562887787818909,
-0.238923579454422,
-0.14274559915065765,
-0.2878279387950897,
0.21979568898677826,
0.9277148842811584,
-0.27340903878211975,
0.6709727048873901,
-0.3567439913749695,
-0.7240240573883057,
0.1296267807483673,
-1.506508231163025,
0.6998604536056519,
-0.032045092433691025,
0.0731070265173912,
0.5912250876426697,
-0.7184612154960632,
0.07212798297405243,
0.7671549916267395,
0.17252928018569946,
-0.35731643438339233,
0.10348298400640488,
0.33010897040367126,
-0.403870165348053,
-0.3514389991760254,
0.1781274378299713,
0.7560155987739563,
-0.685791552066803,
1.1673778295516968,
-0.243569478392601,
-0.8228867650032043,
0.3544415235519409,
-0.11050907522439957,
0.6143425703048706,
0.17252139747142792,
0.2844676077365875,
-0.4603608548641205,
-0.025216981768608093,
-0.4784303903579712,
0.6081432104110718,
0.41486021876335144,
0.6919821500778198,
0.3062562346458435,
0.4902268350124359,
-1.5575666427612305,
0.01672424003481865,
-0.6367719769477844,
0.46019887924194336,
1.373160719871521,
0.10714922100305557,
-0.6859437823295593,
-0.263493150472641,
-0.31347543001174927,
0.30701854825019836,
0.6155293583869934,
-0.56218022108078,
-0.010575231164693832,
-0.6133776903152466,
-0.7719447612762451,
0.011318602599203587,
0.162113219499588,
0.7730969786643982,
-0.192466601729393,
-0.8081243634223938,
0.4554601311683655,
0.8520715236663818,
-0.11456028372049332,
-0.30246758460998535,
-0.04979474097490311,
-0.16385608911514282,
-0.683433473110199,
0.499511182308197,
-0.5601058006286621,
0.49164724349975586,
-0.0824989601969719,
0.7442805767059326,
0.013016327284276485,
-0.7672703266143799,
0.505100667476654,
0.3638557493686676,
-0.6454236507415771,
-0.5638501644134521,
-0.5557432770729065,
0.009514871053397655,
-0.22668452560901642,
-0.058436788618564606,
0.3812164068222046,
0.05760611593723297,
1.5979888439178467,
-0.7634742259979248,
0.20524843037128448,
0.37976688146591187,
-0.11611557006835938,
-0.1118181124329567,
0.5406578779220581,
0.7336425185203552,
-0.695793628692627,
1.596658706665039,
0.2868460416793823,
-0.7533470392227173,
0.3974091112613678,
-0.7102664709091187,
-0.43090319633483887,
0.13599619269371033,
-0.8205187320709229,
-0.15787014365196228,
-0.9872481822967529,
1.1841793060302734,
0.7086873650550842,
-0.08316586911678314,
0.5191280245780945,
0.21294698119163513,
-0.6896188855171204,
0.3638993203639984,
-0.10460575670003891,
0.08925780653953552,
0.2881973683834076,
0.01196274720132351,
-0.5604667067527771,
-0.5100253820419312,
-0.32315918803215027,
0.4739276170730591,
-0.30043721199035645,
-0.7359110713005066,
-0.14949442446231842,
0.19074273109436035,
0.29913848638534546,
-0.22299927473068237,
-0.6372089385986328,
-0.33530470728874207,
-0.05781823769211769,
-0.9788176417350769,
0.10410452634096146,
-0.9363812804222107,
-0.27404260635375977,
-0.03305753320455551,
-0.026486312970519066,
-0.2002619355916977,
-0.7975801229476929,
-0.5297659039497375,
-0.7700393795967102,
0.2858404219150543,
-1.272468090057373,
-0.21810515224933624,
0.041871316730976105,
-1.1750468015670776,
-0.024938315153121948,
0.24919503927230835,
0.20727434754371643,
0.876457154750824,
-0.48838767409324646,
0.9705308675765991,
0.6955648064613342,
-0.7391860485076904,
-0.05817221850156784,
0.0010059000924229622,
-0.18390844762325287,
0.4794914424419403,
0.3946909010410309,
-0.06419329345226288,
0.033321235328912735,
0.03943779692053795,
-0.5926867723464966,
-0.5612969398498535,
0.15400820970535278,
0.5741264820098877,
0.22323141992092133,
-0.2501416504383087,
-0.6707072854042053,
0.8527494072914124,
0.41568323969841003,
0.3131520450115204,
0.4979798197746277,
0.6590057015419006,
0.9278357625007629,
0.6967580318450928,
1.2778295278549194,
0.12921574711799622,
0.9285194277763367,
-0.1802683025598526,
0.7492759227752686,
0.028901929035782814,
-0.15328195691108704,
0.1364574283361435,
0.3616621792316437,
0.04684624448418617,
0.3180185556411743,
-1.3851739168167114,
0.3650263845920563,
-1.8091318607330322,
-0.1319636106491089,
0.5454169511795044,
0.9147409200668335,
0.15421363711357117,
-0.225918710231781,
-0.5036457777023315,
0.049748603254556656,
0.632836639881134,
-0.1966855227947235,
-0.020365502685308456,
-0.4124957025051117,
0.7071166038513184,
0.5207538604736328,
-0.07117961347103119,
0.6962752938270569,
-0.11082089692354202,
0.5386120676994324,
14.850907325744629,
0.45917072892189026,
0.6426291465759277,
0.34994256496429443,
-0.04438164830207825,
0.30531448125839233,
-0.5488405227661133,
-0.2616976797580719,
-0.8116489052772522,
-0.10115428268909454,
0.35750389099121094,
-0.2024364471435547,
0.008199631236493587,
0.23443059623241425,
0.10646487772464752,
-0.5558643341064453,
-0.7977554202079773,
0.6330005526542664,
0.30216991901397705,
-1.1482940912246704,
0.5889617800712585,
0.48228344321250916,
0.46193307638168335,
-0.8303277492523193,
0.8234975934028625,
0.5146240592002869,
0.5736777186393738,
-0.5562812089920044,
0.9408096075057983,
-0.20781512558460236,
0.14406909048557281,
-0.139188751578331,
0.23852743208408356,
0.1797536313533783,
-1.1116762161254883,
-0.3866437077522278,
-0.1118689700961113,
-1.5562512874603271,
0.9207579493522644,
-0.35201844573020935,
-0.8776326775550842,
-0.6218801736831665,
0.05983903259038925,
-0.10745315998792648,
0.28422829508781433,
0.39011824131011963,
-0.009181537665426731,
-0.17248253524303436,
0.32115352153778076,
-0.24141837656497955,
-0.2511667013168335,
0.6879557967185974,
0.48618683218955994,
-0.6943829655647278,
-0.16748526692390442,
0.3695676922798157,
0.1654408574104309,
0.39149209856987,
-0.02410673350095749,
0.003033337416127324,
-0.3929861783981323,
-0.19558504223823547,
0.011094608344137669,
0.2967851459980011,
0.07234394550323486,
0.3656262457370758,
0.03527284786105156,
-0.3148951232433319,
0.25790733098983765,
0.04990213364362717,
-0.09180006384849548,
0.18327441811561584,
0.8487662076950073,
0.3778190314769745,
-0.24168945848941803,
-0.35029128193855286,
-0.9892385601997375,
0.13514715433120728,
-0.6490985751152039,
-0.280531644821167,
0.264329195022583,
-0.7102391719818115,
-1.0206406116485596,
0.1509334295988083,
0.18149662017822266,
-0.8677167296409607,
1.009358286857605,
-0.5449475049972534,
-0.07708512991666794,
-0.2895790636539459,
-0.715842068195343,
-0.46972617506980896,
-0.13890065252780914,
-0.4506993293762207,
0.19251713156700134,
-0.20434793829917908,
0.6554508805274963,
0.11109207570552826,
-0.6403685212135315,
-0.08983200788497925,
-0.2929649353027344,
-0.7623499631881714,
0.6457032561302185,
-0.4259324371814728,
0.7358300685882568,
-0.1232978105545044,
-0.8187075853347778,
0.5941019654273987,
-0.06424107402563095,
-0.2808234691619873,
-1.07237708568573,
0.6104620099067688,
-0.05844615772366524,
-0.7846744656562805,
0.14021195471286774,
-0.3987468481063843,
-0.9768062829971313,
-0.041063763201236725,
0.31367647647857666,
-0.7105383276939392,
0.4594712555408478,
-0.07641258090734482,
-0.15773606300354004,
-0.3751591444015503,
-0.8607884049415588,
0.23096300661563873,
1.0396898984909058,
-0.42616134881973267,
-0.9650048613548279,
0.35097238421440125,
0.0788075402379036,
-1.0005860328674316,
-0.46556994318962097,
0.20030997693538666,
0.775882363319397,
-0.41154342889785767,
0.6189336776733398,
-0.4768095016479492,
0.22873270511627197,
0.23950159549713135,
0.12642841041088104,
-0.5480050444602966,
-1.3798218965530396,
-0.9153547286987305,
0.8031905293464661,
0.11673510074615479,
0.7215630412101746,
-0.3036460280418396,
0.21313124895095825,
1.6514627933502197,
-0.2028142660856247,
0.04517186060547829,
-0.457064151763916,
0.23784542083740234,
-0.4690048098564148,
-0.388628214597702,
-0.08294021338224411,
0.09713123738765717,
0.15421012043952942,
-0.2872987687587738,
0.7456452250480652,
0.8495355248451233,
-0.3856450915336609,
-0.433325856924057,
0.6937235593795776,
-0.7552520036697388,
-0.14064638316631317,
-0.6522150635719299,
-0.47775375843048096,
-1.0837695598602295,
-0.34364065527915955,
-0.3364136517047882,
0.23892521858215332,
-1.332470178604126,
-0.866030216217041,
0.09492520987987518,
-0.13052242994308472,
-0.4362056851387024,
0.9590710997581482,
-0.9114269614219666,
-0.5820909142494202,
-0.13830982148647308,
-0.5324795246124268,
0.4400519132614136,
0.7568227052688599,
-0.5158345699310303,
-0.5905930399894714,
0.00013122630480211228,
-0.6897600293159485,
0.49470627307891846,
0.26467087864875793,
-0.18177059292793274,
-0.6525808572769165,
-1.3553426265716553,
1.0020103454589844,
-0.17500711977481842,
-0.7109177112579346,
-0.72660893201828,
1.1029824018478394,
-0.01201472245156765,
0.03322205692529678,
-0.2933274209499359,
0.11593972146511078,
-1.2086739540100098,
0.46197670698165894,
0.2957301139831543,
-0.20602312684059143,
0.14082351326942444,
0.29922544956207275,
-0.9081605076789856,
0.14338485896587372,
0.46999692916870117,
-0.03607305884361267,
-0.7237766981124878,
-0.8945487141609192,
-0.6351370215415955,
-1.5045602321624756,
-0.45197486877441406,
1.23219895362854,
-0.849925696849823,
-1.2878762483596802,
-0.03460310027003288,
-0.1423405408859253,
0.6498469114303589,
-0.09589652717113495,
0.9991017580032349,
0.4019944369792938,
-1.0619137287139893,
0.4592656195163727,
0.4957176744937897,
-0.295224666595459,
0.021197129040956497,
0.6328820586204529,
0.13937906920909882,
-0.44026362895965576,
-0.21719446778297424,
-0.4223078489303589,
0.3416949510574341,
-0.521035373210907,
-0.3179323375225067,
0.12038151174783707,
-0.0041124168783426285,
0.2222287505865097,
0.9090689420700073,
0.2273082286119461,
-0.49533000588417053,
0.16157633066177368,
-0.9589613080024719,
-0.011974816210567951,
0.36324557662010193,
0.6553802490234375,
0.9097054600715637,
-0.038143228739500046,
0.3053799867630005,
-0.41057029366493225,
1.1178903579711914,
-0.70529705286026,
-0.3476236164569855,
0.037055280059576035,
-0.5548688173294067,
-0.12997153401374817,
0.6881852149963379,
-0.30734989047050476,
-0.4142591059207916,
-0.628742516040802,
-0.21697798371315002,
0.2988901138305664,
-1.0174161195755005,
-0.21871183812618256,
-0.6199913620948792,
0.028217002749443054,
-0.16755707561969757,
0.4161394536495209,
0.09358754009008408,
-0.6723682284355164,
0.17625680565834045,
-0.3800409138202667,
0.3395880162715912,
0.8850526809692383,
-1.12613844871521,
0.262503445148468,
0.7379257678985596,
1.7645312547683716,
-0.5184910893440247,
0.8672691583633423,
-0.7711151838302612,
-0.8832204937934875,
1.2281242609024048,
0.940035879611969,
0.28606313467025757,
0.8553208112716675,
-0.024748200550675392,
0.3200361132621765,
-0.25904223322868347,
-0.6064860224723816,
0.10319894552230835,
0.2645987868309021,
1.1631407737731934,
0.4159901440143585,
0.1973663866519928,
-0.6717865467071533,
1.0051473379135132,
0.23896431922912598,
0.8184770345687866,
1.2546284198760986,
1.3302770853042603,
-0.29733291268348694,
-0.5373772382736206,
-0.3915948271751404,
0.08361489325761795,
-0.26431936025619507,
0.686056911945343,
-0.5179922580718994,
0.8596713542938232,
0.41962531208992004,
0.6732199788093567,
0.16993990540504456,
-0.39192333817481995,
1.1882864236831665,
0.2721654176712036,
0.4890938103199005,
-1.0135059356689453,
-0.621792733669281,
-0.0767969936132431,
-0.016052627936005592,
-0.1362396627664566,
-0.1339045614004135,
-1.04702627658844,
-0.10169345140457153,
0.2568734288215637,
0.0880512222647667,
0.04586998373270035,
-0.0372588224709034,
0.38179466128349304,
0.8224169015884399,
0.2788141071796417,
-0.42148086428642273,
-0.7419936656951904,
-0.43817996978759766,
-0.4763832986354828,
-0.07592024654150009,
-1.008145809173584,
-0.6167482137680054,
-1.1135319471359253,
-0.11634252965450287,
-0.3493667244911194
] |
2025-06-14
| 4 | 7 | 12 | 7 | 13 | 13 | 8 | 10 | 13 | 2 | 2 |
@article{mccomb2017capturinghumansequence-learning,
abstract = {Designers often search for new solutions by iteratively adapting a current design. By engaging in this search, designers not only improve solution quality but also begin to learn what operational patterns might improve the solution in future iterations. Previous work in psychology has demonstrated that humans can fluently and adeptly learn short operational sequences that aid problem-solving. This paper explores how designers learn and employ sequences within the realm of engineering design. Specifically, this work analyzes behavioral patterns in two human studies in which participants solved configuration design problems. Behavioral data from the two studies are first analyzed using Markov chains to determine how much representation complexity is necessary to quantify the sequential patterns that designers employ during solving. It is discovered that first-order Markov chains are capable of accurately …},
author = {Christopher McComb and Jonathan Cagan and Kenneth Kotovsky},
citation = {Journal of Mechanical Design 139 (9), 2017},
journal = {Journal of Mechanical Design},
number = {9},
pub_year = {2017},
publisher = {ASME},
title = {Capturing Human Sequence-Learning Abilities in Configuration Design Tasks through Markov Chains},
volume = {139}
}
|
{
"ENTRYTYPE": "article",
"ID": "mccomb2017capturinghumansequence-learning",
"abstract": "Designers often search for new solutions by iteratively adapting a current design. By engaging in this search, designers not only improve solution quality but also begin to learn what operational patterns might improve the solution in future iterations. Previous work in psychology has demonstrated that humans can fluently and adeptly learn short operational sequences that aid problem-solving. This paper explores how designers learn and employ sequences within the realm of engineering design. Specifically, this work analyzes behavioral patterns in two human studies in which participants solved configuration design problems. Behavioral data from the two studies are first analyzed using Markov chains to determine how much representation complexity is necessary to quantify the sequential patterns that designers employ during solving. It is discovered that first-order Markov chains are capable of accurately …",
"author": "Christopher McComb and Jonathan Cagan and Kenneth Kotovsky",
"citation": "Journal of Mechanical Design 139 (9), 2017",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": "9",
"pages": null,
"pub_year": 2017,
"publisher": "ASME",
"title": "Capturing Human Sequence-Learning Abilities in Configuration Design Tasks through Markov Chains",
"volume": "139"
}
|
0P9w_S0AAAAJ:QIV2ME_5wuYC
| 77 |
/scholar?hl=en&cites=6286221499622255408
|
[
"6286221499622255408"
] |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/139/9/091101/383821
|
/scholar?oi=bibs&hl=en&q=related:MGto6CUlPVcJ:scholar.google.com/
|
[
-0.4651157557964325,
-0.05861787125468254,
-0.27195510268211365,
0.061396874487400055,
0.6568934321403503,
-0.6135795712471008,
-0.1038363128900528,
-0.35180941224098206,
-0.12770090997219086,
0.12167291343212128,
0.1872793585062027,
-0.5164796113967896,
-0.11747980117797852,
0.3670196831226349,
-0.18177731335163116,
0.31539833545684814,
-0.9175245761871338,
0.17686434090137482,
-0.22016271948814392,
-0.09006419777870178,
0.21086812019348145,
-0.17863725125789642,
-1.165632963180542,
0.16586723923683167,
0.28047987818717957,
0.2753141224384308,
0.14038275182247162,
0.726866602897644,
0.017934458330273628,
0.554703950881958,
0.6695848107337952,
-0.2177586853504181,
0.5017750859260559,
0.16533854603767395,
-0.7382408380508423,
0.12096112966537476,
-0.07964324951171875,
-0.4622131884098053,
-0.5573633313179016,
0.16656775772571564,
-0.27135536074638367,
-0.0178383719176054,
0.8261717557907104,
-0.28224068880081177,
0.1568623185157776,
0.6793860793113708,
0.8058457374572754,
0.5476104021072388,
0.7337941527366638,
0.18992990255355835,
1.0933871269226074,
-0.7767957448959351,
0.5841739773750305,
1.1325126886367798,
0.48484426736831665,
-0.05880926921963692,
-0.8252719640731812,
-0.6643190979957581,
0.6547327637672424,
0.05436768755316734,
-0.9087303876876831,
-0.008810159750282764,
0.0228112805634737,
-1.1555182933807373,
1.5371038913726807,
-0.8867762684822083,
0.7244347929954529,
0.5364852547645569,
0.2388431876897812,
1.2035472393035889,
0.6142879724502563,
-0.5896705389022827,
0.4984796345233917,
0.5732467174530029,
0.4339902698993683,
0.6778428554534912,
0.2053736448287964,
0.8571471571922302,
-0.6987283825874329,
-0.01265939325094223,
1.113155722618103,
0.06346431374549866,
0.014190258458256721,
-0.7196030020713806,
-0.10293308645486832,
0.3331977427005768,
0.07003110647201538,
0.8369476795196533,
-0.0744021087884903,
0.683200478553772,
-0.21367821097373962,
0.5001018643379211,
-1.1606481075286865,
0.8545090556144714,
0.03740100562572479,
0.3937727212905884,
-0.17141671478748322,
0.161570206284523,
0.5309550762176514,
0.9545436501502991,
0.17315398156642914,
0.33246079087257385,
-0.5167622566223145,
0.05077086016535759,
1.6787996292114258,
-0.31094059348106384,
0.31462350487709045,
-0.418826699256897,
0.16549402475357056,
-0.22231779992580414,
1.1134036779403687,
-0.6445783972740173,
-0.5184402465820312,
-0.4583098292350769,
-0.26331332325935364,
-0.9168122410774231,
-0.015902139246463776,
0.07541812211275101,
-0.8107751607894897,
0.2619917094707489,
-0.39937928318977356,
-0.17194701731204987,
-0.34195730090141296,
0.749760091304779,
-0.4174582064151764,
0.4174596965312958,
0.6221687197685242,
-0.2650202810764313,
0.2121799737215042,
0.2579675018787384,
-0.5592484474182129,
-0.5744761824607849,
0.5653069019317627,
0.11674050241708755,
0.3623349070549011,
-0.12715555727481842,
-1.1787251234054565,
-1.173089623451233,
-1.430501937866211,
1.0458041429519653,
0.1318790316581726,
0.03397420048713684,
1.4896982908248901,
0.8021774291992188,
-0.6919600963592529,
0.951633095741272,
-0.18995697796344757,
-0.24022625386714935,
0.07330921292304993,
-0.07218461483716965,
0.6216267943382263,
-0.2900901734828949,
-0.5773748159408569,
0.3725140690803528,
0.8971168398857117,
-0.5347544550895691,
-0.9605237245559692,
-0.41615456342697144,
-0.9729787707328796,
0.11222144961357117,
0.5239530801773071,
-0.9898769855499268,
1.5149173736572266,
-0.07516411691904068,
-1.0581620931625366,
-0.058857522904872894,
0.4694853127002716,
0.6063085794448853,
0.2655485272407532,
0.16297504305839539,
-0.6481415629386902,
-0.2728738784790039,
-0.333006888628006,
-0.06403212249279022,
0.027444398030638695,
-1.1752833127975464,
0.04174776375293732,
0.17596396803855896,
-0.0017749897670000792,
-0.34512630105018616,
-0.05873837321996689,
0.36239299178123474,
0.31840285658836365,
-0.14700885117053986,
0.2385389357805252,
0.3212030231952667,
-0.7398350834846497,
-0.3870479166507721,
-0.00806585606187582,
-0.5792067646980286,
-0.09156253933906555,
0.00936694722622633,
1.6871265172958374,
-0.8867619633674622,
-0.6259470582008362,
0.5770109295845032,
-0.1754758656024933,
-0.2319014072418213,
-0.5226752161979675,
1.114878535270691,
-0.3221520781517029,
0.3794984519481659,
-0.283738911151886,
-0.2545960545539856,
0.0031348387710750103,
-0.23986467719078064,
0.08303025364875793,
-0.515339732170105,
-0.5370364785194397,
0.8498680591583252,
-0.6194750666618347,
0.19029414653778076,
0.39653903245925903,
0.008406268432736397,
-0.6411694884300232,
1.1480393409729004,
-0.3709591031074524,
0.3136245906352997,
-0.3342665433883667,
-0.28922200202941895,
0.2717284858226776,
-0.6504523754119873,
1.1834627389907837,
-0.07674695551395416,
0.050924718379974365,
0.030389361083507538,
-1.26222825050354,
1.4503511190414429,
-0.4392349421977997,
0.2422299087047577,
-0.21781332790851593,
-0.7631988525390625,
-0.18613332509994507,
0.41169247031211853,
0.040871020406484604,
-0.3566318452358246,
0.13164272904396057,
0.02337270975112915,
-0.33351173996925354,
-0.39192867279052734,
-0.1342543512582779,
0.5983830094337463,
-0.6648955345153809,
0.8163332343101501,
0.4689662754535675,
-0.3855653405189514,
0.5158496499061584,
0.13810335099697113,
0.5357547998428345,
0.08995149284601212,
0.9134324193000793,
-0.21810241043567657,
-0.26211029291152954,
-0.8224133253097534,
0.17517945170402527,
0.5714923143386841,
0.9037189483642578,
-0.06048102676868439,
0.35088858008384705,
-1.3376424312591553,
-0.2807486951351166,
-0.6170336604118347,
0.6667953133583069,
1.0706089735031128,
0.06657536327838898,
-0.5363545417785645,
-0.5058973431587219,
-0.38974279165267944,
-0.20797978341579437,
0.8140005469322205,
-0.3811899423599243,
-0.0680806040763855,
-0.7814365029335022,
-0.29249322414398193,
0.10358048975467682,
0.6561967730522156,
1.0256481170654297,
-0.5921980142593384,
-0.91844242811203,
0.27200984954833984,
0.6104183793067932,
-0.15398485958576202,
-0.3981333076953888,
-0.22788335382938385,
-0.6778566837310791,
-0.3795725107192993,
0.29884231090545654,
-0.2948489785194397,
0.18736156821250916,
-0.4057197868824005,
0.9573090672492981,
0.1533445417881012,
-0.7262128591537476,
0.6421877145767212,
0.714697539806366,
-0.37929558753967285,
-0.10907904803752899,
-0.3226737082004547,
-0.11384224891662598,
-0.29615381360054016,
-0.3029378652572632,
-0.05304544419050217,
-0.38193628191947937,
0.9877589344978333,
-0.3417128026485443,
0.20021435618400574,
0.7262755632400513,
0.11493551731109619,
0.010476862080395222,
0.10267791152000427,
-0.136514812707901,
-0.7398901581764221,
1.1595741510391235,
0.1728074997663498,
-0.8352946043014526,
0.6430838108062744,
-1.1973403692245483,
-0.010254967957735062,
0.226869598031044,
-1.011042594909668,
-0.21082913875579834,
-0.5519780516624451,
0.8193501234054565,
0.39505884051322937,
-0.7769147157669067,
0.8355984091758728,
0.38477322459220886,
-0.2880435287952423,
0.14543527364730835,
0.3064882457256317,
-0.07914059609174728,
0.23486578464508057,
0.06081303209066391,
-0.8474087119102478,
-0.2275458127260208,
0.08886021375656128,
0.2585521638393402,
-0.5558667778968811,
-0.45159822702407837,
-0.387947678565979,
-0.12804467976093292,
0.0011913101188838482,
-0.3202434182167053,
-0.7174245119094849,
-0.0918322280049324,
-0.22666190564632416,
-1.5273085832595825,
-0.19033390283584595,
-0.8602341413497925,
-0.3858378827571869,
0.17584362626075745,
0.02960558421909809,
-0.296991229057312,
-1.1576443910598755,
-0.7568302154541016,
-1.0276873111724854,
0.6434411406517029,
-1.111628532409668,
-0.5806854963302612,
0.03767324239015579,
-0.8445569276809692,
-0.336690217256546,
0.3116300106048584,
-0.23100481927394867,
0.7515479922294617,
-0.5022748708724976,
0.9274096488952637,
0.5673170685768127,
-1.0487003326416016,
0.26059460639953613,
0.757693886756897,
-0.04465324804186821,
-0.5937033891677856,
-0.07464294135570526,
0.032518282532691956,
-0.0619935505092144,
-0.383207231760025,
-0.46875959634780884,
-0.13848993182182312,
0.45019516348838806,
0.9632623195648193,
-0.3566192388534546,
-0.3871694505214691,
0.004594618454575539,
1.2573142051696777,
0.1839611679315567,
0.4551199674606323,
0.17387165129184723,
0.7729914784431458,
0.674187183380127,
-0.15191009640693665,
1.030897617340088,
0.37863755226135254,
0.5630418658256531,
-0.3352130949497223,
0.5866289138793945,
0.1850730925798416,
-0.9380326271057129,
0.135318323969841,
0.5610343813896179,
-0.12413492053747177,
0.2651868760585785,
-1.431978464126587,
0.10822489112615585,
-1.5381146669387817,
-0.6136576533317566,
0.925640881061554,
0.9727948904037476,
0.0582202710211277,
-0.18959124386310577,
-0.06474669277667999,
0.1508859395980835,
0.35547900199890137,
-0.20495788753032684,
-0.23993739485740662,
-0.15110623836517334,
0.7520502805709839,
0.5008431673049927,
-0.1348869502544403,
0.706605851650238,
0.016717445105314255,
0.5571662187576294,
15.030606269836426,
0.450884073972702,
0.4651317596435547,
0.38218918442726135,
0.2923623323440552,
0.46651336550712585,
-0.6613415479660034,
0.21381670236587524,
-0.7484644651412964,
0.07966030389070511,
0.9158601760864258,
0.44138792157173157,
0.6946950554847717,
-0.026011094450950623,
-0.01758049800992012,
-0.5057491064071655,
-0.4947304129600525,
0.909648060798645,
-0.11119718104600906,
-1.4079028367996216,
0.5684797763824463,
0.25495973229408264,
0.3346346914768219,
-1.000339388847351,
0.985880970954895,
0.7809203267097473,
0.794318437576294,
-0.7114382982254028,
1.0154691934585571,
0.23401278257369995,
0.8365912437438965,
-0.4585396349430084,
0.21082857251167297,
0.5734617114067078,
-1.157302975654602,
-0.7203822135925293,
-0.09130529314279556,
-1.2409498691558838,
0.8726136684417725,
-0.20897428691387177,
-0.9373866319656372,
-0.6162125468254089,
-0.11646862328052521,
0.05539171025156975,
0.18056318163871765,
0.7129268050193787,
-0.8123036623001099,
0.7686112523078918,
0.30413180589675903,
-0.4307496249675751,
-0.2328701913356781,
0.6384263038635254,
0.19583655893802643,
-0.6526044011116028,
-0.19073520600795746,
0.5651529431343079,
0.37551069259643555,
0.20227409899234772,
0.1429133266210556,
-0.1577739715576172,
-0.48609688878059387,
-0.5916163921356201,
0.27482104301452637,
-0.026844391599297523,
0.20905715227127075,
0.4911249279975891,
0.37434741854667664,
-0.19148191809654236,
0.43673527240753174,
0.5304777026176453,
0.10174906253814697,
0.18450911343097687,
0.33753377199172974,
0.16286958754062653,
-0.2843881845474243,
-0.4935464859008789,
-0.955288290977478,
-0.3230728805065155,
-0.7718992829322815,
-0.44395190477371216,
0.668026328086853,
-0.7223978042602539,
-0.6788604259490967,
0.34518522024154663,
0.3991635739803314,
-0.7500805258750916,
0.21794910728931427,
-0.478748083114624,
0.11999037861824036,
-0.2736210227012634,
-0.46540603041648865,
-0.6931241154670715,
0.01962999440729618,
0.07772460579872131,
-0.2944013476371765,
-0.005263481754809618,
0.7398332357406616,
-0.6422019004821777,
-0.3652905821800232,
-0.06606830656528473,
-0.34405165910720825,
-0.44246795773506165,
-0.2902761995792389,
-0.5792263150215149,
0.337524950504303,
-0.14934149384498596,
0.11699362844228745,
0.9314382076263428,
0.12738491594791412,
-0.39452245831489563,
-0.6488395929336548,
0.8219084143638611,
-0.05831447243690491,
-0.8844068646430969,
-0.5112118721008301,
-0.6807088851928711,
-0.9606608748435974,
0.3915189504623413,
0.26876088976860046,
-1.002506136894226,
0.5841038823127747,
0.09535514563322067,
-0.28513169288635254,
-0.31192484498023987,
-0.8020515441894531,
0.39925891160964966,
1.0326508283615112,
-0.4341146945953369,
-0.6330188512802124,
-0.3892793357372284,
0.192216157913208,
-0.6001527905464172,
-0.15958969295024872,
-0.047867804765701294,
0.8598576188087463,
-0.35999342799186707,
0.8018762469291687,
-0.8627898097038269,
0.09135032445192337,
0.3929392993450165,
0.45884212851524353,
-0.7928822636604309,
-0.9971194267272949,
-1.1489043235778809,
0.43530094623565674,
-0.10468818992376328,
0.6654484272003174,
-0.5816968083381653,
0.0391441248357296,
1.1089435815811157,
0.15006141364574432,
0.3054438829421997,
-0.3869924545288086,
0.06658719480037689,
-0.4332769215106964,
-0.5050646066665649,
0.1577559858560562,
-0.04602019488811493,
-0.1316661685705185,
-0.1838662028312683,
0.4438304305076599,
0.7065078020095825,
-0.2290467768907547,
-0.5232998728752136,
0.5345905423164368,
-0.4910246431827545,
-0.3162393271923065,
-0.5873326659202576,
-0.2926766872406006,
-1.1988048553466797,
-0.014391102828085423,
-0.7028836011886597,
0.10714374482631683,
-1.0727983713150024,
-0.565622866153717,
0.00963420607149601,
-0.4470313787460327,
-0.4561731815338135,
0.6304807066917419,
-1.1484460830688477,
-0.5351281762123108,
-0.12520644068717957,
-0.4608650803565979,
0.38327232003211975,
0.9103599190711975,
-0.28045883774757385,
-0.40039941668510437,
-0.007094741798937321,
-0.23648783564567566,
0.18798480927944183,
0.3645506501197815,
-0.23038476705551147,
-1.026904821395874,
-0.9613062143325806,
0.6864920854568481,
0.30174940824508667,
-0.30044880509376526,
-0.8415796756744385,
0.8579917550086975,
-0.30695435404777527,
0.794968843460083,
0.1282372921705246,
-0.08317197859287262,
-1.2291845083236694,
0.5554419159889221,
0.7367587089538574,
-0.6736724972724915,
0.3906753957271576,
0.2006998509168625,
-0.12996415793895721,
0.6028002500534058,
0.5032447576522827,
-0.04366237297654152,
-1.0548611879348755,
-1.0544543266296387,
-0.1662454754114151,
-1.4331365823745728,
-0.42093226313591003,
0.8035629987716675,
-0.38628676533699036,
-0.6732257008552551,
-0.48251470923423767,
-0.3916977047920227,
0.48766887187957764,
-0.17068631947040558,
0.45380523800849915,
0.668373167514801,
-0.7445328831672668,
0.7048937082290649,
0.47995734214782715,
-0.46867814660072327,
-0.5454583764076233,
0.8442808389663696,
-0.03500896692276001,
-0.5924171805381775,
0.19195528328418732,
-0.2398906946182251,
0.26844102144241333,
-0.17528340220451355,
-0.020024895668029785,
0.1848774254322052,
-0.49561792612075806,
0.22851726412773132,
0.6031783223152161,
-0.30430278182029724,
-0.32489609718322754,
0.22718378901481628,
-0.6507933139801025,
-0.5770946145057678,
-0.1831858903169632,
0.21846430003643036,
0.4924842417240143,
-0.7104918956756592,
0.5548522472381592,
-0.3784129321575165,
0.7017630934715271,
-0.21143202483654022,
-0.7626234292984009,
0.11817439645528793,
-0.3175652325153351,
0.2175467610359192,
0.6939820051193237,
-0.12050933390855789,
-1.0143651962280273,
-0.8117040395736694,
0.08461692929267883,
0.34017184376716614,
-1.0566962957382202,
-0.10690286010503769,
-0.8801101446151733,
-0.10783707350492477,
0.5977159142494202,
0.624057412147522,
-0.2754955291748047,
-0.15096305310726166,
0.08973000198602676,
-0.33696237206459045,
0.5273721814155579,
1.119390845298767,
-0.4829016327857971,
0.4943696856498718,
0.5076178908348083,
1.6482137441635132,
-0.35999834537506104,
0.6713473796844482,
-0.3606595993041992,
-0.955147385597229,
1.0117326974868774,
0.6968578696250916,
-0.09130990505218506,
0.868733823299408,
-0.3216415345668793,
-0.029882706701755524,
0.04292609542608261,
-0.5182599425315857,
-0.2973477244377136,
0.913129985332489,
1.2876355648040771,
0.3444986641407013,
0.5523126125335693,
-0.3706209063529968,
0.9693592190742493,
0.06631824374198914,
0.545983612537384,
0.71515291929245,
1.0942559242248535,
0.0004923519445583224,
0.03390616551041603,
0.2638940215110779,
0.4202023446559906,
-0.16507592797279358,
0.42581504583358765,
-0.16315631568431854,
0.7064234018325806,
-0.1484702229499817,
0.5676756501197815,
0.21769383549690247,
-0.365764319896698,
0.7553781270980835,
0.19131171703338623,
0.8390625715255737,
-0.6244047284126282,
-0.48909255862236023,
-0.22440819442272186,
-0.4652341604232788,
-0.6704026460647583,
-0.09659402072429657,
-0.7439702153205872,
0.06317368149757385,
0.11195183545351028,
0.39373651146888733,
0.256902813911438,
0.027680911123752594,
0.6378474235534668,
0.6364686489105225,
0.002409990644082427,
-0.303855299949646,
-0.45090141892433167,
-0.7287986278533936,
-0.8492629528045654,
0.10457264631986618,
-1.0387426614761353,
-0.37255749106407166,
-1.0245869159698486,
-0.18399038910865784,
-0.4645654559135437
] |
2025-06-14
| null | null | 2 | 6 | 9 | 11 | 14 | 10 | 14 | 11 | null |
@article{mccomb2017miningprocessheuristics,
abstract = {Configuration design problems, characterized by the assembly of components into a final desired solution, are common in engineering design. Various theoretical approaches have been offered for solving configuration type problems, but few studies have examined the approach that humans naturally use to solve such problems. This work applies data-mining techniques to quantitatively study the processes that designers use to solve configuration design problems. The guiding goal is to extract beneficial design process heuristics that are generalizable to the entire class of problems. The extraction of these human problem-solving heuristics is automated through the application of hidden Markov models to the data from two behavioral studies. Results show that designers proceed through four procedural states in solving configuration design problems, roughly transitioning from topology design to shape and …},
author = {Christopher McComb and Jonathan Cagan and Kenneth Kotovsky},
citation = {Journal of Mechanical Design, 2017},
journal = {Journal of Mechanical Design},
pub_year = {2017},
publisher = {ASME},
title = {Mining Process Heuristics from Designer Action Data via Hidden Markov Models}
}
|
{
"ENTRYTYPE": "article",
"ID": "mccomb2017miningprocessheuristics",
"abstract": "Configuration design problems, characterized by the assembly of components into a final desired solution, are common in engineering design. Various theoretical approaches have been offered for solving configuration type problems, but few studies have examined the approach that humans naturally use to solve such problems. This work applies data-mining techniques to quantitatively study the processes that designers use to solve configuration design problems. The guiding goal is to extract beneficial design process heuristics that are generalizable to the entire class of problems. The extraction of these human problem-solving heuristics is automated through the application of hidden Markov models to the data from two behavioral studies. Results show that designers proceed through four procedural states in solving configuration design problems, roughly transitioning from topology design to shape and …",
"author": "Christopher McComb and Jonathan Cagan and Kenneth Kotovsky",
"citation": "Journal of Mechanical Design, 2017",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2017,
"publisher": "ASME",
"title": "Mining Process Heuristics from Designer Action Data via Hidden Markov Models",
"volume": null
}
|
0P9w_S0AAAAJ:dhFuZR0502QC
| 77 |
/scholar?hl=en&cites=3594119212580805377
|
[
"3594119212580805377"
] |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/139/11/111412/375543
|
/scholar?oi=bibs&hl=en&q=related:ARtJomHg4DEJ:scholar.google.com/
|
[
-0.5614410638809204,
0.41550412774086,
-0.42376166582107544,
0.27676287293434143,
0.3731130361557007,
-0.34828057885169983,
-0.024251775816082954,
-0.3337934613227844,
0.2933359444141388,
-0.0013483896618708968,
0.3729143738746643,
-0.20244857668876648,
-0.3139914572238922,
-0.31269851326942444,
-0.09494553506374359,
-0.025286711752414703,
-0.6051003336906433,
0.37532901763916016,
-0.37408220767974854,
0.23585784435272217,
0.22000426054000854,
-0.2648180425167084,
-1.0311542749404907,
0.13913652300834656,
-0.15227650105953217,
0.49531784653663635,
-0.08620930463075638,
0.6345359683036804,
0.03311792388558388,
0.20732638239860535,
0.9668776392936707,
-0.032772451639175415,
0.4616014361381531,
-0.08634043484926224,
-0.5816690921783447,
0.48609110713005066,
-0.040143825113773346,
-0.5489463806152344,
-0.5748223662376404,
0.14122086763381958,
-0.14596952497959137,
-0.17823061347007751,
0.7764840722084045,
-0.26421797275543213,
-0.1656469702720642,
0.8327378034591675,
0.6492045521736145,
0.5320396423339844,
0.6363347172737122,
-0.03179898485541344,
1.1153255701065063,
-0.8501953482627869,
0.5349009037017822,
1.402274489402771,
0.3032029867172241,
-0.4837665557861328,
-1.0932615995407104,
-0.5798370838165283,
0.3466315269470215,
-0.25065097212791443,
-1.0952035188674927,
-0.12815426290035248,
0.0857980027794838,
-1.155608057975769,
1.420380711555481,
-0.5853864550590515,
0.4322412312030792,
0.67673259973526,
0.24362324178218842,
1.228554129600525,
0.34251081943511963,
-0.8198770880699158,
0.4625100791454315,
0.4088223874568939,
0.3893686532974243,
0.7924997806549072,
0.15800312161445618,
0.6454046964645386,
-0.5699233412742615,
-0.1656559705734253,
1.1154561042785645,
-0.303032249212265,
0.27819952368736267,
-0.7812379002571106,
0.1240643709897995,
0.5191248655319214,
-0.3258759081363678,
0.7525942325592041,
-0.11678580939769745,
0.20209920406341553,
-0.36732205748558044,
0.4267634153366089,
-1.085286259651184,
0.831023097038269,
-0.08349965512752533,
0.7171510457992554,
-0.21344152092933655,
0.038849588483572006,
0.5194006562232971,
0.9629595875740051,
0.15862973034381866,
0.6522237062454224,
-0.7660223841667175,
0.27870339155197144,
1.873199462890625,
-0.13462597131729126,
0.23389025032520294,
-0.7059372067451477,
0.16273897886276245,
0.1158335730433464,
1.071184754371643,
-0.6707558035850525,
-0.300475537776947,
0.08756231516599655,
-0.3680480122566223,
-0.702994167804718,
-0.19823046028614044,
-0.11614136397838593,
-1.302025556564331,
0.0752762109041214,
-0.466231107711792,
-0.6569393873214722,
-0.3752831220626831,
0.6144652366638184,
-0.19076769053936005,
0.41564464569091797,
0.5478509068489075,
-0.24520047008991241,
0.47007855772972107,
0.21212342381477356,
-0.7493937015533447,
-0.3791390359401703,
0.1697884500026703,
-0.17823238670825958,
0.08216112107038498,
-0.018651125952601433,
-1.3945001363754272,
-1.3218963146209717,
-1.1246259212493896,
0.6417394876480103,
0.07998000085353851,
0.5626180768013,
1.4231144189834595,
0.5012933611869812,
-0.5796061158180237,
0.949608564376831,
-0.2109549343585968,
-0.2053724229335785,
0.0325571708381176,
0.056516133248806,
0.45536524057388306,
-0.020386848598718643,
-0.19503632187843323,
0.1341875195503235,
0.7691195607185364,
-0.49288228154182434,
-0.8036291599273682,
-0.08925139904022217,
-0.9228440523147583,
0.01701609045267105,
0.7668838500976562,
-1.0073060989379883,
1.3399230241775513,
0.13463051617145538,
-1.2341159582138062,
-0.14739307761192322,
0.4680693447589874,
0.7446751594543457,
0.2527436316013336,
0.067847840487957,
-0.693121612071991,
-0.7630587220191956,
-0.2677933871746063,
-0.0517440140247345,
0.08204718679189682,
-1.2819141149520874,
-0.015843113884329796,
0.17555652558803558,
-0.3461894094944,
-0.5330039262771606,
-0.06811797618865967,
0.4931398332118988,
-0.10128286480903625,
-0.20466075837612152,
0.4878726303577423,
0.3822067975997925,
-0.6831939220428467,
-0.29262101650238037,
-0.7330859303474426,
-0.4945756793022156,
0.5356230735778809,
-0.18416400253772736,
1.6746798753738403,
-0.6178491711616516,
-0.6450172662734985,
0.49703332781791687,
-0.3053611218929291,
-0.13383974134922028,
-0.5675684213638306,
1.1327128410339355,
-0.41278332471847534,
0.3750300705432892,
-0.059043679386377335,
-0.2524315118789673,
-0.13698333501815796,
-0.29775992035865784,
0.26428067684173584,
-0.5169234275817871,
-0.4101141393184662,
0.8429151773452759,
-0.2431364357471466,
-0.008870628662407398,
0.6519976854324341,
-0.24906840920448303,
-0.4541599154472351,
1.157334566116333,
-0.4338909387588501,
0.19945359230041504,
-0.8490105867385864,
0.26558366417884827,
0.2485531121492386,
0.0285936426371336,
0.9057453870773315,
-0.2943221926689148,
-0.21340782940387726,
0.027386914938688278,
-1.1674250364303589,
1.2236239910125732,
-0.2762816250324249,
0.18451432883739471,
0.20138801634311676,
-0.517686128616333,
0.19454023241996765,
0.7224625945091248,
0.40286684036254883,
-0.23208042979240417,
0.6128759384155273,
-0.07603631913661957,
-0.43258458375930786,
-0.5641846656799316,
0.1623101681470871,
0.8440642952919006,
-0.7147021293640137,
0.7706757187843323,
0.3110382556915283,
-0.3757120966911316,
0.5851291418075562,
-0.3012160658836365,
0.5977084636688232,
0.1673496514558792,
0.6161631941795349,
-0.12585169076919556,
-0.5470459461212158,
-0.8547155261039734,
0.5376191139221191,
0.35230761766433716,
1.1235297918319702,
0.4230848550796509,
0.23664391040802002,
-1.2936615943908691,
-0.5891290903091431,
-0.566511332988739,
0.8343261480331421,
0.6220460534095764,
-0.06459583342075348,
-0.5069310069084167,
-0.3814111053943634,
-0.4980526566505432,
-0.05387546494603157,
0.7361962795257568,
-0.4532093107700348,
-0.08318520337343216,
-0.8248984217643738,
-0.24428418278694153,
0.07732227444648743,
0.4864064157009125,
0.6993438005447388,
-0.6837866306304932,
-0.3292112946510315,
0.2866295576095581,
0.5735158920288086,
-0.21813419461250305,
-0.13040272891521454,
0.03643703833222389,
-0.5810227990150452,
-0.4729015529155731,
0.43864619731903076,
-0.4565163552761078,
0.16187085211277008,
-0.5831180214881897,
0.8951374888420105,
-0.007454231847077608,
-0.812748372554779,
0.36462026834487915,
0.509782612323761,
-0.48013171553611755,
-0.4019820988178253,
-0.09017033874988556,
-0.06863731145858765,
-0.3718041181564331,
-0.0028266930021345615,
-0.13616876304149628,
-0.09411163628101349,
0.9617806673049927,
-0.19487334787845612,
0.25766682624816895,
0.8925149440765381,
-0.019815241917967796,
0.20154212415218353,
0.3355923593044281,
-0.38547930121421814,
-0.4120594561100006,
0.8506102561950684,
0.11624293029308319,
-0.7643449306488037,
0.4045378863811493,
-1.1021658182144165,
0.051558151841163635,
0.09302729368209839,
-0.7898344993591309,
-0.2200888842344284,
-0.47189095616340637,
0.6909983158111572,
0.24280455708503723,
-1.3524231910705566,
0.6719198226928711,
-0.19610807299613953,
0.1766267716884613,
-0.18415911495685577,
0.11708302050828934,
0.09937336295843124,
-0.3691401481628418,
0.17232291400432587,
-0.498778373003006,
-0.169064000248909,
-0.028420425951480865,
0.3209529519081116,
-0.30833935737609863,
-0.450268417596817,
-0.6779986023902893,
0.05323464423418045,
0.017745964229106903,
-0.35775095224380493,
-0.5628938674926758,
0.21716265380382538,
-0.1398841142654419,
-1.2302842140197754,
-0.2608148455619812,
-0.6920623183250427,
-0.17243625223636627,
-0.18890169262886047,
0.04020117223262787,
-0.3002326190471649,
-1.1200088262557983,
-0.9259263277053833,
-1.0995315313339233,
0.23411442339420319,
-1.0795038938522339,
-0.0075707691721618176,
0.1782435178756714,
-0.9630939364433289,
-0.08755965530872345,
0.10434888303279877,
0.1218150332570076,
0.5151869654655457,
-0.2855120301246643,
0.9886826872825623,
0.5775538086891174,
-0.9085042476654053,
0.07201004028320312,
0.7423886656761169,
0.0933128297328949,
-0.002793609630316496,
0.37618616223335266,
0.2086126059293747,
0.12512657046318054,
-0.4127972722053528,
-0.09730261564254761,
-0.2937846779823303,
0.6270987391471863,
0.8377898931503296,
-0.11237587034702301,
-0.5186193585395813,
-0.3609887957572937,
1.2447047233581543,
0.021020229905843735,
0.5095995664596558,
0.12718525528907776,
1.0213130712509155,
0.6204262375831604,
-0.15471778810024261,
0.9496261477470398,
0.07658086717128754,
0.8114537000656128,
-0.1808556616306305,
0.20072542130947113,
-0.008490766398608685,
-0.9206626415252686,
0.15299108624458313,
0.4940895736217499,
-0.20703765749931335,
0.11656254529953003,
-1.3293389081954956,
0.32675546407699585,
-1.6493955850601196,
-0.45557019114494324,
0.4146879017353058,
0.7998008131980896,
-0.09589532017707825,
-0.19623792171478271,
-0.08187076449394226,
0.11098857969045639,
0.373607337474823,
-0.4900427758693695,
0.28624483942985535,
-0.44133245944976807,
0.7265864014625549,
0.3615525960922241,
0.23984192311763763,
0.698999285697937,
-0.5282043814659119,
0.5766208171844482,
15.132280349731445,
0.48793888092041016,
0.4568431079387665,
-0.026228027418255806,
0.3242548704147339,
0.3775271773338318,
-0.48928767442703247,
0.44885843992233276,
-1.06003999710083,
0.1700894981622696,
0.8182051181793213,
0.33627423644065857,
0.42023950815200806,
0.30047866702079773,
0.48009735345840454,
-0.5598263740539551,
-0.4948296844959259,
0.7502408027648926,
0.1257350593805313,
-1.3103387355804443,
0.534038782119751,
0.8368775844573975,
0.35251492261886597,
-1.0928833484649658,
0.6387681365013123,
0.6754917502403259,
0.8201022148132324,
-0.5588065385818481,
1.2552927732467651,
0.29067933559417725,
0.30364471673965454,
-0.20591534674167633,
0.09206787496805191,
0.3121979534626007,
-1.154445767402649,
-0.916611909866333,
-0.12959441542625427,
-1.080506682395935,
1.1563026905059814,
0.05141251161694527,
-0.8984709978103638,
-0.38279402256011963,
-0.2949252724647522,
-0.3960404098033905,
0.23712021112442017,
0.6098944544792175,
-0.6110116839408875,
0.6913204193115234,
0.0831584483385086,
0.07994073629379272,
-0.19789133965969086,
0.43380025029182434,
0.34480175375938416,
-0.663071870803833,
-0.20478692650794983,
0.30919361114501953,
0.6778227090835571,
0.2918365001678467,
-0.06693866103887558,
-0.3364599943161011,
-0.5653582215309143,
-0.3941865861415863,
-0.07669538259506226,
0.27937552332878113,
0.08144056051969528,
0.6932911276817322,
0.12288085371255875,
-0.35921159386634827,
0.23719541728496552,
0.368402898311615,
-0.15495994687080383,
0.5002816915512085,
0.4879804849624634,
0.5757887959480286,
0.08321677148342133,
-0.37283438444137573,
-0.8139894604682922,
-0.06736106425523758,
-0.951214075088501,
-0.356865793466568,
0.6695743203163147,
-0.6778505444526672,
-0.7625192999839783,
0.1706758290529251,
0.25444111227989197,
-0.6766523718833923,
0.2703542709350586,
-0.2322094589471817,
0.15167684853076935,
-0.2995954751968384,
-0.28044164180755615,
-1.0918645858764648,
0.2578296661376953,
-0.233083114027977,
0.017476897686719894,
-0.04515380412340164,
0.7174959778785706,
-0.4172408878803253,
-0.7938498854637146,
-0.2127053290605545,
-0.3785950541496277,
0.21143390238285065,
-0.33637475967407227,
-0.31058448553085327,
0.5555806756019592,
-0.010661539621651173,
0.05385475233197212,
0.4185559153556824,
0.026028232648968697,
-0.6250878572463989,
-0.7881201505661011,
0.5317920446395874,
-0.056928735226392746,
-1.0577290058135986,
-0.5489906072616577,
-0.4974493682384491,
-0.7604014277458191,
0.36077138781547546,
0.5152395963668823,
-1.0521594285964966,
0.6812031865119934,
0.11459804326295853,
-0.0008345617679879069,
0.067680723965168,
-0.6139699220657349,
0.31958648562431335,
0.6844847202301025,
-0.17777590453624725,
-0.8588881492614746,
-0.487968772649765,
-0.2425193190574646,
-0.6515324711799622,
-0.5245335698127747,
-0.07482021301984787,
0.8073001503944397,
-0.08228443562984467,
0.8836504817008972,
-0.8079960346221924,
0.1815183460712433,
0.4585837721824646,
0.21010172367095947,
-0.5124471187591553,
-1.2798231840133667,
-0.8211612701416016,
0.07108932733535767,
0.26417502760887146,
0.9595691561698914,
0.20622071623802185,
0.5250493288040161,
1.2442377805709839,
-0.07435479015111923,
0.2577836811542511,
-0.4267737567424774,
0.012715859338641167,
-0.5409085750579834,
-0.40349122881889343,
0.06647008657455444,
-0.19207890331745148,
-0.4761035740375519,
-0.08558101207017899,
0.32579031586647034,
0.8493480086326599,
-0.23258519172668457,
-0.30339640378952026,
0.6206708550453186,
-0.5634472370147705,
-0.43716445565223694,
-0.5684562921524048,
-0.187837153673172,
-1.1063793897628784,
-0.2508435845375061,
-0.4267597496509552,
0.308716744184494,
-1.5462571382522583,
-0.45456910133361816,
-0.0037782571744173765,
-0.19165509939193726,
-0.06152915954589844,
0.9906148910522461,
-1.1545144319534302,
-0.8117338418960571,
-0.09345772117376328,
-0.34565451741218567,
0.44485193490982056,
0.9867682456970215,
-0.560203492641449,
-0.5296145677566528,
0.09269239753484726,
-0.5125111937522888,
0.43910032510757446,
0.4447135031223297,
-0.3019123077392578,
-0.7470894455909729,
-1.029484748840332,
0.43072378635406494,
0.1352643072605133,
-0.31393757462501526,
-0.6435238718986511,
0.5781903862953186,
-0.3904638886451721,
0.7421184182167053,
0.11996805667877197,
0.002556169405579567,
-1.192790150642395,
0.45835384726524353,
0.17339058220386505,
-0.34388017654418945,
-0.17406485974788666,
-0.21576911211013794,
-0.3883993625640869,
0.33723902702331543,
0.5666146874427795,
-0.10186828672885895,
-0.9845507144927979,
-0.7005216479301453,
0.0020963060669600964,
-1.3039361238479614,
-0.7000918984413147,
0.6503127813339233,
-0.5993343591690063,
-0.5240241885185242,
-0.24900533258914948,
-0.6468647122383118,
0.19770334661006927,
-0.046709008514881134,
1.193010687828064,
0.6626501679420471,
-1.043519377708435,
0.4104635417461395,
0.4835634231567383,
-0.6349405646324158,
-0.39038243889808655,
0.5443628430366516,
0.29474613070487976,
-0.3297271430492401,
0.10952289402484894,
-0.16484706103801727,
0.37877050042152405,
-0.4436812698841095,
0.12575125694274902,
0.25495436787605286,
-0.22557635605335236,
-0.09845753014087677,
0.4205268621444702,
-0.6209270358085632,
-0.2169618010520935,
0.11039184778928757,
-1.021103858947754,
-0.4216824471950531,
-0.15874649584293365,
0.2510175108909607,
0.6774908900260925,
-0.33814507722854614,
0.1438228338956833,
-0.13401971757411957,
0.5792429447174072,
-0.06416434049606323,
-0.6291919946670532,
0.35080355405807495,
-0.32171332836151123,
0.27358025312423706,
0.5769558548927307,
-0.08345979452133179,
-0.9899807572364807,
-0.6744937300682068,
0.2838413119316101,
0.4496059715747833,
-0.836440920829773,
0.09339054673910141,
-0.5810437202453613,
-0.6474334001541138,
0.18503524363040924,
0.8752191662788391,
-0.0519808791577816,
-0.23441295325756073,
0.22263213992118835,
0.037500105798244476,
0.25217965245246887,
0.9842890501022339,
-0.9877386093139648,
0.14403602480888367,
0.443036288022995,
1.7302420139312744,
-0.30220648646354675,
0.6902884244918823,
-0.5953376889228821,
-0.8929511904716492,
1.0532301664352417,
0.743837833404541,
0.20123396813869476,
1.1467115879058838,
0.10503654181957245,
-0.08205503225326538,
-0.35196545720100403,
-0.3745605945587158,
-0.4395565688610077,
0.7780633568763733,
1.0736382007598877,
0.4713195562362671,
0.721396803855896,
-0.021776223555207253,
1.0102629661560059,
0.17732249200344086,
0.3553328812122345,
0.676326334476471,
1.6108226776123047,
-0.12873056530952454,
-0.6432844996452332,
-0.26998093724250793,
0.8181928396224976,
0.045531079173088074,
0.6742985248565674,
-0.4596174657344818,
0.8750604391098022,
0.2817821800708771,
0.7203042507171631,
0.2178087681531906,
-0.5618552565574646,
1.1046974658966064,
0.10178686678409576,
0.5860632658004761,
-0.796347975730896,
-0.3395945727825165,
0.2313649207353592,
-0.1062149628996849,
-0.7105575799942017,
0.1532566398382187,
-0.9055102467536926,
0.13060851395130157,
0.015395193360745907,
0.1401827335357666,
0.1573982983827591,
0.003992742858827114,
0.590077817440033,
0.7676724195480347,
-0.15455421805381775,
-0.20896758139133453,
-0.31317082047462463,
-0.23079150915145874,
-0.7896541953086853,
-0.19143131375312805,
-1.2293674945831299,
-0.500367283821106,
-1.0244038105010986,
-0.0764477550983429,
-0.3199058175086975
] |
2025-06-14
| null | null | 2 | 6 | 8 | 12 | 13 | 10 | 11 | 11 | 4 |
@article{alzayed2021areyoufeeling,
abstract = {Having empathy in the design process can help engineers relate to the end-user by identifying what and why certain experiences are meaningful. While there have been efforts to identify the factors that impact empathic tendencies in engineering, there has been limited evidence on how a students’ trait empathy or empathic self-efficacy develops over a design project or what factors impact this development. The current study was developed to explore the development of students’ trait empathy and empathic self-efficacy development and identify the underlying impact of the design project’s context and course instructor through a study with 103 engineering students. Students’ trait empathy and empathic self-efficacy were measured across each of the four design stages (problem formulation, concept generation, concept selection, and final conceptual design) during an 8-week project. The results highlight that …},
author = {Mohammad Alsager Alzayed and Christopher McComb and Jessica Menold and Jacquelyn Huff and Scarlett R Miller},
citation = {Journal of Mechanical Design, 2021},
journal = {Journal of Mechanical Design},
pub_year = {2021},
title = {Are you feeling me? An exploration of empathy development in engineering design education}
}
|
{
"ENTRYTYPE": "article",
"ID": "alzayed2021areyoufeeling",
"abstract": "Having empathy in the design process can help engineers relate to the end-user by identifying what and why certain experiences are meaningful. While there have been efforts to identify the factors that impact empathic tendencies in engineering, there has been limited evidence on how a students’ trait empathy or empathic self-efficacy develops over a design project or what factors impact this development. The current study was developed to explore the development of students’ trait empathy and empathic self-efficacy development and identify the underlying impact of the design project’s context and course instructor through a study with 103 engineering students. Students’ trait empathy and empathic self-efficacy were measured across each of the four design stages (problem formulation, concept generation, concept selection, and final conceptual design) during an 8-week project. The results highlight that …",
"author": "Mohammad Alsager Alzayed and Christopher McComb and Jessica Menold and Jacquelyn Huff and Scarlett R Miller",
"citation": "Journal of Mechanical Design, 2021",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2021,
"publisher": null,
"title": "Are you feeling me? An exploration of empathy development in engineering design education",
"volume": null
}
|
0P9w_S0AAAAJ:08ZZubdj9fEC
| 72 |
/scholar?hl=en&cites=3527662701135177656
|
[
"3527662701135177656"
] |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/143/11/112301/1087576
|
/scholar?oi=bibs&hl=en&q=related:uKeOTInG9DAJ:scholar.google.com/
|
[
-0.13851311802864075,
0.5359355807304382,
0.02008349820971489,
0.09272211790084839,
0.3140206038951874,
0.2649727761745453,
-0.5755545496940613,
-0.5641773343086243,
0.429585337638855,
-0.09885600954294205,
0.2202315479516983,
-0.17183606326580048,
-0.5624808073043823,
-0.058678582310676575,
0.08509591966867447,
-0.14794893562793732,
-0.37867283821105957,
-0.1195879876613617,
-0.863346517086029,
-0.31842610239982605,
0.21757525205612183,
-0.20969372987747192,
-0.8165405988693237,
-0.06768946349620819,
0.5163426399230957,
0.4538534879684448,
-0.41223257780075073,
0.723942220211029,
0.19024159014225006,
1.1706651449203491,
0.5200600028038025,
-0.2481544017791748,
-0.02135535329580307,
0.23565709590911865,
-0.7752746939659119,
0.28956902027130127,
0.3245190680027008,
-0.8880621790885925,
0.07296046614646912,
0.4204481840133667,
-0.3480323255062103,
-0.29752203822135925,
0.6348552703857422,
-0.3957618474960327,
0.1391780823469162,
0.2627730667591095,
0.4870288074016571,
-0.12315694987773895,
0.6074649691581726,
-0.9000442624092102,
0.8390473127365112,
-1.247362494468689,
0.3439255654811859,
1.1277486085891724,
0.6424266695976257,
0.43077969551086426,
-0.48298048973083496,
-1.1162623167037964,
-0.013261733576655388,
-0.7084670066833496,
-0.45403727889060974,
0.003296144772320986,
0.3870912492275238,
-1.2552235126495361,
0.6456535458564758,
-0.6558666229248047,
0.2508511245250702,
0.6724399328231812,
-0.04756231978535652,
1.3662821054458618,
0.9934994578361511,
-0.6358143091201782,
0.07090537250041962,
1.5082484483718872,
1.139466643333435,
0.157570943236351,
-0.39208391308784485,
0.7849221229553223,
-0.5665187239646912,
-0.27692723274230957,
0.6155297160148621,
-0.26256030797958374,
-0.10769670456647873,
-0.1770046055316925,
-0.5656998753547668,
0.6310155987739563,
0.16808569431304932,
0.5814416408538818,
-0.7038566470146179,
0.9057039618492126,
0.024356447160243988,
0.7167551517486572,
-1.038834571838379,
0.6640695929527283,
0.5263618230819702,
0.7610107064247131,
-0.5418038368225098,
-0.4814949333667755,
0.5334984660148621,
0.5535793304443359,
-0.08674126118421555,
0.6109924912452698,
-0.4807738661766052,
0.08851121366024017,
1.4526067972183228,
-0.466910183429718,
0.26717016100883484,
-0.9899995923042297,
-0.2907213270664215,
0.1020449548959732,
0.8616654872894287,
-0.7889686822891235,
-0.013092161156237125,
-0.6213513016700745,
-0.049988340586423874,
0.3046460747718811,
-0.2557049095630646,
-0.9220874905586243,
-0.12190352380275726,
0.80975341796875,
0.18924826383590698,
-0.4298346936702728,
0.3313100337982178,
0.7049490809440613,
0.4079991579055786,
0.25859495997428894,
0.596709668636322,
0.2991434335708618,
0.7956050634384155,
-0.12094961106777191,
-0.523703932762146,
-0.5764961838722229,
0.21470847725868225,
-0.15064899623394012,
0.04428839683532715,
0.5213359594345093,
-1.3914287090301514,
-0.8408806324005127,
-1.3979976177215576,
0.6748622059822083,
0.2065626084804535,
0.7935441136360168,
1.4632577896118164,
0.9051598906517029,
-0.5571995973587036,
0.9772391319274902,
0.1064501479268074,
-0.5396849513053894,
-0.4668138027191162,
-0.13971993327140808,
0.03845899552106857,
0.1378435343503952,
-0.464639812707901,
0.22945228219032288,
0.5186225175857544,
-0.6292895674705505,
0.09003815054893494,
-0.33992999792099,
-0.48711851239204407,
-0.014083405956625938,
-0.1903875768184662,
-1.3767186403274536,
1.0388790369033813,
-0.7831371426582336,
-1.2766196727752686,
0.5631126165390015,
0.4568055272102356,
1.0939644575119019,
0.5496591925621033,
-0.3389940559864044,
-1.3196247816085815,
0.25953781604766846,
0.37673935294151306,
0.18843303620815277,
-0.14303280413150787,
-1.1585866212844849,
0.3237799108028412,
0.30504706501960754,
-0.12639771401882172,
-0.5742404460906982,
-0.6362183690071106,
0.9953562617301941,
0.9741239547729492,
-0.003740464337170124,
0.16683152318000793,
0.41620683670043945,
-0.24616442620754242,
0.5176263451576233,
-0.19412682950496674,
-0.30664753913879395,
0.18995176255702972,
0.20651207864284515,
1.543534278869629,
-1.0381444692611694,
-0.9051925539970398,
0.15028062462806702,
-0.15456461906433105,
-0.5107818841934204,
0.19867466390132904,
1.1250513792037964,
-1.0367125272750854,
-0.3851570188999176,
-0.2536912262439728,
0.14374254643917084,
0.13884951174259186,
-0.5114883184432983,
-0.47450166940689087,
-0.6239575743675232,
-0.09510286897420883,
0.5141593217849731,
-0.4397967457771301,
0.30808886885643005,
-0.017796242609620094,
0.4517867863178253,
0.03540150821208954,
1.0881776809692383,
0.5152086615562439,
0.3305604159832001,
-0.4955240488052368,
-0.3972991704940796,
0.7843553423881531,
-0.8612739443778992,
-0.008330917917191982,
0.1623377501964569,
0.0056113386526703835,
-0.14911741018295288,
-1.3257514238357544,
1.1009925603866577,
-0.4864150583744049,
0.4531838893890381,
0.6821885704994202,
-0.6860697269439697,
0.32608968019485474,
1.3070608377456665,
0.14423507452011108,
-0.2879355251789093,
0.7091536521911621,
0.679462194442749,
-0.6430310010910034,
-0.42613810300827026,
-0.1863102912902832,
0.10563882440328598,
-0.568396270275116,
1.1497950553894043,
-0.0690779760479927,
-0.20339496433734894,
-0.6778979301452637,
0.28570541739463806,
-0.055836766958236694,
-0.01708383858203888,
0.28082379698753357,
-0.528127908706665,
0.40063777565956116,
-0.5214259624481201,
0.09288034588098526,
0.15762588381767273,
0.914602518081665,
0.14923368394374847,
0.2279766947031021,
-0.319019615650177,
0.5781064629554749,
-0.9965726733207703,
-0.036845479160547256,
1.0098425149917603,
-0.14733968675136566,
0.5224663615226746,
-0.862849235534668,
-0.19203579425811768,
0.2288292944431305,
1.403662919998169,
-0.41770946979522705,
-0.7301613688468933,
-0.4182608425617218,
-0.11207977682352066,
0.14092545211315155,
0.7681070566177368,
0.6509332060813904,
-0.5999091863632202,
-0.7275898456573486,
0.31603386998176575,
0.7531432509422302,
-0.2740928828716278,
-0.284354031085968,
-0.06589023768901825,
-0.7485826015472412,
-0.006250019185245037,
-0.3356947600841522,
-0.34567752480506897,
0.6547157764434814,
-0.2473406195640564,
0.8273212313652039,
-0.21751461923122406,
-0.3128844201564789,
0.8670028448104858,
0.9817984700202942,
-0.7124149203300476,
-0.9548961520195007,
-1.050854206085205,
-0.5916796922683716,
-0.6334643959999084,
0.19118629395961761,
-0.12075097858905792,
-0.5016146898269653,
0.6468632817268372,
-0.54729163646698,
0.26333630084991455,
0.5519542694091797,
-0.09475812315940857,
-0.5015060901641846,
-0.26087862253189087,
0.5063496828079224,
-0.6209838390350342,
1.2080118656158447,
-0.10309775918722153,
0.28014010190963745,
0.13654813170433044,
-0.6987929344177246,
-0.37799346446990967,
0.1702960878610611,
-0.8976949453353882,
-0.46198806166648865,
-1.1577156782150269,
0.5878953337669373,
0.97719806432724,
-0.7660498023033142,
0.4784148633480072,
0.5467619895935059,
-0.7258723974227905,
0.43539100885391235,
-0.21249893307685852,
0.36430779099464417,
0.6583272218704224,
-0.39942729473114014,
0.3339390158653259,
0.001833627582527697,
-0.25268837809562683,
-0.09296201914548874,
-0.08957167714834213,
-0.3017441928386688,
-0.24426929652690887,
-0.49770882725715637,
0.400969535112381,
0.187864750623703,
-0.9768927693367004,
-0.0032224063761532307,
-0.8409630656242371,
-1.2564277648925781,
-0.1004021167755127,
-0.5975690484046936,
-0.11058495193719864,
-0.20463192462921143,
0.780449628829956,
-0.2912765145301819,
-0.7440778613090515,
-0.7608436942100525,
-0.8347156643867493,
-0.5598165988922119,
-0.7965579628944397,
-0.0024662239011377096,
0.06333646178245544,
-1.3712464570999146,
-0.6389020085334778,
-0.0976940467953682,
0.48104867339134216,
0.6356366872787476,
0.3779619634151459,
0.19113531708717346,
0.5421593189239502,
-0.31776854395866394,
-0.5336822867393494,
0.1737402379512787,
0.570380687713623,
-0.15387111902236938,
0.19031044840812683,
-0.2354481965303421,
0.16293935477733612,
0.3511252701282501,
-0.5627754330635071,
-0.3519003987312317,
0.0652933195233345,
-0.007897475734353065,
0.44763460755348206,
-0.35882997512817383,
-0.26574134826660156,
1.1158626079559326,
-0.5027106404304504,
0.05624852702021599,
0.005948448553681374,
0.4522690176963806,
0.9864261746406555,
0.4974733293056488,
0.9308049082756042,
0.36809346079826355,
0.31924527883529663,
-0.414293497800827,
-0.3009525537490845,
-0.09471359848976135,
-0.34943529963493347,
0.8178945183753967,
0.6108200550079346,
0.23638714849948883,
0.6506710648536682,
-1.001670241355896,
0.5151444673538208,
-1.1212377548217773,
-0.15462571382522583,
0.26693418622016907,
1.0600982904434204,
0.3136846721172333,
-0.38163134455680847,
-0.3041680157184601,
-0.022309312596917152,
0.49784696102142334,
-0.7487577795982361,
-0.0814063772559166,
-1.073920488357544,
0.9015108346939087,
0.8940209150314331,
-0.23268376290798187,
0.6870096325874329,
0.25876206159591675,
0.009485877119004726,
14.722740173339844,
-0.05926641821861267,
0.015755368396639824,
0.12453199177980423,
0.191804438829422,
0.7439131736755371,
-0.6254484057426453,
0.13897089660167694,
-0.6488994359970093,
-0.06123906373977661,
0.8603770732879639,
0.3069249987602234,
-0.3205289840698242,
0.7458788156509399,
-0.23336535692214966,
-0.46528536081314087,
-0.43564456701278687,
0.26112914085388184,
0.26785147190093994,
-0.32166361808776855,
-0.06739455461502075,
0.538206160068512,
0.48338383436203003,
-0.8795053958892822,
0.8472288846969604,
0.29505619406700134,
0.5404189229011536,
-0.5176542401313782,
0.8453851342201233,
0.25979799032211304,
0.3033028841018677,
-0.3756712079048157,
0.30631691217422485,
0.6774469017982483,
-0.2995527982711792,
-0.35436901450157166,
0.26307350397109985,
-1.2743099927902222,
0.7225213050842285,
0.23561197519302368,
-0.5149697661399841,
-0.6846672296524048,
-0.6590454578399658,
-0.47817885875701904,
0.40274468064308167,
0.2884100675582886,
-1.0681283473968506,
0.5536794066429138,
0.11286137998104095,
-0.6608697175979614,
-0.00004016048478661105,
0.6353937983512878,
0.5691983699798584,
-0.4504949748516083,
0.266782283782959,
0.14933650195598602,
-0.2332237958908081,
0.9472299218177795,
0.3458015024662018,
-0.0682249367237091,
0.30541175603866577,
-0.3501242995262146,
-0.33620351552963257,
0.9556857347488403,
0.5661005973815918,
0.36272597312927246,
0.2637321650981903,
0.29342353343963623,
-0.19550999999046326,
0.40984970331192017,
-0.2570458948612213,
-0.6619505286216736,
0.8496369123458862,
0.14042726159095764,
-0.5612377524375916,
-0.07753053307533264,
-1.0204044580459595,
-0.2551138401031494,
-0.6592395901679993,
-0.1451328843832016,
0.18351571261882782,
-1.1511240005493164,
-0.8874616026878357,
0.20749326050281525,
-0.3735693395137787,
-0.882814884185791,
0.6025934219360352,
-0.6482464075088501,
-0.76203453540802,
-0.05310971289873123,
-0.9303959608078003,
-1.0413713455200195,
-0.5383160710334778,
-0.3452088236808777,
-0.9849688410758972,
0.3322364091873169,
0.8019763827323914,
-0.42891278862953186,
-0.49142926931381226,
0.23521888256072998,
-0.2091992348432541,
-0.5162927508354187,
0.5684806108474731,
-0.8624534606933594,
0.2541608512401581,
-0.1758844554424286,
-0.8630992770195007,
1.0880661010742188,
0.09963380545377731,
0.02420240268111229,
-0.8045368194580078,
0.7971248030662537,
0.13575799763202667,
-0.5589531660079956,
0.1321575939655304,
-0.3169933557510376,
-0.9062581062316895,
-0.12439442425966263,
0.6458283066749573,
-0.677029550075531,
1.1246827840805054,
-0.2769868075847626,
0.20428286492824554,
-0.17721255123615265,
-1.1272776126861572,
0.25424134731292725,
0.6368483304977417,
-0.3034321069717407,
-0.9354329705238342,
-0.020522579550743103,
-0.19943515956401825,
-0.25837379693984985,
-1.2068428993225098,
-0.08526108413934708,
0.949688732624054,
-0.8742272853851318,
1.019734263420105,
-0.5779175162315369,
0.575897216796875,
0.6023102402687073,
0.687849760055542,
-0.4994247853755951,
-0.6017957925796509,
-1.1296164989471436,
0.6715057492256165,
0.4718761742115021,
0.41480159759521484,
-0.8870044350624084,
0.30310726165771484,
1.575393557548523,
0.09443077445030212,
0.2858502268791199,
-0.2675533592700958,
0.5514723658561707,
0.3300866484642029,
-0.20366571843624115,
-0.07237298041582108,
0.20740501582622528,
0.3387201130390167,
-0.17161411046981812,
0.6233450174331665,
0.7668828368186951,
0.12050358951091766,
0.036783888936042786,
0.949859082698822,
-0.9446448683738708,
-0.2754823863506317,
-0.8431025743484497,
-0.1040545180439949,
-1.2759710550308228,
-0.11684263497591019,
-0.29587072134017944,
-0.05524216219782829,
-1.1357907056808472,
-0.6908743977546692,
0.8382082581520081,
-0.3984677791595459,
-0.7972565293312073,
0.05453868955373764,
-0.8565334677696228,
-1.3822435140609741,
-0.5510722398757935,
0.17850685119628906,
0.35327911376953125,
1.1794607639312744,
0.38610467314720154,
0.1047029122710228,
0.009196380153298378,
-1.153657078742981,
0.37816935777664185,
0.2228424847126007,
-0.3836396336555481,
-0.6553274393081665,
-0.7801158428192139,
0.7272759675979614,
0.2934175431728363,
0.12737084925174713,
-1.1423602104187012,
0.7889971733093262,
0.07580406218767166,
0.47702285647392273,
0.045399874448776245,
-0.015442054718732834,
-1.4729448556900024,
1.0714446306228638,
0.18569429218769073,
-0.28991174697875977,
-0.6709578633308411,
-0.15013572573661804,
-1.4175597429275513,
0.0325653962790966,
-0.16893447935581207,
0.44010674953460693,
-0.5441767573356628,
-0.5631418228149414,
-0.33684298396110535,
-0.8673206567764282,
-0.2696453630924225,
0.951651930809021,
-1.2189152240753174,
-0.6495210528373718,
-0.25252565741539,
-0.5018602609634399,
0.2712690234184265,
0.26087650656700134,
0.31816884875297546,
0.2725130319595337,
-1.0393623113632202,
0.3458987772464752,
0.3591826856136322,
0.057971928268671036,
-0.9727814197540283,
0.7900047898292542,
0.5313332676887512,
-0.3039197325706482,
-0.27513107657432556,
-0.3760645091533661,
0.42537039518356323,
-0.5517573356628418,
-0.9580948352813721,
-0.18505941331386566,
0.1511707901954651,
0.12138153612613678,
0.9671725630760193,
0.07106298208236694,
-0.5745673179626465,
-0.26384401321411133,
0.08658520132303238,
-0.41458481550216675,
-0.3014754056930542,
0.40555113554000854,
0.7507777810096741,
-1.0910708904266357,
-0.2559231221675873,
-0.12543737888336182,
1.2431015968322754,
-0.18118168413639069,
-0.352392315864563,
0.3349303603172302,
-0.16394861042499542,
-0.04006733000278473,
0.5082401037216187,
0.2606967091560364,
-0.2873181402683258,
-0.44897404313087463,
0.38654106855392456,
0.03436464071273804,
-0.4450775980949402,
0.01913546770811081,
-0.49954450130462646,
-0.08569378405809402,
0.7893434166908264,
0.5895110368728638,
-0.21336811780929565,
0.30884677171707153,
-0.19952288269996643,
0.5115354657173157,
0.03283734619617462,
0.21447336673736572,
-1.1277014017105103,
0.29000064730644226,
0.4476240575313568,
1.1612015962600708,
-0.49158909916877747,
0.8663204312324524,
-0.6532794833183289,
-1.37962806224823,
1.3576416969299316,
0.4144538342952728,
0.1437288522720337,
0.8461151719093323,
-0.4088529348373413,
0.4732688367366791,
-0.38725754618644714,
0.08313410729169846,
0.04492669180035591,
0.5288556814193726,
0.7692160606384277,
1.0040196180343628,
0.2621456980705261,
-0.3135581612586975,
1.3264727592468262,
-0.1949801743030548,
0.7086634635925293,
0.9229038953781128,
0.5620895028114319,
-0.6033733487129211,
-0.13644161820411682,
-0.1624327152967453,
-0.29924583435058594,
-0.4900500178337097,
0.6829700469970703,
-0.5775797367095947,
0.7596761584281921,
-0.21171505749225616,
0.7103933691978455,
-0.16635021567344666,
0.05314941704273224,
0.7186347246170044,
0.01957188919186592,
0.27567848563194275,
-0.5103846788406372,
-0.7415738701820374,
-0.10597459971904755,
-0.010337555781006813,
0.15686939656734467,
0.13811609148979187,
-0.6159305572509766,
-0.7334041595458984,
0.08180948346853256,
-0.2628437578678131,
0.2984316945075989,
0.48010215163230896,
0.3783808648586273,
0.8355675935745239,
0.1908513456583023,
0.27635565400123596,
0.34071794152259827,
-0.6361364722251892,
-0.6704702377319336,
-0.3568025529384613,
-0.8744276762008667,
-0.6123274564743042,
-0.8534707427024841,
-0.5688987374305725,
-0.9563926458358765
] |
2025-06-14
| null | null | null | null | null | 2 | 13 | 11 | 15 | 19 | 12 |
@article{song2020towardhybridteams:,
abstract = {Human-computer hybrid teams can meet challenges in designing complex engineered systems. However, the understanding of interaction in the hybrid teams is lacking. We review the literature and identify four key attributes to construct design research platforms that support multi-phase design, hybrid teams, multiple design scenarios, and data logging. Then, we introduce a platform for unmanned aerial vehicle (UAV) design embodying these attributes. With the platform, experiments can be conducted to study how designers and intelligent computational agents interact, support, and impact each other.},
author = {Binyang Song and Nicolas F. Soria Zurita and Guanglu Zhang and Gary Stump and Corey Balon and Simon W. Miller and Michael Yukish and Jonathan Cagan and Christopher McComb},
citation = {International Design Conference - DESIGN 2020, 2020},
conference = {International Design Conference - DESIGN 2020},
pub_year = {2020},
title = {Toward Hybrid Teams: A Platform To Understand Human-Computer Collaboration During the Design of Complex Engineered Systems}
}
|
{
"ENTRYTYPE": "article",
"ID": "song2020towardhybridteams:",
"abstract": "Human-computer hybrid teams can meet challenges in designing complex engineered systems. However, the understanding of interaction in the hybrid teams is lacking. We review the literature and identify four key attributes to construct design research platforms that support multi-phase design, hybrid teams, multiple design scenarios, and data logging. Then, we introduce a platform for unmanned aerial vehicle (UAV) design embodying these attributes. With the platform, experiments can be conducted to study how designers and intelligent computational agents interact, support, and impact each other.",
"author": "Binyang Song and Nicolas F. Soria Zurita and Guanglu Zhang and Gary Stump and Corey Balon and Simon W. Miller and Michael Yukish and Jonathan Cagan and Christopher McComb",
"citation": "International Design Conference - DESIGN 2020, 2020",
"conference": "International Design Conference - DESIGN 2020",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2020,
"publisher": null,
"title": "Toward Hybrid Teams: A Platform To Understand Human-Computer Collaboration During the Design of Complex Engineered Systems",
"volume": null
}
|
0P9w_S0AAAAJ:bFI3QPDXJZMC
| 54 |
/scholar?hl=en&cites=7263844905543200920
|
[
"7263844905543200920"
] |
https://www.cambridge.org/core/journals/proceedings-of-the-design-society-design-conference/article/toward-hybrid-teams-a-platform-to-understand-humancomputer-collaboration-during-the-design-of-complex-engineered-systems/43F715549D49ABD1BC90579425A8CDB9
|
/scholar?oi=bibs&hl=en&q=related:mPBuwnRczmQJ:scholar.google.com/
|
[
-0.33880698680877686,
0.21091805398464203,
-0.3159857392311096,
0.8675866723060608,
0.1433841586112976,
-0.1909182071685791,
0.24486733973026276,
-0.1113092303276062,
-0.08525611460208893,
0.15178468823432922,
0.06183576583862305,
-0.3241962492465973,
-0.12556327879428864,
-0.06609752774238586,
-0.4688855707645416,
0.12881198525428772,
-1.1004434823989868,
0.1436314731836319,
-0.1266242265701294,
-0.6107398867607117,
-0.49497851729393005,
-0.26322558522224426,
-1.3345005512237549,
-0.08559899032115936,
0.902586042881012,
0.7499560713768005,
-0.3291696310043335,
1.184355616569519,
0.7586407661437988,
0.7510020136833191,
0.692190945148468,
0.5610256791114807,
0.976642906665802,
0.12680771946907043,
-0.1404878795146942,
-0.09885524213314056,
-0.056616902351379395,
-0.4414440393447876,
-0.3514958322048187,
0.04737745597958565,
-0.24731957912445068,
-0.08812619000673294,
0.5946136116981506,
-1.169501543045044,
0.19231291115283966,
0.37156161665916443,
0.8505339026451111,
0.09722184389829636,
0.44850778579711914,
-0.22617682814598083,
1.2961537837982178,
-1.0417100191116333,
0.5626257658004761,
0.8460744023323059,
0.6687995791435242,
-0.2520190477371216,
-0.8742337226867676,
-1.0195738077163696,
-0.18977199494838715,
-0.49730384349823,
-0.6661717891693115,
0.05993567407131195,
0.09452904015779495,
-1.1889581680297852,
0.9556959867477417,
-0.4294835031032562,
0.675457775592804,
0.09584584832191467,
0.4981704354286194,
1.07760751247406,
0.5413338541984558,
-0.9738565683364868,
0.2449530065059662,
0.3370797336101532,
0.6741421222686768,
1.1057976484298706,
0.5216584205627441,
0.9866672158241272,
-1.0834494829177856,
-0.5444905757904053,
0.2715429663658142,
-0.13366155326366425,
-0.5459386110305786,
-1.035387635231018,
-0.46827057003974915,
0.39141008257865906,
0.2047329694032669,
0.2582736015319824,
-0.6604085564613342,
0.5905668139457703,
0.18748223781585693,
0.739586591720581,
-0.6754823923110962,
0.5767233967781067,
0.3996769189834595,
0.8480366468429565,
-0.01696329191327095,
0.5717809796333313,
0.2454395741224289,
0.6688185334205627,
0.27295416593551636,
0.14159514009952545,
-0.41547492146492004,
-0.20773063600063324,
1.5656229257583618,
-0.09039244800806046,
0.0036793239414691925,
-0.36571162939071655,
0.3532083034515381,
0.08793724328279495,
1.3351198434829712,
-0.6972167491912842,
-0.23316864669322968,
0.1416986882686615,
-0.1950841099023819,
0.16556277871131897,
-0.7792568802833557,
-0.5628177523612976,
-0.5270089507102966,
-0.08263307809829712,
0.21412284672260284,
-0.6722754836082458,
0.5380974411964417,
0.8412936925888062,
0.10248887538909912,
0.4039476811885834,
0.14924685657024384,
-0.13773062825202942,
0.6474966406822205,
-0.3869292438030243,
-0.7817122936248779,
-0.7194486856460571,
0.35529494285583496,
-0.0726248100399971,
-0.13786357641220093,
-0.3392403721809387,
-1.4342870712280273,
-1.0940817594528198,
-1.546582579612732,
1.014125943183899,
-0.19125257432460785,
0.18636474013328552,
1.011673927307129,
0.15801413357257843,
-0.60494464635849,
0.5048494935035706,
-0.37463322281837463,
-0.044276684522628784,
-0.03232833370566368,
0.04024607688188553,
0.09475454688072205,
-0.0740189254283905,
-0.7370972633361816,
0.21925576031208038,
0.6736830472946167,
-0.8016917109489441,
-0.8516329526901245,
-0.21565985679626465,
-0.9760522246360779,
-0.5727432370185852,
0.33763688802719116,
-1.419580340385437,
1.1174907684326172,
0.14701490104198456,
-0.9608180522918701,
-0.12112586945295334,
0.6504512429237366,
0.3242747187614441,
0.39202091097831726,
-0.226079061627388,
-0.5922792553901672,
-0.225884810090065,
0.08318004012107849,
-0.009296461008489132,
-0.28386634588241577,
-1.2266993522644043,
-0.05702902376651764,
0.16471797227859497,
-0.13449311256408691,
-0.30410587787628174,
-0.3098905682563782,
0.8065721392631531,
0.58966463804245,
-0.24345938861370087,
-0.20893795788288116,
0.12154332548379898,
-0.6209700107574463,
0.26914775371551514,
-0.37384098768234253,
-0.24744735658168793,
0.9128499627113342,
0.4183315634727478,
1.2038626670837402,
-0.5704459547996521,
-0.10935180634260178,
0.18468926846981049,
0.18184415996074677,
-0.08697625249624252,
-0.3541282117366791,
1.41629159450531,
-0.6058262586593628,
0.07341835647821426,
-0.1831887662410736,
-0.17050154507160187,
-0.19471566379070282,
-0.47768279910087585,
-0.20465031266212463,
-0.522118866443634,
-0.21167077124118805,
0.6624786853790283,
-0.3769083023071289,
0.12257285416126251,
-0.12357260286808014,
-0.4997859299182892,
-0.6311415433883667,
1.4699814319610596,
-0.22605149447917938,
0.2399691343307495,
-0.48709213733673096,
0.12040098011493683,
0.11289387196302414,
0.07322186976671219,
0.8325892686843872,
-0.6086112260818481,
-0.5750460028648376,
-0.2339785397052765,
-1.0129809379577637,
0.5044052004814148,
-0.19219419360160828,
0.1751514971256256,
0.9613734483718872,
-0.49938949942588806,
-0.1978704035282135,
1.064050555229187,
0.17466767132282257,
-0.016007721424102783,
0.5717741250991821,
0.34293830394744873,
-0.36956265568733215,
-0.1551228016614914,
0.3688296675682068,
0.8304387331008911,
-0.7537314891815186,
0.7527921795845032,
0.2717713415622711,
-0.6681287288665771,
0.26716843247413635,
-0.19425418972969055,
0.5600577592849731,
0.2318570613861084,
0.2300921082496643,
-0.40479981899261475,
-0.257016658782959,
-0.2250266820192337,
0.4280492067337036,
-0.05694951117038727,
0.20092903077602386,
-0.04325687885284424,
-0.008490455336868763,
-1.2035281658172607,
-0.029628902673721313,
-0.11784229427576065,
0.9547080993652344,
0.7840649485588074,
0.28729212284088135,
-0.538474977016449,
-0.6423429250717163,
-0.8066701889038086,
0.143838569521904,
0.07333095371723175,
-0.31115153431892395,
-0.11927712708711624,
-0.31933853030204773,
-0.46057674288749695,
0.4510698616504669,
0.330554336309433,
0.9949151873588562,
-0.19957011938095093,
-1.0691442489624023,
-0.0887114480137825,
0.6104029417037964,
-0.5221855044364929,
-0.2511507570743561,
0.10446733981370926,
0.006595545914024115,
-0.7348540425300598,
0.1775791198015213,
-0.24178239703178406,
-0.019257882609963417,
-0.0006427083862945437,
0.5670636892318726,
0.09025761485099792,
-0.7586592435836792,
0.7904174327850342,
0.4398556649684906,
-1.1342897415161133,
-0.7059695720672607,
-0.9783065915107727,
0.48817339539527893,
-0.4274594187736511,
-0.6592562198638916,
0.20021454989910126,
0.06788334250450134,
0.9267273545265198,
-0.3394390344619751,
0.1444421261548996,
0.19514375925064087,
0.5488696098327637,
0.040965016931295395,
0.07238340377807617,
-0.1807478964328766,
-0.16420836746692657,
1.4311774969100952,
0.4040699601173401,
-0.6963825821876526,
0.4799651801586151,
-0.4778772294521332,
-0.7647596597671509,
0.49863362312316895,
-0.7019767761230469,
0.312963604927063,
-0.9422222375869751,
1.2697429656982422,
0.2566829025745392,
-0.44290727376937866,
0.735564112663269,
0.5164516568183899,
-0.7172856330871582,
0.567172110080719,
-0.16345538198947906,
0.7380943894386292,
0.7138276696205139,
0.037168752402067184,
-0.12656307220458984,
-0.48476672172546387,
0.1731054186820984,
0.517605721950531,
-0.26358625292778015,
-0.2687276601791382,
-0.4938565194606781,
0.3116048276424408,
0.9177795052528381,
0.3432327210903168,
-0.8608710169792175,
0.1394890695810318,
-0.8549139499664307,
-0.9182173013687134,
-0.1954428106546402,
-0.7611874938011169,
-0.8368301391601562,
0.11119884997606277,
0.35147714614868164,
-0.2243061661720276,
-1.0288406610488892,
-0.9207878708839417,
-0.8937405347824097,
-0.7070607542991638,
-1.298839807510376,
0.10975893586874008,
-0.0532422736287117,
-1.0238274335861206,
-0.06918390840291977,
0.3087470531463623,
0.14996576309204102,
0.4196881949901581,
0.09133155643939972,
0.7629462480545044,
0.5999747514724731,
-0.6261329054832458,
-0.39566484093666077,
0.5977981686592102,
0.059465840458869934,
-0.34781160950660706,
0.7352976202964783,
0.40654823184013367,
0.06535322219133377,
-0.5731232762336731,
-0.7533288598060608,
-0.6602104306221008,
0.06873784959316254,
0.07481802999973297,
0.2480469048023224,
-0.7566468119621277,
-0.38105741143226624,
0.929896354675293,
0.2391745150089264,
-0.22846366465091705,
0.3660140633583069,
0.7318628430366516,
0.8254750967025757,
0.5272809267044067,
0.8735995292663574,
0.33020851016044617,
0.5277280211448669,
0.1409151554107666,
-0.5875905752182007,
0.07807181030511856,
-0.4384576380252838,
0.33264559507369995,
0.6942756175994873,
0.0010521006770431995,
-0.05698831006884575,
-1.511648178100586,
0.35683226585388184,
-1.5029141902923584,
-0.006609112955629826,
0.7744854092597961,
0.5074996948242188,
-0.3560854196548462,
-0.23143136501312256,
-0.025887873023748398,
0.241647869348526,
0.6584509015083313,
-0.14417804777622223,
0.15964727103710175,
-0.2178526520729065,
0.6565648317337036,
0.12669157981872559,
-0.023044392466545105,
0.6405311822891235,
-0.5289309024810791,
0.35970669984817505,
14.90047836303711,
0.01589195430278778,
0.5134356021881104,
0.11311665177345276,
0.08247151225805283,
0.7035205960273743,
-0.3394520580768585,
0.3256961405277252,
-0.3561883866786957,
-0.2897675335407257,
0.7935129404067993,
-0.11847585439682007,
0.3535260260105133,
0.11960776895284653,
0.11751049757003784,
-0.36422720551490784,
-0.24385105073451996,
0.24239321053028107,
-0.07216856628656387,
-1.1833280324935913,
0.39840251207351685,
0.5705394148826599,
0.32334980368614197,
-0.10474209487438202,
0.36696818470954895,
0.43918973207473755,
0.9697405695915222,
-0.14919134974479675,
0.9395520091056824,
0.1895291954278946,
0.5363778471946716,
-0.674300491809845,
0.24818721413612366,
0.9091307520866394,
-1.478441596031189,
-0.6617960333824158,
0.4135308265686035,
-1.4164385795593262,
0.7465843558311462,
0.021935220807790756,
-0.4851542115211487,
-0.1498468816280365,
0.08038735389709473,
0.1948283463716507,
0.6461876630783081,
0.022678963840007782,
-0.4713238775730133,
-0.010632558725774288,
0.2950991988182068,
-0.485120952129364,
-0.45970770716667175,
0.5074701309204102,
0.4690237045288086,
-0.9920031428337097,
0.12390743941068649,
0.4313676953315735,
0.7920805811882019,
-0.09668662399053574,
0.004670266527682543,
-0.5838741660118103,
-1.2724281549453735,
-0.9096958041191101,
-0.06435509026050568,
0.604209303855896,
0.48704567551612854,
0.31856289505958557,
0.2071797102689743,
-0.26101061701774597,
0.14954830706119537,
0.12124768644571304,
-0.17919574677944183,
-0.7258036732673645,
0.931555986404419,
-0.02069091796875,
-0.7175264358520508,
-0.3585622310638428,
-0.5666499137878418,
0.037566665560007095,
-0.8535549640655518,
-0.4989551305770874,
-0.029155030846595764,
-0.6951387524604797,
-0.46034935116767883,
0.9057674407958984,
-0.0443069227039814,
-1.379494309425354,
0.3532533347606659,
-0.7228127121925354,
-0.3741186559200287,
0.05981980636715889,
-0.577422022819519,
-1.200449824333191,
-0.04779596999287605,
-0.36162319779396057,
-0.5549095273017883,
-0.43975508213043213,
1.0125923156738281,
-0.32217979431152344,
-0.997321605682373,
-0.3734891712665558,
-0.5089164972305298,
-0.05031651258468628,
0.055810488760471344,
-0.21595819294452667,
0.4426285922527313,
0.24187788367271423,
-0.8647376894950867,
0.25403207540512085,
0.17847564816474915,
-0.8741158246994019,
-1.2889970541000366,
0.1398438811302185,
-0.30243566632270813,
-0.9439343810081482,
0.06958986073732376,
-0.9688119292259216,
-0.4666348695755005,
0.07503939419984818,
0.8519814610481262,
0.013385893777012825,
0.7698126435279846,
-0.6503257155418396,
0.27650585770606995,
-0.2707464098930359,
-0.8682587742805481,
0.5804736018180847,
0.35084354877471924,
-0.7136241793632507,
-0.6075368523597717,
-0.018748408183455467,
0.4855979382991791,
-0.892536997795105,
-0.6230340600013733,
0.5720496773719788,
0.9751246571540833,
-0.23606199026107788,
0.7143837809562683,
-0.42247670888900757,
0.37373071908950806,
0.10670395195484161,
0.1290002018213272,
-1.098262071609497,
-0.4639454483985901,
-1.01012122631073,
0.15466466546058655,
0.058313190937042236,
0.4542085528373718,
-0.8355942964553833,
0.03893664479255676,
1.2918232679367065,
0.06056465208530426,
-0.15425334870815277,
0.04378373548388481,
0.16109775006771088,
-0.6696758270263672,
-0.12764646112918854,
0.21971279382705688,
-0.06823986023664474,
0.3357068598270416,
-0.19650407135486603,
0.4028158485889435,
1.0638751983642578,
0.11793765425682068,
-0.36782172322273254,
1.0111931562423706,
-0.41082853078842163,
0.06218743324279785,
-0.19204068183898926,
-0.3053305149078369,
-0.41433677077293396,
-0.17672432959079742,
-0.40101364254951477,
0.47545644640922546,
-0.891560971736908,
-0.7592549920082092,
0.17924754321575165,
-0.013327326625585556,
-0.3319154679775238,
0.5320159196853638,
-0.5847229361534119,
-0.7648656368255615,
-0.6776039004325867,
-0.12876178324222565,
0.8892369270324707,
0.7435844540596008,
-0.45212456583976746,
-0.3442164361476898,
-0.4627418518066406,
-0.0685703307390213,
0.5947687029838562,
0.015209188684821129,
-0.04137825220823288,
-0.6036603450775146,
-0.6987776160240173,
0.081817626953125,
0.3369840681552887,
-0.002453009132295847,
-1.4067707061767578,
0.9728197455406189,
0.031022654846310616,
0.2025274783372879,
0.11434128135442734,
0.0038718015421181917,
-1.5406098365783691,
0.6611051559448242,
0.6987112760543823,
-0.14307740330696106,
0.34420153498649597,
0.10877769440412521,
-0.25063610076904297,
-0.2958184480667114,
1.1559804677963257,
-0.10733993351459503,
-0.6269890069961548,
-0.16700774431228638,
-0.06925161182880402,
-1.3474317789077759,
-0.4406836926937103,
1.2647039890289307,
-0.4579678475856781,
-0.9225425124168396,
0.050382018089294434,
0.03812127187848091,
0.7792981863021851,
0.21000142395496368,
0.5329343676567078,
0.43555063009262085,
-1.0996735095977783,
0.5470772981643677,
0.6466614007949829,
-0.2962380051612854,
-0.45268362760543823,
0.5988830924034119,
0.2531544864177704,
-0.614341139793396,
-0.1497037261724472,
-0.37760239839553833,
0.31362810730934143,
-0.8677852749824524,
-0.3375667333602905,
0.26471391320228577,
-0.24136987328529358,
0.4714895188808441,
0.6896378993988037,
-0.3091781437397003,
-0.9851751923561096,
-0.025399165228009224,
-0.6077883243560791,
-0.6584212183952332,
-0.0488070510327816,
0.5272290110588074,
0.6841223239898682,
-0.7241706848144531,
0.07010625302791595,
-0.3695220947265625,
1.0092040300369263,
-0.18968641757965088,
-0.8268900513648987,
0.36569204926490784,
-0.10346977412700653,
0.07550108432769775,
0.43423476815223694,
-0.45942577719688416,
-0.5425467491149902,
-0.6620545983314514,
0.24890044331550598,
-0.3500656485557556,
-0.13397006690502167,
0.39649590849876404,
-0.22117215394973755,
-0.2842996120452881,
0.014834968373179436,
0.9265016913414001,
0.6872901320457458,
0.1114390641450882,
-0.16968676447868347,
0.2940613627433777,
0.42868533730506897,
0.9042896032333374,
-0.9705508947372437,
-0.00020907283760607243,
0.45184144377708435,
1.6860811710357666,
-0.6798520088195801,
0.6236534714698792,
-0.676609218120575,
-1.004025936126709,
0.9519256949424744,
0.9428717494010925,
-0.28806060552597046,
1.0063093900680542,
0.11210297048091888,
0.2598554790019989,
0.042883072048425674,
-0.7964843511581421,
-0.32890477776527405,
0.272123783826828,
1.2215412855148315,
0.39672747254371643,
0.7473612427711487,
-0.3561440706253052,
1.039964199066162,
0.36100348830223083,
0.7195476293563843,
1.0034385919570923,
1.7425376176834106,
-0.1691756695508957,
-0.23872189223766327,
-0.38143983483314514,
0.22042804956436157,
0.11169996112585068,
0.5714478492736816,
-0.4603504538536072,
0.8942000865936279,
0.29635855555534363,
0.722209632396698,
0.09526360034942627,
-0.8760698437690735,
1.1780154705047607,
-0.3476868271827698,
0.08030842244625092,
-0.4007202386856079,
-0.3434382677078247,
-0.11066024005413055,
0.28946924209594727,
-0.49342164397239685,
-0.14810822904109955,
-0.13115082681179047,
-0.1460643857717514,
0.20640650391578674,
0.018811697140336037,
0.6233097910881042,
0.27036336064338684,
0.5675554871559143,
0.9880386590957642,
0.5491634011268616,
0.30183178186416626,
-1.2167025804519653,
-0.07373356074094772,
-0.2767419219017029,
-0.07424473017454147,
-1.3921208381652832,
0.026165200397372246,
-1.1084625720977783,
-0.20285268127918243,
-0.7860342860221863
] |
2025-06-14
| null | null | null | null | null | null | 10 | 16 | 16 | 9 | 3 |
@article{song2022decodingtheagility,
abstract = {Although necessary for complex problem solving, such as engineering design, team agility is often difficult to achieve in practice. The evolution of Artificial Intelligence (AI) affords unique opportunities for supporting team problem solving. While integrating assistive AI agents into human teams has at times improved team performance, it is still unclear if, how, and why AI affects team agility. A large-scale human experiment answers these questions, revealing that, with appropriately interfaced AIs, AI-assisted human teams enjoy …},
author = {Binyang Song and Joshua T. Gyory and Guanglu Zhang and Nicolas F. Soria Zurita and Gary Stump and Jay Martin and Simon W Miller and Corey Balon and Michael Yukish and Christopher McComb and Jonathan Cagan},
citation = {Design Studies, 2022},
journal = {Design Studies},
pub_year = {2022},
title = {Decoding the Agility of Artificial Intelligence-Assisted Human Design Teams}
}
|
{
"ENTRYTYPE": "article",
"ID": "song2022decodingtheagility",
"abstract": "Although necessary for complex problem solving, such as engineering design, team agility is often difficult to achieve in practice. The evolution of Artificial Intelligence (AI) affords unique opportunities for supporting team problem solving. While integrating assistive AI agents into human teams has at times improved team performance, it is still unclear if, how, and why AI affects team agility. A large-scale human experiment answers these questions, revealing that, with appropriately interfaced AIs, AI-assisted human teams enjoy …",
"author": "Binyang Song and Joshua T. Gyory and Guanglu Zhang and Nicolas F. Soria Zurita and Gary Stump and Jay Martin and Simon W Miller and Corey Balon and Michael Yukish and Christopher McComb and Jonathan Cagan",
"citation": "Design Studies, 2022",
"conference": null,
"journal": "Design Studies",
"number": null,
"pages": null,
"pub_year": 2022,
"publisher": null,
"title": "Decoding the Agility of Artificial Intelligence-Assisted Human Design Teams",
"volume": null
}
|
0P9w_S0AAAAJ:UHK10RUVsp4C
| 53 |
/scholar?hl=en&cites=12483581656711157753
|
[
"12483581656711157753"
] |
https://www.sciencedirect.com/science/article/pii/S0142694X2200014X
|
/scholar?oi=bibs&hl=en&q=related:-dfZPGCXPq0J:scholar.google.com/
|
[
-0.44508832693099976,
0.8160479068756104,
0.1544531136751175,
0.17544683814048767,
0.5160818696022034,
-0.22932355105876923,
0.17444828152656555,
-0.35759156942367554,
0.10891280323266983,
-0.031131980940699577,
-0.0025808331556618214,
-0.29455307126045227,
-0.04600745067000389,
-0.007591978181153536,
-0.30074402689933777,
0.14030370116233826,
-0.8950462341308594,
0.988922119140625,
-0.36510103940963745,
-0.4898371398448944,
-0.3402346968650818,
-0.3337925672531128,
-1.4522396326065063,
0.4071776270866394,
0.7624916434288025,
0.990692138671875,
-0.60906982421875,
0.9942464232444763,
0.3162457048892975,
0.8473408222198486,
0.46305906772613525,
-0.19804729521274567,
0.9397173523902893,
-0.3165629506111145,
-0.28497612476348877,
-0.34016361832618713,
0.4215518832206726,
-0.657136857509613,
-0.4480587840080261,
0.4012342095375061,
-0.11393506079912186,
-0.5839644074440002,
0.809779703617096,
-0.7808247804641724,
0.010558132082223892,
0.421144038438797,
1.0194697380065918,
0.30777648091316223,
0.5513237714767456,
-0.15729212760925293,
1.4702553749084473,
-0.6557082533836365,
0.5915446877479553,
1.2471411228179932,
0.39145931601524353,
0.21027129888534546,
-0.4525560736656189,
-0.8931728601455688,
0.3912501931190491,
-0.16664955019950867,
-0.6693044900894165,
0.1280401200056076,
0.11380124092102051,
-1.1379597187042236,
0.6851648688316345,
-0.6399478316307068,
0.1631917655467987,
0.5152636766433716,
0.03538396954536438,
1.6311554908752441,
0.39266112446784973,
-1.034759283065796,
0.43502649664878845,
0.3071320056915283,
0.633543848991394,
0.7232924103736877,
0.44557279348373413,
0.7736806869506836,
-1.2481977939605713,
-0.4354640245437622,
0.6572161912918091,
-0.6218745708465576,
-0.16037710011005402,
-0.3732559382915497,
-0.6998925805091858,
0.37476712465286255,
0.12151535600423813,
0.663779079914093,
-0.5291350483894348,
0.7716482281684875,
0.017569411545991898,
0.8916412591934204,
-0.43131327629089355,
0.677259087562561,
0.09552880376577377,
0.7756797671318054,
0.24241912364959717,
0.4485969841480255,
0.4623900055885315,
0.7756635546684265,
-0.2569074034690857,
0.3210914433002472,
-0.4164150059223175,
-0.30731210112571716,
1.5794575214385986,
-0.3127221167087555,
0.2699771523475647,
-0.6050131916999817,
0.2865963876247406,
0.7372369170188904,
1.2557189464569092,
-1.1077537536621094,
-0.5208605527877808,
0.1752251386642456,
-0.4304904341697693,
0.13228625059127808,
0.2637559473514557,
-0.5164850950241089,
-0.7366166710853577,
0.21918313205242157,
-0.05890365317463875,
-0.7784804105758667,
-0.5199059247970581,
1.0406630039215088,
-0.003311098786070943,
0.23022247850894928,
0.007763332687318325,
0.21382319927215576,
0.6782817244529724,
0.023161955177783966,
-1.0196590423583984,
-1.0192935466766357,
0.3760364055633545,
0.400381475687027,
-0.05404359847307205,
0.11844933778047562,
-1.8203438520431519,
-0.9086683392524719,
-1.8183809518814087,
1.175402283668518,
-0.014390050433576107,
0.15118645131587982,
1.2639548778533936,
0.5114871859550476,
-0.41976398229599,
0.7324097156524658,
-0.2357780784368515,
-0.11132701486349106,
0.159565731883049,
0.2646775245666504,
0.11924131214618683,
-0.0063591632060706615,
-0.7485688924789429,
0.21393705904483795,
0.8273281455039978,
-0.6902138590812683,
-0.40541061758995056,
0.08584968000650406,
-0.7010065317153931,
-0.36692363023757935,
0.31667062640190125,
-1.1908292770385742,
1.168335199356079,
-0.37671002745628357,
-0.9213632345199585,
0.23031671345233917,
0.43413516879081726,
0.31718552112579346,
0.7267768979072571,
0.018936047330498695,
-0.5501028895378113,
-0.08008522540330887,
0.05739273503422737,
-0.28185343742370605,
-0.07300268858671188,
-1.1847575902938843,
0.04118883237242699,
0.004006332717835903,
-0.46632125973701477,
-0.3274105191230774,
-0.39389216899871826,
0.786896824836731,
0.5019832849502563,
-0.2761324942111969,
0.2214285284280777,
0.48473355174064636,
-0.3021124303340912,
-0.0861433893442154,
-0.09191539883613586,
-1.042539358139038,
0.13940221071243286,
0.17367394268512726,
1.5548397302627563,
-0.694762647151947,
-0.07900487631559372,
0.42403388023376465,
0.34831908345222473,
-0.44289201498031616,
-0.4482308030128479,
0.9722275733947754,
-0.36805403232574463,
0.5847891569137573,
-0.22238506376743317,
0.016219807788729668,
0.46954408288002014,
-0.15748031437397003,
0.250504732131958,
-0.02413133718073368,
-0.31984761357307434,
0.8986341953277588,
-0.4507824778556824,
0.1706204116344452,
-0.00313369557261467,
-0.5465923547744751,
-0.8836530447006226,
1.4624383449554443,
-0.34830567240715027,
0.35280895233154297,
-0.44607704877853394,
0.1105085089802742,
-0.03599109128117561,
-0.27642831206321716,
0.7273837924003601,
-0.23764239251613617,
-0.2791207730770111,
-0.07025840133428574,
-1.2342147827148438,
0.6469853520393372,
0.47823941707611084,
0.1386842429637909,
0.466448038816452,
-0.9401997327804565,
-0.0229113157838583,
0.8794237375259399,
-0.10459471493959427,
-0.4582878351211548,
0.756074845790863,
0.5452906489372253,
0.15827475488185883,
0.22054225206375122,
-0.3272719085216522,
0.9001718163490295,
-0.759431004524231,
0.7980101108551025,
0.21106329560279846,
-0.3500595688819885,
-0.08154593408107758,
-0.004327661823481321,
0.4730476140975952,
-0.13766621053218842,
0.20864571630954742,
-0.5416023135185242,
-0.22207622230052948,
-0.396894246339798,
-0.006070636212825775,
0.7859529852867126,
0.357646107673645,
0.4576917886734009,
0.19861753284931183,
-1.3077898025512695,
-0.04777362570166588,
-0.15160943567752838,
0.5518331527709961,
1.3266844749450684,
0.22018733620643616,
-0.41754016280174255,
-0.5928255915641785,
-0.6628929376602173,
0.2190498262643814,
0.6314691305160522,
-0.7567830085754395,
-0.49238836765289307,
-0.9589747190475464,
-0.6585003733634949,
0.7957881093025208,
0.2129654437303543,
0.8676639795303345,
-0.5715922117233276,
-0.543530285358429,
0.054089609533548355,
0.46685609221458435,
-0.25974053144454956,
-0.1454712152481079,
-0.214151531457901,
0.13127712905406952,
-0.4638497531414032,
0.440458744764328,
-0.26917898654937744,
0.3710809350013733,
-0.7578311562538147,
1.1472218036651611,
0.2577248513698578,
-0.1889352947473526,
0.5485018491744995,
0.6621231436729431,
-1.1379562616348267,
-0.7598853707313538,
-0.8384262919425964,
0.5411660671234131,
-0.028677191585302353,
-0.12821727991104126,
0.43593183159828186,
-0.3266216814517975,
1.4836885929107666,
-0.3917224407196045,
-0.09512613713741302,
0.20282451808452606,
0.46255332231521606,
-0.19186946749687195,
-0.20328238606452942,
0.5182323455810547,
0.05471472814679146,
1.1342400312423706,
0.22291375696659088,
-0.5274351835250854,
0.48052820563316345,
-0.8404701352119446,
-0.1751423180103302,
0.1744835525751114,
-0.43417128920555115,
0.059617236256599426,
-1.070801854133606,
0.844514012336731,
0.6343886256217957,
-0.6087556481361389,
0.4571356475353241,
0.23978714644908905,
-0.47866588830947876,
0.7255241870880127,
0.007481490261852741,
0.7828251123428345,
0.10922945290803909,
0.17013202607631683,
-0.2497868835926056,
0.19583956897258759,
-0.18506108224391937,
0.10741716623306274,
-0.25001582503318787,
-0.4673766791820526,
0.28818827867507935,
-0.00464484840631485,
0.7149037718772888,
0.10126765072345734,
-0.8222507834434509,
0.03752269223332405,
-0.5593996644020081,
-1.2415229082107544,
-0.13374820351600647,
-0.8281872868537903,
-0.5057758688926697,
0.23840777575969696,
0.0068550691939890385,
-0.34147873520851135,
-0.8595877885818481,
-0.8750934600830078,
-0.6493450999259949,
-0.2886573076248169,
-0.7825416922569275,
-0.2707696259021759,
-0.23908238112926483,
-1.0325928926467896,
-0.03705029934644699,
-0.29845717549324036,
0.15391026437282562,
0.5294252634048462,
-0.09981705993413925,
0.907198965549469,
-0.34994515776634216,
-0.4676368832588196,
-0.7433722615242004,
0.5754842162132263,
0.002832922851666808,
-0.37003085017204285,
-0.024018961936235428,
-0.012546994723379612,
0.4285457134246826,
-0.3700055480003357,
-0.4367068111896515,
-0.6674355864524841,
0.11349719762802124,
0.03612951934337616,
-0.3800904452800751,
-0.44291383028030396,
-0.13339591026306152,
0.5924384593963623,
-0.0309069212526083,
-0.05534795671701431,
0.6733293533325195,
0.9377990961074829,
1.0936400890350342,
0.4903303384780884,
0.9455954432487488,
0.25055181980133057,
0.8172218203544617,
0.32143738865852356,
-0.0660325288772583,
-0.19698944687843323,
-0.46168044209480286,
0.29773810505867004,
0.7006043791770935,
-0.18157167732715607,
-0.11068127304315567,
-1.6735872030258179,
0.21158446371555328,
-1.9278271198272705,
-0.2348940372467041,
0.36966198682785034,
0.8708271384239197,
0.12152865529060364,
-0.3063395321369171,
0.13947059214115143,
0.06425808370113373,
0.38965892791748047,
-0.6211118102073669,
0.02226332575082779,
0.05187930911779404,
0.3877466022968292,
-0.07910160720348358,
-0.023911526426672935,
0.41530653834342957,
0.11180923134088516,
0.39643386006355286,
14.955488204956055,
0.27449941635131836,
0.8519293665885925,
0.27991023659706116,
0.6357764005661011,
0.7656369209289551,
-0.41823360323905945,
-0.5027121305465698,
-0.44176802039146423,
0.2613997757434845,
0.9140858054161072,
-0.09540925920009613,
0.23768667876720428,
0.05979859456419945,
-0.21714691817760468,
0.11773200333118439,
-0.7002515196800232,
0.33488428592681885,
0.287360280752182,
-1.1896675825119019,
0.6130297183990479,
0.4019753634929657,
0.22724109888076782,
-0.20341254770755768,
0.3644311726093292,
0.44531676173210144,
1.003014087677002,
-0.5290095210075378,
1.2231534719467163,
-0.1393938958644867,
0.490962952375412,
-0.5285502672195435,
0.7249183058738708,
1.0817230939865112,
-0.6821074485778809,
-0.43968045711517334,
0.26332005858421326,
-1.595977783203125,
0.6882593035697937,
-0.2817600965499878,
-0.7529933452606201,
-0.2033524066209793,
-0.1399937868118286,
-0.16839294135570526,
0.2492913007736206,
0.14446745812892914,
-0.44098109006881714,
0.717498779296875,
-0.09686440229415894,
-0.22773009538650513,
-0.3736402988433838,
0.6171636581420898,
0.6798442006111145,
-0.7640243768692017,
-0.20399224758148193,
0.4917123317718506,
0.16198347508907318,
0.26381731033325195,
-0.18236906826496124,
-0.4252433180809021,
-0.5328435897827148,
-0.6358435750007629,
0.001710077398456633,
-0.0028817043639719486,
0.4597264528274536,
-0.14775300025939941,
0.27028223872184753,
-0.1340186893939972,
0.12836986780166626,
0.0949052944779396,
0.1758100688457489,
-0.38751015067100525,
0.6425593495368958,
0.06234406679868698,
-0.7640635371208191,
-0.3231770694255829,
-1.145706057548523,
-0.3274853825569153,
-0.5968037247657776,
-1.0558123588562012,
0.6379901766777039,
-0.5446959733963013,
-0.9907144904136658,
0.9859564900398254,
-0.2387952357530594,
-0.6706281900405884,
0.1794692873954773,
-0.7167474031448364,
-0.1952444314956665,
-0.09605047106742859,
-0.29977941513061523,
-0.7659094333648682,
-0.20085912942886353,
-0.24437907338142395,
-0.49571287631988525,
-0.6894803047180176,
0.9406179785728455,
-0.3266579508781433,
-0.8087252378463745,
0.4619804322719574,
-0.42451024055480957,
0.01560200098901987,
-0.007206094916909933,
-0.8641290664672852,
0.7582505345344543,
0.07827843725681305,
-0.5822436213493347,
0.34714359045028687,
0.03747323900461197,
-0.33490899205207825,
-1.0871185064315796,
0.8455774188041687,
0.17156273126602173,
-1.6056758165359497,
-0.002151421969756484,
-0.796414852142334,
-0.8968087434768677,
0.30605369806289673,
0.48938921093940735,
-0.37516918778419495,
0.3272290825843811,
-0.16843770444393158,
-0.08306777477264404,
-0.17586074769496918,
-0.8180508613586426,
0.761418342590332,
0.7965947985649109,
-0.1841663122177124,
-1.0558116436004639,
0.08800449967384338,
0.270709365606308,
-0.4286265969276428,
-0.2362317144870758,
0.2197388857603073,
0.6366558074951172,
-0.43579164147377014,
1.0660064220428467,
-0.7428171038627625,
-0.030785605311393738,
0.08532769978046417,
0.35291787981987,
-0.510155439376831,
-0.8409318923950195,
-0.9540618062019348,
0.3117358088493347,
-0.0038301688618957996,
0.533477783203125,
-0.9607152938842773,
-0.01980127952992916,
1.61428701877594,
-0.16189895570278168,
0.25570231676101685,
-0.5060335993766785,
0.09110329300165176,
-0.48248040676116943,
-0.2743942439556122,
0.05415580794215202,
0.1999748796224594,
0.3078385293483734,
-0.2632155418395996,
0.46302396059036255,
1.0683344602584839,
0.23190632462501526,
-0.7366968393325806,
0.7607653737068176,
-0.720117449760437,
0.11182434111833572,
-0.6142911314964294,
-0.3747147023677826,
-1.0163670778274536,
-0.22659116983413696,
-0.677595853805542,
0.20854167640209198,
-1.2935423851013184,
-1.1438544988632202,
0.23015794157981873,
-0.23111923038959503,
-0.1476856768131256,
0.3599655330181122,
-0.7424337863922119,
-0.7707353830337524,
0.017632460221648216,
-0.35854846239089966,
0.6086195707321167,
0.6303150653839111,
-0.3468697667121887,
0.07217250019311905,
-0.13576127588748932,
-0.4708040654659271,
0.5552003979682922,
0.3042427897453308,
-0.12616853415966034,
-0.3140851855278015,
-1.0248125791549683,
0.5388901233673096,
-0.15366871654987335,
-0.19454610347747803,
-0.963519811630249,
0.9617724418640137,
0.09986816346645355,
0.31535542011260986,
0.038727544248104095,
-0.2303568720817566,
-1.4096009731292725,
0.3106914758682251,
0.6020310521125793,
-0.19033308327198029,
-0.05824620649218559,
0.04378215968608856,
-0.3607049286365509,
-0.06099691614508629,
0.6975666880607605,
-0.5098798274993896,
-0.6759526133537292,
-0.27715590596199036,
-0.5033583045005798,
-1.3878682851791382,
-0.4626595675945282,
0.49277400970458984,
-0.5759554505348206,
-1.0205390453338623,
-0.09640498459339142,
0.14037193357944489,
0.5037005543708801,
0.09630198031663895,
0.3806425631046295,
0.24017274379730225,
-1.2555900812149048,
0.20322370529174805,
0.349718302488327,
-0.14967705309391022,
-0.056328851729631424,
0.3074011206626892,
0.04463347792625427,
-0.5460651516914368,
-0.030738553032279015,
-0.37961095571517944,
0.38066887855529785,
-0.44127076864242554,
-0.3578174412250519,
0.20839256048202515,
0.1478227972984314,
-0.09833478927612305,
0.8461028337478638,
-0.042551830410957336,
-0.5246080756187439,
0.12275596708059311,
-0.3987289369106293,
-0.4554392695426941,
-0.23164834082126617,
0.4932343661785126,
0.24535124003887177,
-0.7063815593719482,
0.1298619955778122,
-0.6121646165847778,
0.7319583892822266,
-0.2658140957355499,
-0.5846594572067261,
-0.1197376549243927,
0.08236894756555557,
-0.07823255658149719,
0.386920690536499,
-0.30716273188591003,
-0.3965173661708832,
-0.494439035654068,
0.32230648398399353,
0.49942246079444885,
-0.38804441690444946,
-0.0028935465961694717,
-0.89886075258255,
0.11612202972173691,
0.030344128608703613,
0.6351771354675293,
0.5131919980049133,
-0.20571567118167877,
0.08755036443471909,
-0.23481673002243042,
0.41054877638816833,
0.9250579476356506,
-0.49771419167518616,
0.00555990356951952,
0.49796009063720703,
1.7444900274276733,
-0.8631463646888733,
0.5608913898468018,
-0.479699969291687,
-1.1821980476379395,
0.9857172966003418,
0.7155954837799072,
-0.16547846794128418,
0.11329922080039978,
-0.3834076225757599,
0.06960611045360565,
-0.3219062387943268,
-0.7173525094985962,
-0.39233317971229553,
1.0565292835235596,
1.140224575996399,
0.47332078218460083,
0.39547160267829895,
-0.5336125493049622,
1.7988115549087524,
0.11256655305624008,
0.5035547018051147,
0.526917576789856,
0.9485797882080078,
-0.3705900013446808,
0.08348283171653748,
-0.247048482298851,
0.068329818546772,
-0.26600921154022217,
0.9151793718338013,
-0.9608408808708191,
0.6769930124282837,
-0.05124303698539734,
0.6483306288719177,
0.11494375765323639,
-0.557988166809082,
1.2743468284606934,
0.23562684655189514,
0.08690380305051804,
-0.27782636880874634,
-0.7489830255508423,
-0.3275023400783539,
0.34893864393234253,
-0.16828414797782898,
0.18396830558776855,
-0.4160895049571991,
-0.28626465797424316,
0.17692403495311737,
0.19717469811439514,
0.42288652062416077,
0.08198289573192596,
0.4906128942966461,
0.9265039563179016,
0.2821250259876251,
-0.09027895331382751,
-0.8237455487251282,
-0.25546136498451233,
-0.5985787510871887,
0.5524634122848511,
-0.9908437728881836,
-0.13610602915287018,
-0.9769685864448547,
-0.9808450937271118,
-0.6723244786262512
] |
2025-06-14
| null | null | null | null | null | null | null | 5 | 20 | 20 | 8 |
@article{raina2019transferringdesignstrategies,
abstract = {Solving any design problem involves planning and strategizing, where intermediate processes are identified and then sequenced. This is an abstract skill that designers learn over time and then use across similar problems. However, this transfer of strategies in design has not been effectively modeled or leveraged within computational agents. This note presents an approach to represent design strategies using a probabilistic model. The model provides a mechanism to generate new designs based on certain design strategies while solving configuration design task in a sequential manner. This work also demonstrates that this probabilistic representation can be used to transfer strategies from human designers to computational design agents in a way that is general and useful. This transfer-driven approach opens up the possibility of identifying high-performing behavior in human designers and using it to …},
author = {Ayush Raina and Jonathan Cagan and Christopher McComb},
citation = {Journal of Mechanical Design, 2019},
journal = {Journal of Mechanical Design},
pub_year = {2019},
title = {Transferring Design Strategies from Human to Computer and Across Design Problems}
}
|
{
"ENTRYTYPE": "article",
"ID": "raina2019transferringdesignstrategies",
"abstract": "Solving any design problem involves planning and strategizing, where intermediate processes are identified and then sequenced. This is an abstract skill that designers learn over time and then use across similar problems. However, this transfer of strategies in design has not been effectively modeled or leveraged within computational agents. This note presents an approach to represent design strategies using a probabilistic model. The model provides a mechanism to generate new designs based on certain design strategies while solving configuration design task in a sequential manner. This work also demonstrates that this probabilistic representation can be used to transfer strategies from human designers to computational design agents in a way that is general and useful. This transfer-driven approach opens up the possibility of identifying high-performing behavior in human designers and using it to …",
"author": "Ayush Raina and Jonathan Cagan and Christopher McComb",
"citation": "Journal of Mechanical Design, 2019",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2019,
"publisher": null,
"title": "Transferring Design Strategies from Human to Computer and Across Design Problems",
"volume": null
}
|
0P9w_S0AAAAJ:GnPB-g6toBAC
| 52 |
/scholar?hl=en&cites=13705217613876381624
|
[
"13705217613876381624"
] |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/141/11/114501/955351
|
/scholar?oi=bibs&hl=en&q=related:uEeHdM62Mr4J:scholar.google.com/
|
[
-0.4224931597709656,
0.01856820471584797,
-0.22767986357212067,
0.31328216195106506,
0.3287101686000824,
-0.6098995804786682,
0.05468127503991127,
-0.4316425621509552,
0.009976291097700596,
-0.06648296862840652,
0.307146281003952,
-0.23218761384487152,
-0.5408212542533875,
-0.24971282482147217,
-0.1378975510597229,
0.2429601550102234,
-0.6053955554962158,
0.5687071681022644,
-0.217040553689003,
-0.05625176057219505,
0.3403238356113434,
-0.035264916718006134,
-1.3511098623275757,
0.30472466349601746,
0.08654690533876419,
0.19436629116535187,
-0.09748943895101547,
0.7668910026550293,
0.282635360956192,
0.3992083668708801,
0.4599664509296417,
0.0665542483329773,
0.6054276823997498,
0.16935530304908752,
-0.33554649353027344,
0.14053750038146973,
0.13480225205421448,
-0.672519862651825,
-0.4240378141403198,
0.20835745334625244,
-0.10704322904348373,
0.006214900407940149,
0.8577081561088562,
-0.386886328458786,
0.11584483832120895,
0.8366439938545227,
0.6945611834526062,
0.45234647393226624,
0.6824659705162048,
-0.08775044977664948,
1.0235108137130737,
-0.9488387107849121,
0.4540254771709442,
1.3688113689422607,
0.364378958940506,
-0.10972089320421219,
-0.8496772050857544,
-0.567550778388977,
-0.0006928785005584359,
-0.3436746299266815,
-1.0454885959625244,
-0.05973266065120697,
0.10184600949287415,
-0.9274571537971497,
1.5224641561508179,
-0.6975001692771912,
0.2623997926712036,
0.1060824915766716,
-0.06735919415950775,
1.4290492534637451,
0.4184354543685913,
-0.943192720413208,
0.5742972493171692,
0.6173868179321289,
0.2402745932340622,
0.7363325357437134,
0.30220162868499756,
0.68974769115448,
-0.9451847672462463,
-0.16451869904994965,
0.9948012232780457,
-0.4768868386745453,
0.20866547524929047,
-0.7813381552696228,
-0.0279580969363451,
0.3032844662666321,
-0.1469593048095703,
0.7434345483779907,
-0.3667517900466919,
0.7663711905479431,
-0.06473810225725174,
0.35890519618988037,
-0.8986390829086304,
1.014836072921753,
0.015044771134853363,
0.46379944682121277,
-0.08838187158107758,
0.1783728003501892,
0.3807205557823181,
0.767508327960968,
-0.11192260682582855,
0.3491048812866211,
-0.6364139914512634,
0.19987156987190247,
1.4355007410049438,
-0.2834314703941345,
0.24882738292217255,
-0.7559617161750793,
0.17293290793895721,
-0.07219663262367249,
1.288864016532898,
-0.839333713054657,
-0.2590164542198181,
-0.0720309391617775,
0.1559176743030548,
-0.5294114351272583,
-0.23454289138317108,
-0.13830390572547913,
-0.5514818429946899,
0.20553083717823029,
-0.456838458776474,
-0.313890665769577,
-0.10494869947433472,
0.7350938320159912,
-0.18984311819076538,
0.4889620244503021,
0.6062576174736023,
0.008575629442930222,
0.3537307679653168,
0.1524989902973175,
-0.4694667458534241,
-0.48270902037620544,
0.18448303639888763,
-0.14280477166175842,
0.2656436860561371,
-0.09482932090759277,
-1.5562124252319336,
-1.0795625448226929,
-1.453609824180603,
0.8248313069343567,
-0.27158620953559875,
0.41804614663124084,
1.4237263202667236,
0.6609987020492554,
-0.793883740901947,
0.9512965679168701,
-0.22604864835739136,
-0.15955786406993866,
0.2533419728279114,
0.26111575961112976,
0.39208537340164185,
-0.08246729522943497,
-0.37283971905708313,
0.15182717144489288,
0.7886533737182617,
-0.8513516783714294,
-0.415713369846344,
-0.42692363262176514,
-0.6905595660209656,
0.050716836005449295,
0.742508053779602,
-1.1528584957122803,
1.3368544578552246,
0.12396162748336792,
-1.2686662673950195,
-0.008591430261731148,
0.6948289275169373,
0.8419866561889648,
0.3538956344127655,
0.14271439611911774,
-0.12739317119121552,
-0.5326023101806641,
-0.2184334099292755,
0.006393355783075094,
-0.2422974854707718,
-1.3330938816070557,
-0.17400455474853516,
0.2534717321395874,
-0.04446721822023392,
-0.10306796431541443,
-0.3185112476348877,
0.6948025822639465,
0.14961905777454376,
-0.3015212416648865,
0.43685874342918396,
0.5513022541999817,
-0.5593039393424988,
-0.24962599575519562,
-0.34672650694847107,
-0.5945090055465698,
0.09176643937826157,
0.24683994054794312,
1.5048227310180664,
-0.5363059639930725,
-0.3193010091781616,
0.3062951862812042,
-0.4470801055431366,
-0.06284670531749725,
-0.5983599424362183,
1.1125260591506958,
-0.4764443337917328,
0.49677878618240356,
-0.17666754126548767,
-0.30586445331573486,
0.04898655787110329,
-0.4796573519706726,
0.19112730026245117,
-0.671709418296814,
-0.42291978001594543,
0.6810503602027893,
-0.5239494442939758,
0.351263165473938,
0.35899510979652405,
-0.2418716847896576,
-0.6465393304824829,
1.1331486701965332,
-0.35042840242385864,
0.17104361951351166,
-0.7986253499984741,
-0.09267273545265198,
0.3116779625415802,
0.05190734565258026,
1.0457290410995483,
-0.2824920117855072,
-0.227091982960701,
0.011774326674640179,
-1.2928342819213867,
1.1226623058319092,
-0.22624506056308746,
-0.18568553030490875,
0.001431838027201593,
-0.6436260938644409,
-0.09104128181934357,
0.5534548759460449,
0.42461222410202026,
-0.16913725435733795,
0.4516899883747101,
0.30748066306114197,
-0.36420175433158875,
-0.2764388918876648,
0.10829899460077286,
0.6517879366874695,
-0.788069486618042,
0.9377779960632324,
0.2889155447483063,
-0.7071231007575989,
0.5319501757621765,
-0.13530132174491882,
0.706392228603363,
0.34200993180274963,
0.6703009605407715,
-0.3809822201728821,
0.03406009078025818,
-0.5013653635978699,
0.3307135999202728,
0.3861464858055115,
0.8599928617477417,
0.437819242477417,
0.22637538611888885,
-1.1110047101974487,
-0.20641611516475677,
-0.555485725402832,
0.970562756061554,
1.0852209329605103,
0.0493338480591774,
-0.3559246063232422,
-0.4325281083583832,
-0.6809435486793518,
0.0654124766588211,
0.830456554889679,
-0.40264663100242615,
-0.17814704775810242,
-1.0774508714675903,
-0.3561466634273529,
0.2902764678001404,
0.4860421419143677,
1.0134493112564087,
-0.5295595526695251,
-0.7323645949363708,
0.2564532160758972,
0.6916523575782776,
-0.03708843141794205,
-0.448062926530838,
-0.16369906067848206,
-0.47311297059059143,
-0.6218479871749878,
0.31866466999053955,
-0.5635085105895996,
0.0687563344836235,
-0.1670120358467102,
0.8646947145462036,
0.029459550976753235,
-0.5003684163093567,
0.4697612524032593,
0.6766658425331116,
-0.7301976680755615,
-0.651652991771698,
-0.44460612535476685,
-0.043732017278671265,
-0.6093945503234863,
-0.18750110268592834,
0.0949801579117775,
-0.4057416617870331,
1.1098188161849976,
-0.3393250107765198,
0.32873663306236267,
0.3832923471927643,
0.18310588598251343,
0.1987556368112564,
0.38556617498397827,
0.008278443478047848,
-0.6418006420135498,
1.1981533765792847,
0.3508201837539673,
-0.8589412569999695,
0.49350324273109436,
-0.8018928170204163,
-0.31717827916145325,
0.19403699040412903,
-0.7733220458030701,
-0.2608693242073059,
-0.6380661725997925,
0.9457916021347046,
0.49369630217552185,
-0.5729133486747742,
0.6270788311958313,
0.19358715415000916,
-0.13176409900188446,
0.13426104187965393,
0.01767590083181858,
0.3470095694065094,
0.02796264737844467,
0.2741488516330719,
-0.5944809317588806,
-0.1713550090789795,
-0.009218049235641956,
0.20928041636943817,
-0.3526366353034973,
-0.5126892328262329,
-0.019843297079205513,
0.25643038749694824,
0.2087666094303131,
-0.010350892320275307,
-0.607560396194458,
-0.17567263543605804,
-0.18769292533397675,
-1.3714245557785034,
-0.06069593131542206,
-0.7695748805999756,
-0.4459497630596161,
-0.072062648832798,
0.021845346316695213,
-0.5348460078239441,
-1.220123291015625,
-0.9504770636558533,
-0.8984851241111755,
0.2331065535545349,
-1.3291579484939575,
-0.1315450370311737,
0.20920731127262115,
-0.9348912239074707,
-0.08004848659038544,
0.20378588140010834,
-0.09425994753837585,
0.8712356090545654,
-0.45808979868888855,
1.0262155532836914,
0.3735499978065491,
-0.8056973814964294,
-0.18150275945663452,
0.6503937840461731,
0.07732430100440979,
-0.047160521149635315,
0.20882683992385864,
0.1175655871629715,
0.25171107053756714,
-0.12045200914144516,
-0.22704359889030457,
-0.4448327422142029,
0.5930296182632446,
0.7055913805961609,
-0.06579755246639252,
-0.5503580570220947,
-0.46310296654701233,
1.3110175132751465,
0.3815666437149048,
0.405622661113739,
0.5699897408485413,
0.7970837354660034,
0.9808633923530579,
0.10741912573575974,
0.785390317440033,
0.36981773376464844,
0.9125407338142395,
-0.4613831639289856,
0.2906281650066376,
-0.15125606954097748,
-0.5572218894958496,
0.046765077859163284,
0.4939672648906708,
-0.10767126828432083,
-0.02410852536559105,
-1.4132310152053833,
0.2817362844944,
-1.597381830215454,
-0.3790435194969177,
1.0025707483291626,
0.8836265802383423,
-0.06420214474201202,
-0.29561740159988403,
-0.07708272337913513,
0.3437262177467346,
0.6696163415908813,
-0.5475627183914185,
0.09777859598398209,
-0.3481625020503998,
0.7067976593971252,
0.5988280773162842,
0.023241490125656128,
0.6304564476013184,
-0.3745478391647339,
0.7805506587028503,
15.117120742797852,
0.6105638146400452,
0.6465926766395569,
0.2202044576406479,
0.46014225482940674,
0.3927217423915863,
-0.5541166067123413,
-0.08412502706050873,
-0.6395168900489807,
-0.07113310694694519,
0.6939742565155029,
-0.12455984950065613,
0.5589300990104675,
0.10039176046848297,
0.3178617060184479,
-0.5212603807449341,
-0.6674758791923523,
0.5399413704872131,
0.21486316621303558,
-1.525066614151001,
0.4667467474937439,
0.5156881213188171,
0.3530042767524719,
-0.9889599084854126,
0.7260270714759827,
0.6732137203216553,
0.9583434462547302,
-0.5064767599105835,
1.018782138824463,
0.046645745635032654,
0.3689015209674835,
-0.6692467927932739,
0.3018491268157959,
0.37297487258911133,
-0.909786581993103,
-0.6390634775161743,
0.10937540233135223,
-1.1696451902389526,
0.7949314117431641,
-0.43603843450546265,
-0.8990799188613892,
-0.5803945064544678,
-0.4077664911746979,
-0.014171351678669453,
0.5075698494911194,
0.6624982953071594,
-0.4803396463394165,
0.358174204826355,
0.05124948173761368,
-0.378584623336792,
-0.45488831400871277,
0.3557080328464508,
0.37380528450012207,
-0.7435469031333923,
0.02019898034632206,
0.6377091407775879,
0.32674652338027954,
0.2625984847545624,
-0.10992099344730377,
-0.215162992477417,
-0.6151198744773865,
-0.2813791036605835,
0.4450470805168152,
-0.014179449528455734,
0.045992542058229446,
0.5575523376464844,
0.27720069885253906,
-0.34561991691589355,
0.16997745633125305,
0.16487687826156616,
-0.015846582129597664,
0.18141517043113708,
0.5578030347824097,
0.28935906291007996,
-0.21182236075401306,
-0.17368139326572418,
-1.0963099002838135,
0.06800168007612228,
-0.9354458451271057,
-0.5031257271766663,
0.5679986476898193,
-0.7272170782089233,
-0.805861234664917,
0.29454970359802246,
0.35962536931037903,
-1.1126112937927246,
0.38549214601516724,
-0.621142566204071,
-0.0772765576839447,
-0.10045194625854492,
-0.405225932598114,
-0.8441286683082581,
0.30906563997268677,
-0.3604426980018616,
-0.23117081820964813,
-0.3498211205005646,
0.7849365472793579,
-0.5702136754989624,
-0.602508544921875,
-0.05652160942554474,
-0.2953346073627472,
-0.26402974128723145,
-0.05297766253352165,
-0.6642522215843201,
0.4041668474674225,
0.007343507371842861,
-0.3094167709350586,
0.6817061901092529,
-0.03409520536661148,
-0.44810524582862854,
-1.0514205694198608,
0.6904401183128357,
-0.19371777772903442,
-0.6539343595504761,
-0.38178807497024536,
-0.4839257001876831,
-0.6943398118019104,
0.0023133165668696165,
0.4807547926902771,
-1.0094445943832397,
0.562638521194458,
-0.04921483248472214,
0.02377304807305336,
-0.17338764667510986,
-1.1526618003845215,
0.4720448851585388,
0.9250382781028748,
-0.2649712860584259,
-0.6982598304748535,
-0.17929908633232117,
0.11820460110902786,
-0.7548059225082397,
-0.21800126135349274,
-0.1452171355485916,
0.7686771750450134,
-0.2250610589981079,
1.0316225290298462,
-0.5795717835426331,
0.32369351387023926,
0.20394040644168854,
0.1412724405527115,
-0.9219329357147217,
-0.9615217447280884,
-0.7127923965454102,
0.5151808261871338,
0.2057884782552719,
0.7420414686203003,
-0.41224321722984314,
0.34896770119667053,
1.353482723236084,
-0.09034671634435654,
0.3285740613937378,
-0.2475683093070984,
0.15706633031368256,
-0.16558608412742615,
-0.5097852945327759,
0.2918749749660492,
-0.32448747754096985,
-0.08049174398183823,
-0.2841384708881378,
0.6497172713279724,
0.846867561340332,
-0.2825127840042114,
-0.5364493727684021,
0.5925873517990112,
-0.15844698250293732,
-0.3268650472164154,
-0.8892618417739868,
-0.293432354927063,
-0.832260251045227,
-0.05039982125163078,
-0.6089116930961609,
0.405172199010849,
-1.4072550535202026,
-0.5855945348739624,
-0.08286523073911667,
-0.3637625575065613,
-0.33173468708992004,
0.8798786401748657,
-0.9128040671348572,
-0.6045957207679749,
-0.1826237440109253,
-0.3002473711967468,
0.44882118701934814,
0.7016754746437073,
-0.5179191827774048,
-0.6220746636390686,
-0.00416769552975893,
-0.692840039730072,
0.42806532979011536,
0.5399374961853027,
-0.4668942093849182,
-0.8059982061386108,
-1.105947732925415,
0.4650258719921112,
0.14896100759506226,
-0.42598867416381836,
-0.9054582118988037,
0.8887174725532532,
-0.21446262300014496,
0.29799509048461914,
0.12540359795093536,
-0.006731304805725813,
-1.2213037014007568,
0.3889351189136505,
0.3749578893184662,
-0.42440348863601685,
0.2610110342502594,
0.20586083829402924,
-0.3895050585269928,
0.3411782681941986,
0.5693085789680481,
-0.19804362952709198,
-0.9927874207496643,
-0.7515321373939514,
-0.35656628012657166,
-1.4177545309066772,
-0.5431462526321411,
0.8647518754005432,
-0.5797969102859497,
-0.8845742344856262,
-0.13265937566757202,
-0.13432824611663818,
0.31912413239479065,
-0.10986743122339249,
0.6316515803337097,
0.6057934761047363,
-0.9459974765777588,
0.3532741665840149,
0.28205251693725586,
-0.56751549243927,
-0.3352000117301941,
0.741455078125,
-0.22364553809165955,
-0.7548537254333496,
0.013140028342604637,
-0.22177988290786743,
0.4365967810153961,
-0.4586247503757477,
-0.2080502063035965,
0.4060143232345581,
-0.19181647896766663,
-0.0044471523724496365,
0.7332963347434998,
-0.4613921046257019,
-0.3634827136993408,
-0.04052932187914848,
-0.4228137135505676,
-0.5683977603912354,
-0.2346889227628708,
0.7087630033493042,
0.5954126715660095,
-0.5444337129592896,
0.18333590030670166,
-0.45545512437820435,
0.8491531610488892,
-0.27412137389183044,
-0.7725404500961304,
0.5551973581314087,
-0.20327652990818024,
0.0029114631470292807,
0.2934490144252777,
-0.4365348517894745,
-0.6872509121894836,
-0.6314688920974731,
0.18609099090099335,
0.28616130352020264,
-0.929779589176178,
0.18371668457984924,
-0.6780490875244141,
-0.39482206106185913,
0.014927086420357227,
0.6903635263442993,
-0.12377118319272995,
-0.07553865760564804,
0.11621074378490448,
-0.28806158900260925,
0.3043937683105469,
1.094916820526123,
-0.7650449872016907,
0.3301355540752411,
0.4180052876472473,
1.8351809978485107,
-0.2877429723739624,
0.6734538078308105,
-0.677090585231781,
-0.9571579694747925,
1.2129744291305542,
0.760120689868927,
-0.19370651245117188,
0.8389052152633667,
0.06086067855358124,
-0.025164717808365822,
-0.034311965107917786,
-0.3634641170501709,
-0.34793367981910706,
0.34985265135765076,
1.3338470458984375,
0.4731657803058624,
0.6503039002418518,
-0.47178593277931213,
0.8706691861152649,
0.31245851516723633,
0.6400814056396484,
1.153399109840393,
1.2836759090423584,
-0.12350211292505264,
-0.5492756962776184,
0.014989864081144333,
0.5438423156738281,
0.008865898475050926,
0.43569421768188477,
-0.08466280251741409,
0.8867970108985901,
0.08804739266633987,
0.8088808655738831,
0.25943899154663086,
-0.5325902700424194,
1.2418909072875977,
-0.007510768249630928,
0.4541323184967041,
-0.878456711769104,
-0.6133145689964294,
0.09715142101049423,
0.14619076251983643,
-0.22190631926059723,
-0.12940643727779388,
-0.6624812483787537,
-0.17111101746559143,
-0.07910246402025223,
0.29165947437286377,
0.03212406858801842,
0.21294565498828888,
0.4807818830013275,
0.7670121192932129,
0.2592879831790924,
-0.18722206354141235,
-0.7857992053031921,
-0.538931667804718,
-0.7010689973831177,
-0.08511269092559814,
-1.1078437566757202,
-0.9309292435646057,
-1.1764023303985596,
-0.04749973863363266,
-0.6446780562400818
] |
2025-06-15
| null | null | null | null | null | 9 | 8 | 12 | 5 | 14 | 4 |
@article{gyory2022humanversusartificial,
abstract = {Managing the design process of teams has been shown to considerably improve problem-solving behaviors and resulting final outcomes. Automating this activity presents significant opportunities in delivering interventions that dynamically adapt to the state of a team in order to reap the most impact. In this work, an artificial intelligence (AI) agent is created to manage the design process of engineering teams in real time, tracking features of teams’ actions and communications during a complex design and path-planning task in multidisciplinary teams. Teams are also placed under the guidance of human process managers for comparison. Regarding outcomes, teams perform equally as well under both types of management, with trends toward even superior performance from the AI-managed teams. The managers’ intervention strategies and team perceptions of those strategies are also explored, illuminating …},
author = {Joshua T Gyory and Nicolas F Soria Zurita and Jay Martin and Corey Balon and Christopher McComb and Kenneth Kotovsky and Jonathan Cagan},
citation = {Journal of Mechanical Design, 2022},
journal = {Journal of Mechanical Design},
pub_year = {2022},
title = {Human versus Artificial Intelligence: A Data-Driven Approach to Real-Time Process Management During Complex Engineering Design}
}
|
{
"ENTRYTYPE": "article",
"ID": "gyory2022humanversusartificial",
"abstract": "Managing the design process of teams has been shown to considerably improve problem-solving behaviors and resulting final outcomes. Automating this activity presents significant opportunities in delivering interventions that dynamically adapt to the state of a team in order to reap the most impact. In this work, an artificial intelligence (AI) agent is created to manage the design process of engineering teams in real time, tracking features of teams’ actions and communications during a complex design and path-planning task in multidisciplinary teams. Teams are also placed under the guidance of human process managers for comparison. Regarding outcomes, teams perform equally as well under both types of management, with trends toward even superior performance from the AI-managed teams. The managers’ intervention strategies and team perceptions of those strategies are also explored, illuminating …",
"author": "Joshua T Gyory and Nicolas F Soria Zurita and Jay Martin and Corey Balon and Christopher McComb and Kenneth Kotovsky and Jonathan Cagan",
"citation": "Journal of Mechanical Design, 2022",
"conference": null,
"journal": "Journal of Mechanical Design",
"number": null,
"pages": null,
"pub_year": 2022,
"publisher": null,
"title": "Human versus Artificial Intelligence: A Data-Driven Approach to Real-Time Process Management During Complex Engineering Design",
"volume": null
}
|
0P9w_S0AAAAJ:dTyEYWd-f8wC
| 55 |
/scholar?hl=en&cites=4215114512571339010
|
[
"4215114512571339010"
] |
https://asmedigitalcollection.asme.org/mechanicaldesign/article-abstract/144/2/021405/1120421
|
/scholar?oi=bibs&hl=en&q=related:ApFoCVEYfzoJ:scholar.google.com/
|
[
0.08172234147787094,
0.5311087965965271,
-0.01480873767286539,
0.5709023475646973,
0.5752424001693726,
0.16667190194129944,
0.1827952265739441,
-0.07633841782808304,
-0.18325376510620117,
0.040851231664419174,
0.12558335065841675,
0.022434094920754433,
-0.42304760217666626,
-0.28066787123680115,
0.16592124104499817,
-0.03439292311668396,
-0.8521199226379395,
0.8616019487380981,
-0.6082231998443604,
-0.40857475996017456,
0.0077954004518687725,
-0.1712956428527832,
-1.291542887687683,
0.18294863402843475,
0.3753499388694763,
0.7499228715896606,
-0.5722973942756653,
0.9724345803260803,
0.24518580734729767,
0.7884821891784668,
0.43650487065315247,
0.008477932773530483,
0.6082624197006226,
-0.07180467993021011,
-0.4743001461029053,
0.30778858065605164,
0.40744802355766296,
-0.22501572966575623,
-0.589110791683197,
0.20198893547058105,
0.0036276692990213633,
-0.4497546851634979,
0.8359488844871521,
-0.4753226041793823,
0.22748242318630219,
0.425888329744339,
0.6073236465454102,
0.5410205721855164,
0.7439309358596802,
-0.05264447256922722,
1.0845293998718262,
-0.8414980173110962,
0.5540594458580017,
1.4129372835159302,
0.42377769947052,
0.014695747755467892,
-0.7267117500305176,
-0.9907845258712769,
0.034314244985580444,
-0.4509649872779846,
-0.5891489386558533,
0.2408604621887207,
0.05929511785507202,
-1.552681565284729,
0.7607142925262451,
-0.7704094648361206,
-0.001526194391772151,
0.21971778571605682,
0.4353087246417999,
1.3591176271438599,
0.03230024874210358,
-1.2624638080596924,
0.41786104440689087,
0.45755070447921753,
0.5539247989654541,
0.8357735872268677,
0.34887588024139404,
0.8085363507270813,
-1.3584951162338257,
-0.40269067883491516,
0.6683669686317444,
-0.487362802028656,
-0.2264700084924698,
-0.5929829478263855,
-0.75656658411026,
0.3696553707122803,
-0.4402049481868744,
0.6996188163757324,
-0.875450611114502,
0.6025575399398804,
0.4041873812675476,
0.9367977976799011,
-0.6756597757339478,
0.9730244874954224,
0.09119617938995361,
0.4694737195968628,
0.3034836947917938,
0.1865382045507431,
0.3433617651462555,
0.7916139364242554,
-0.19960948824882507,
0.5661397576332092,
-0.6938698291778564,
0.15573227405548096,
1.2653217315673828,
-0.3732278347015381,
0.2933342158794403,
-0.27546781301498413,
0.2004157304763794,
0.5136580467224121,
1.066736102104187,
-0.9306846261024475,
-0.6998392939567566,
0.017177456989884377,
-0.49639177322387695,
0.06006215512752533,
-0.15708652138710022,
-0.5818371772766113,
-0.8613463044166565,
-0.05819190293550491,
-0.06362314522266388,
-0.6573634743690491,
-0.0028491222765296698,
0.4482973515987396,
0.04866741597652435,
0.3491879105567932,
0.20361118018627167,
-0.23703351616859436,
1.023552656173706,
-0.044401027262210846,
-1.1444634199142456,
-0.9218963384628296,
0.25200310349464417,
0.12129630148410797,
-0.3020046353340149,
0.30401647090911865,
-1.8930187225341797,
-0.9676156640052795,
-1.0720326900482178,
0.9419454336166382,
-0.24504965543746948,
0.2984868586063385,
1.2471404075622559,
0.23833204805850983,
-0.570050060749054,
0.7334238886833191,
0.1447976529598236,
-0.45999380946159363,
0.08662211894989014,
0.2757267653942108,
0.4557172954082489,
-0.09976579993963242,
-0.5272329449653625,
0.15115192532539368,
0.6728065013885498,
-0.6933082938194275,
-0.43974530696868896,
-0.2976073920726776,
-0.7263098359107971,
-0.42457714676856995,
0.3809927999973297,
-1.3282058238983154,
1.1396987438201904,
0.09344969689846039,
-0.9264810085296631,
0.3399253487586975,
0.5104213953018188,
0.4974355399608612,
0.7385498881340027,
0.20838847756385803,
-0.9315218925476074,
-0.25020885467529297,
-0.22671136260032654,
-0.21562720835208893,
-0.2794893980026245,
-1.1475193500518799,
-0.5350309610366821,
0.02896967902779579,
-0.23738178610801697,
-0.2889360785484314,
-0.5795297026634216,
1.1637638807296753,
0.0391414649784565,
-0.3715232014656067,
0.40923675894737244,
0.41870763897895813,
-0.6864426732063293,
0.31176528334617615,
-0.06931804120540619,
-0.5658609867095947,
0.29860833287239075,
0.2344786375761032,
1.5566039085388184,
-0.5660039782524109,
-0.13471940159797668,
0.2900031805038452,
0.056588541716337204,
-0.23465995490550995,
-0.295537531375885,
0.9338669776916504,
-0.811314046382904,
0.16667817533016205,
-0.6912322044372559,
-0.09686927497386932,
-0.25411269068717957,
-0.26396897435188293,
0.21966403722763062,
-0.5457581281661987,
-0.19977782666683197,
0.4583365321159363,
-0.6543304920196533,
0.19267584383487701,
0.03574133291840553,
-0.4375457763671875,
-0.34951260685920715,
1.057489037513733,
-0.4512803852558136,
0.5245471596717834,
-0.45908159017562866,
0.1647687703371048,
0.09010376781225204,
0.15937671065330505,
0.7945842742919922,
-0.42544782161712646,
-0.5075987577438354,
-0.32134097814559937,
-1.1204570531845093,
0.8612880110740662,
-0.025497909635305405,
0.15758953988552094,
0.6199141144752502,
-0.41477444767951965,
0.07099385559558868,
1.50715172290802,
0.572142481803894,
-0.48922839760780334,
0.6605252027511597,
0.05852653831243515,
-0.2763057053089142,
-0.2619243562221527,
-0.12836673855781555,
0.7821044325828552,
-0.5410943031311035,
0.9526821970939636,
0.19450657069683075,
-0.5978200435638428,
0.7510934472084045,
-0.4568069875240326,
0.9651292562484741,
0.0664241686463356,
0.3467266857624054,
-0.34017476439476013,
0.27619609236717224,
-0.4634300172328949,
0.44617849588394165,
0.521683931350708,
0.41328904032707214,
0.2585851550102234,
-0.09502484649419785,
-1.4338867664337158,
0.07445871084928513,
-0.12377482652664185,
0.3811153769493103,
1.036738634109497,
-0.11087790131568909,
-0.16714616119861603,
-0.3233674466609955,
-0.6211058497428894,
0.2662357985973358,
0.45426732301712036,
-0.6854583024978638,
-0.36571699380874634,
-0.9157388210296631,
-0.8198041319847107,
0.2690356969833374,
0.12610110640525818,
0.6303085088729858,
-1.0060081481933594,
-0.23852084577083588,
0.43854641914367676,
1.0159821510314941,
-0.1572609841823578,
-0.16010116040706635,
0.12140987813472748,
-0.16526730358600616,
-0.5676494240760803,
0.32324016094207764,
-0.27244409918785095,
0.33804529905319214,
-0.49476197361946106,
1.2261539697647095,
-0.2519383132457733,
-0.9615707993507385,
0.7551515698432922,
0.8137983083724976,
-1.2625981569290161,
-1.0689982175827026,
-0.9559058547019958,
0.16313879191875458,
-0.18016186356544495,
0.04818909615278244,
0.16114860773086548,
-0.156958669424057,
0.9974002242088318,
-0.467644065618515,
-0.1372140794992447,
0.5715523958206177,
0.4116564393043518,
-0.1396341472864151,
0.31302610039711,
0.22800399363040924,
-0.5856189727783203,
1.3546744585037231,
0.32032114267349243,
-0.5760535001754761,
0.3229604959487915,
-0.8575144410133362,
-0.19106444716453552,
0.27525806427001953,
-0.7690680027008057,
-0.3604264259338379,
-1.0922313928604126,
1.2435886859893799,
0.5337716937065125,
-0.7603158950805664,
0.4930369555950165,
0.5347463488578796,
-0.5985473394393921,
0.6156948804855347,
-0.19183894991874695,
0.6198058724403381,
0.2091456800699234,
-0.009196585044264793,
-0.11433883756399155,
-0.21646945178508759,
-0.010914371348917484,
0.1605311632156372,
-0.0460655651986599,
-0.3216360807418823,
-0.507797360420227,
0.1340716928243637,
0.5360857248306274,
-0.06012868136167526,
-0.7510661482810974,
0.32996270060539246,
-0.3361935317516327,
-1.2393531799316406,
-0.055233750492334366,
-0.8273925185203552,
-0.17043544352054596,
-0.02611948736011982,
0.31728461384773254,
-0.24537333846092224,
-1.1972006559371948,
-0.9701887369155884,
-0.8534196019172668,
-0.574838399887085,
-0.9998683333396912,
-0.3103683888912201,
-0.2176603376865387,
-1.1589618921279907,
-0.2516765892505646,
0.07675234973430634,
0.34522372484207153,
0.5489478707313538,
-0.047125399112701416,
0.8602480292320251,
0.44903764128685,
-0.33748552203178406,
-0.6294733881950378,
0.5633247494697571,
0.010998407378792763,
0.10768835246562958,
0.28412896394729614,
0.09525307267904282,
0.2763911187648773,
-0.054010555148124695,
-0.2154005616903305,
-0.5939356684684753,
0.09070808440446854,
0.537994921207428,
0.2974611520767212,
-0.4601341187953949,
-0.6672666072845459,
0.9082172513008118,
0.37517160177230835,
-0.24335432052612305,
0.37907880544662476,
0.8106663823127747,
0.9846761226654053,
0.4496355652809143,
1.145987868309021,
0.18856161832809448,
0.5118971467018127,
-0.11064110696315765,
-0.33257734775543213,
-0.05737327039241791,
0.10722162574529648,
-0.03877599909901619,
0.6848185062408447,
-0.0020690476521849632,
-0.028866633772850037,
-1.7347372770309448,
0.41111448407173157,
-1.3623812198638916,
-0.14706754684448242,
0.6000577807426453,
0.9439156651496887,
0.1601887047290802,
-0.12274681031703949,
-0.3682311177253723,
0.4490416646003723,
0.4063495397567749,
-0.6443909406661987,
-0.07910073548555374,
-0.45545533299446106,
0.6485143303871155,
0.31739336252212524,
-0.012940023094415665,
0.34582164883613586,
-0.328672856092453,
0.11837660521268845,
14.934837341308594,
-0.10356605798006058,
0.5533798933029175,
-0.09863696247339249,
0.2262260615825653,
0.5375053882598877,
0.027736462652683258,
-0.3196200132369995,
-0.29985150694847107,
-0.08989465236663818,
0.892426073551178,
-0.0674547404050827,
0.35474419593811035,
-0.06757576763629913,
0.41418206691741943,
-0.23729585111141205,
-0.8964928984642029,
0.27187347412109375,
0.11644572764635086,
-1.1780225038528442,
0.6436326503753662,
0.5189141035079956,
0.3522333800792694,
-0.35380610823631287,
0.14630909264087677,
0.5354452729225159,
0.9657558798789978,
-0.17545868456363678,
0.6505749225616455,
0.39125508069992065,
0.3185386657714844,
-0.6916943788528442,
0.3247207701206207,
0.5260212421417236,
-0.983347475528717,
-0.8911239504814148,
0.4110307991504669,
-1.0831905603408813,
0.6167740821838379,
-0.0061325388960540295,
-0.8920736312866211,
-0.16498559713363647,
-0.23212967813014984,
-0.16969181597232819,
0.5196472406387329,
0.4533928632736206,
-0.2443409562110901,
0.3054053485393524,
0.4523339867591858,
-0.12749376893043518,
-0.4208574593067169,
0.27266737818717957,
0.5761892199516296,
-0.46490028500556946,
-0.44427618384361267,
0.35839927196502686,
0.543796718120575,
-0.1294594407081604,
0.1565997302532196,
-0.40719884634017944,
-0.705646276473999,
-0.48160213232040405,
-0.11096291989088058,
0.25388386845588684,
0.5824579000473022,
0.3230857849121094,
-0.04428689926862717,
-0.266963392496109,
0.0027608114760369062,
0.21245065331459045,
0.1577039510011673,
-0.3705921769142151,
0.8902785778045654,
-0.110123410820961,
-0.5371788144111633,
-0.18160955607891083,
-1.2200570106506348,
-0.056754108518362045,
-1.0140467882156372,
-0.8000043630599976,
0.7945941090583801,
-0.6209679841995239,
-0.8532460927963257,
0.6892364621162415,
-0.2394326776266098,
-0.9611852765083313,
0.26556986570358276,
-0.9056753516197205,
-0.20090752840042114,
-0.021242529153823853,
-0.4825393855571747,
-0.4387832581996918,
-0.03437490016222,
-0.5179376602172852,
-0.28374600410461426,
-0.5068943500518799,
1.145103931427002,
-0.0909886583685875,
-1.120566964149475,
-0.06761208176612854,
-0.2656548321247101,
-0.03017452545464039,
-0.06332535296678543,
-0.6762409210205078,
0.42014384269714355,
-0.030797204002738,
-0.8645018339157104,
0.24782505631446838,
0.14701341092586517,
-0.5753138065338135,
-1.1128182411193848,
0.38518625497817993,
-0.2943100929260254,
-0.8094569444656372,
0.11821218580007553,
-0.6169241070747375,
-0.8817431330680847,
0.06211809441447258,
0.6238088607788086,
-0.5591434240341187,
0.6064163446426392,
-0.3981073498725891,
0.5358766913414001,
-0.3422424793243408,
-1.1686910390853882,
0.6863861680030823,
0.6564882397651672,
-0.037556931376457214,
-0.8461781740188599,
0.3837703466415405,
0.36528682708740234,
-0.49917370080947876,
-0.7883970141410828,
0.2812471389770508,
0.38101980090141296,
0.31810569763183594,
1.1311759948730469,
-0.4309457242488861,
0.2993442714214325,
0.24742227792739868,
0.6081664562225342,
-0.6963284015655518,
-0.8398693203926086,
-0.853594958782196,
0.18600063025951385,
-0.10806934535503387,
0.7246697545051575,
-0.6578036546707153,
0.20812079310417175,
1.416639804840088,
0.04076487943530083,
-0.1106901615858078,
-0.41610199213027954,
0.42579591274261475,
-0.5468260049819946,
-0.26826751232147217,
0.13949106633663177,
0.22378689050674438,
0.12851400673389435,
-0.1035299077630043,
0.7460153698921204,
1.1851295232772827,
0.11813398450613022,
-0.4088717997074127,
0.6507430076599121,
-0.8014295101165771,
0.08991146087646484,
-0.6789574027061462,
-0.5801955461502075,
-0.42845767736434937,
-0.5077295899391174,
-0.46073296666145325,
0.20226186513900757,
-1.2064366340637207,
-1.001791000366211,
0.09048595279455185,
-0.23050203919410706,
-0.192842036485672,
0.7124602794647217,
-0.8776369094848633,
-1.0702568292617798,
-0.44492000341415405,
0.07029659301042557,
0.6881837844848633,
1.1880708932876587,
-0.3774493634700775,
-0.4937115013599396,
-0.08574680984020233,
-0.3407115936279297,
0.4949856102466583,
0.3469874858856201,
-0.0069763860665261745,
-0.473645955324173,
-0.9577761888504028,
0.1087881550192833,
0.16000016033649445,
-0.5930044651031494,
-1.2464526891708374,
1.2440236806869507,
-0.13936886191368103,
0.11227671802043915,
-0.022897981107234955,
0.04591108113527298,
-1.4828190803527832,
0.2538209557533264,
0.49599236249923706,
-0.28126007318496704,
-0.2366270124912262,
0.1803606003522873,
-0.3522091209888458,
-0.0054397378116846085,
0.3892299234867096,
-0.11044903844594955,
-0.9052709341049194,
-0.16044458746910095,
0.008977546356618404,
-1.2376612424850464,
-0.34225085377693176,
0.9979333877563477,
-0.6253559589385986,
-0.5924981832504272,
0.10651452094316483,
-0.14035145938396454,
0.7916350960731506,
-0.4536987245082855,
0.810705840587616,
0.3410947620868683,
-0.8375535607337952,
0.1684255599975586,
0.3886340260505676,
-0.10979831218719482,
0.17751063406467438,
0.3397965133190155,
0.04217824712395668,
-0.35770493745803833,
-0.23123225569725037,
-0.001038978574797511,
0.29075685143470764,
-0.5139933824539185,
-0.11741156876087189,
0.4652242958545685,
-0.05388534814119339,
0.10617329925298691,
0.48871713876724243,
-0.21645158529281616,
-0.8397094011306763,
0.5615177750587463,
-0.5173883438110352,
-0.8228909969329834,
0.19876569509506226,
0.725433349609375,
0.6569684743881226,
-0.5682477355003357,
0.28869175910949707,
-0.1766645908355713,
0.5588585138320923,
-0.4686914384365082,
-0.6830304861068726,
0.34554827213287354,
-0.24790985882282257,
-0.27017393708229065,
0.6843188405036926,
-0.5795402526855469,
-0.6716117262840271,
-0.5130214691162109,
-0.17275573313236237,
0.6794941425323486,
-0.19539034366607666,
0.41341373324394226,
-0.9029750823974609,
-0.40782400965690613,
-0.15034201741218567,
0.8168917298316956,
0.3370040953159332,
-0.07566668093204498,
-0.19975507259368896,
-0.13779962062835693,
0.24171996116638184,
0.729765772819519,
-0.808705747127533,
-0.025799555703997612,
0.5170841813087463,
1.8343578577041626,
-0.6310153007507324,
0.6913340091705322,
-0.5579562783241272,
-1.0387860536575317,
1.2994911670684814,
0.7737994194030762,
0.2486356943845749,
0.6554519534111023,
-0.014169475995004177,
0.22952130436897278,
-0.5525257587432861,
-0.6409085988998413,
-0.3333657383918762,
0.5360381007194519,
0.8144692182540894,
0.581049919128418,
0.3878045082092285,
-0.33050209283828735,
0.8747385144233704,
0.4054158627986908,
0.870449423789978,
1.074347972869873,
1.5807679891586304,
-0.20670445263385773,
-0.23909321427345276,
-0.3753104507923126,
0.37687763571739197,
0.000206772267119959,
0.7946796417236328,
-0.38828328251838684,
0.8029472827911377,
0.27224817872047424,
0.7318430542945862,
0.4755215048789978,
-0.3179135024547577,
1.4720892906188965,
-0.22683008015155792,
0.024159112945199013,
-0.5342938899993896,
-0.6922186613082886,
-0.45306307077407837,
0.21115094423294067,
-0.3537048399448395,
-0.11873172968626022,
-0.4297008216381073,
-0.41807541251182556,
0.2205246388912201,
0.4248674511909485,
0.2487512081861496,
0.4634619951248169,
0.6070272922515869,
0.8876135349273682,
0.5185667872428894,
0.12543870508670807,
-0.7842190861701965,
-0.21269959211349487,
-0.7274994850158691,
0.2094971239566803,
-1.1763583421707153,
-0.35861894488334656,
-1.1491127014160156,
-0.6471591591835022,
-0.7036009430885315
] |
2025-06-15
| null | null | null | null | null | null | null | 10 | 17 | 17 | 11 |
@article{murphy2018usingautoencodedvoxel,
abstract = {Additive Manufacturing (AM) allows designers to create intricate geometries that were once too complex or expensive to achieve through traditional manufacturing processes. Currently, designing parts using features specific to AM, commonly referred to as Design for Additive Manufacturing (DfAM), is restricted to experts in the field. As a result novices in industry may overlook potentially transformational design potential enabled by AM. This project aims to automate DfAM through deep learning making it accessible to a broader audience, and enabling designers of all skill levels to leverage unique AM geometries when creating new designs. To execute such an approach, a database of files was acquired from industry-sponsored AM challenges focused on lightweight design. These files were converted to a voxelized format, which provides more robust information for machine learning applications. Next, an autoencoder was constructed to a low-dimensional representation of the part designs. Finally, that autoencoder was used to construct a deep neural network capable of predicting various DfAM attributes. This work demonstrates a novel foray towards a more extensive DfAM support system that supports designers at all experience levels.},
author = {Christian Murphy and Nicholas A Meisel and Timothy W Simpson and Christopher McComb},
citation = {29th Annual International Solid Freeform Fabrication Symposium, 2018},
conference = {29th Annual International Solid Freeform Fabrication Symposium},
pub_year = {2018},
title = {Using Autoencoded Voxel Patterns To Predict Part Mass, Required Support Material, and Build Time}
}
|
{
"ENTRYTYPE": "article",
"ID": "murphy2018usingautoencodedvoxel",
"abstract": "Additive Manufacturing (AM) allows designers to create intricate geometries that were once too complex or expensive to achieve through traditional manufacturing processes. Currently, designing parts using features specific to AM, commonly referred to as Design for Additive Manufacturing (DfAM), is restricted to experts in the field. As a result novices in industry may overlook potentially transformational design potential enabled by AM. This project aims to automate DfAM through deep learning making it accessible to a broader audience, and enabling designers of all skill levels to leverage unique AM geometries when creating new designs. To execute such an approach, a database of files was acquired from industry-sponsored AM challenges focused on lightweight design. These files were converted to a voxelized format, which provides more robust information for machine learning applications. Next, an autoencoder was constructed to a low-dimensional representation of the part designs. Finally, that autoencoder was used to construct a deep neural network capable of predicting various DfAM attributes. This work demonstrates a novel foray towards a more extensive DfAM support system that supports designers at all experience levels.",
"author": "Christian Murphy and Nicholas A Meisel and Timothy W Simpson and Christopher McComb",
"citation": "29th Annual International Solid Freeform Fabrication Symposium, 2018",
"conference": "29th Annual International Solid Freeform Fabrication Symposium",
"journal": null,
"number": null,
"pages": null,
"pub_year": 2018,
"publisher": null,
"title": "Using Autoencoded Voxel Patterns To Predict Part Mass, Required Support Material, and Build Time",
"volume": null
}
|
0P9w_S0AAAAJ:k_IJM867U9cC
| 41 |
/scholar?hl=en&cites=5897559700544115889,12210029693594976159,8090726372111810265
|
[
"5897559700544115889",
"12210029693594976159",
"8090726372111810265"
] |
https://repositories.lib.utexas.edu/bitstreams/1d954d13-2bce-4293-b26e-b1ed67735a24/download
|
/scholar?oi=bibs&hl=en&q=related:sVSXEE1X2FEJ:scholar.google.com/
|
[
0.011749469675123692,
0.5598558783531189,
0.03029749169945717,
0.0852305144071579,
0.5481892824172974,
-0.04968079924583435,
0.20255175232887268,
-0.4945310652256012,
0.31673598289489746,
-0.37686631083488464,
0.6933035850524902,
0.16936402022838593,
-0.31589996814727783,
-0.625558614730835,
-0.6227450370788574,
0.21483860909938812,
-0.6700431108474731,
0.28540199995040894,
-0.40771234035491943,
-0.24802809953689575,
-0.1668224334716797,
0.24141919612884521,
-1.3404806852340698,
0.5159449577331543,
0.03592868149280548,
1.1339061260223389,
0.2720215320587158,
0.5446229577064514,
-0.4099244773387909,
0.23039110004901886,
1.0499430894851685,
-0.4022163450717926,
0.8275147080421448,
0.1437681019306183,
-0.1811331808567047,
0.4400496184825897,
0.6177142858505249,
-0.5509093403816223,
-0.6987062096595764,
0.22021807730197906,
-0.503781795501709,
0.10668288916349411,
1.0616557598114014,
-0.008903459645807743,
-0.3304338753223419,
0.7134480476379395,
0.786363422870636,
0.1604488492012024,
0.11148490011692047,
-0.2568214237689972,
1.014770269393921,
-1.331138014793396,
0.23321330547332764,
1.3035422563552856,
0.6693637371063232,
-0.42336001992225647,
-0.23164044320583344,
-0.3546788692474365,
0.0330180823802948,
-0.38420334458351135,
-0.350654661655426,
0.03748691454529762,
0.3751704692840576,
-0.916078507900238,
1.0871371030807495,
-0.4734956622123718,
0.2430419623851776,
0.49589213728904724,
0.6960461139678955,
1.2330732345581055,
0.5582773685455322,
-1.0681777000427246,
0.22932222485542297,
0.06397690623998642,
-0.10543092340230942,
0.8834733963012695,
-0.3936082124710083,
0.47428497672080994,
-0.644123375415802,
0.3153926134109497,
1.3470194339752197,
0.12795390188694,
0.9579693675041199,
-0.41259700059890747,
-0.072121262550354,
0.47299084067344666,
0.6782534122467041,
0.4632493853569031,
-0.7325903177261353,
0.8196394443511963,
0.17493030428886414,
0.05976681783795357,
-0.5390266180038452,
0.797863781452179,
0.05968305841088295,
0.8444533944129944,
-0.1462135910987854,
-0.07952293753623962,
0.06349123269319534,
0.8443396091461182,
0.048572663217782974,
0.7522028684616089,
-0.667359471321106,
0.3547755181789398,
1.1842631101608276,
-0.3154605031013489,
0.2696850299835205,
-0.70182204246521,
0.41923773288726807,
-0.1875373274087906,
0.3951552212238312,
-0.7961718440055847,
-0.31268972158432007,
-0.5578912496566772,
-0.7707355618476868,
-0.32781437039375305,
-0.6787015795707703,
0.10549462586641312,
-1.122153639793396,
-0.06767221540212631,
-0.3684905171394348,
-0.7220799326896667,
-0.2934771180152893,
0.48500850796699524,
-0.01090277824550867,
0.16291671991348267,
0.12353084981441498,
0.5414373278617859,
0.664249837398529,
-0.7215673327445984,
-0.771436870098114,
-0.5796239376068115,
0.130813330411911,
-0.8642666935920715,
0.0304120983928442,
0.03333079442381859,
-1.3447092771530151,
-1.5505822896957397,
-1.093536138534546,
0.4556371569633484,
-0.49701613187789917,
0.5019968152046204,
1.8607277870178223,
0.17937591671943665,
-0.2718704044818878,
1.0014419555664062,
-0.15775814652442932,
0.3785329759120941,
0.697399377822876,
0.30797091126441956,
0.2979469895362854,
-0.3098999857902527,
-0.1833934336900711,
0.20494098961353302,
0.2379351109266281,
-0.4544774293899536,
-0.2602914273738861,
-0.24425531923770905,
-1.1337640285491943,
-0.2043151706457138,
0.4813164174556732,
-0.9097720384597778,
1.057251214981079,
-0.37198692560195923,
-1.0596230030059814,
0.017270302399992943,
0.6331989169120789,
0.5599673986434937,
0.4705462157726288,
-0.5597153902053833,
-0.6038773059844971,
-0.5447970032691956,
-0.1357012391090393,
0.27359142899513245,
0.5401861667633057,
-0.8355507850646973,
0.2991040050983429,
0.4037102460861206,
-0.03220841661095619,
-0.5217083096504211,
-0.29006409645080566,
0.5026392936706543,
0.2955804169178009,
-0.9839873313903809,
0.5395118594169617,
0.7675783038139343,
-0.3525235652923584,
0.4137086868286133,
-0.5752229690551758,
-0.32828187942504883,
0.6970329284667969,
-0.10129693150520325,
0.6944266557693481,
-0.8495823740959167,
-0.9724847078323364,
0.42335689067840576,
-0.22880129516124725,
-0.6409823298454285,
-0.8231315612792969,
0.79441899061203,
-0.4843350648880005,
0.023694198578596115,
0.3286935091018677,
-0.3820822238922119,
-0.017155881971120834,
-0.11409112811088562,
-0.3077709972858429,
-0.39588749408721924,
0.004450609907507896,
1.080780029296875,
-0.3132314383983612,
-0.063056081533432,
0.7532817125320435,
0.16403858363628387,
-0.6670531630516052,
0.9092682600021362,
-0.6463069915771484,
-0.478351891040802,
-0.43663889169692993,
0.5848733186721802,
0.2258806824684143,
-0.01897910051047802,
0.24543970823287964,
-0.9604383111000061,
0.07105579227209091,
0.2653121054172516,
-1.121362328529358,
1.2611325979232788,
-0.706143856048584,
0.18158914148807526,
0.1497391164302826,
-0.14345842599868774,
0.29736313223838806,
0.20171737670898438,
0.4872933328151703,
-0.5394024848937988,
0.7314279675483704,
0.6965380311012268,
-0.5852395296096802,
0.06628698855638504,
0.6573232412338257,
0.6722721457481384,
-0.37042856216430664,
0.25557538866996765,
0.676626443862915,
-0.34368813037872314,
0.40602415800094604,
0.0005925217410549521,
0.5469648838043213,
0.7344405055046082,
0.34027624130249023,
-0.0693126693367958,
-0.23796649277210236,
-0.7275477051734924,
-0.333767294883728,
0.20922519266605377,
1.4040969610214233,
1.1572083234786987,
-0.2784256637096405,
-1.110428810119629,
-0.6669526696205139,
-0.5689826011657715,
0.9691603779792786,
0.8884186148643494,
-0.1079753041267395,
-0.14781293272972107,
-0.3555825352668762,
-0.5669466257095337,
0.25476375222206116,
-0.14003854990005493,
-0.4334220290184021,
0.24876296520233154,
-0.7576678395271301,
-0.22256635129451752,
-0.05516566336154938,
1.019129753112793,
0.8572083711624146,
-0.44942760467529297,
-0.14827260375022888,
0.2447020560503006,
0.9349778890609741,
-0.450747013092041,
-0.5352960824966431,
0.5272904634475708,
-0.40491119027137756,
-0.20849329233169556,
0.1865222007036209,
-0.4986220598220825,
0.4565528929233551,
-0.6092997193336487,
0.7937178015708923,
-0.46150317788124084,
-0.8989474773406982,
0.19437739253044128,
0.5971071720123291,
-0.5916793346405029,
-0.5971471071243286,
-0.19159692525863647,
0.40530917048454285,
-0.36409619450569153,
-0.2851797938346863,
-0.29485437273979187,
-0.45110684633255005,
0.6379980444908142,
-0.06055491790175438,
0.26673293113708496,
0.8445020318031311,
-0.24089351296424866,
0.9364959597587585,
-0.05244801938533783,
0.0297112837433815,
-0.3549342155456543,
0.6716715693473816,
0.32456108927726746,
-0.25601470470428467,
-0.2803116738796234,
-0.44759586453437805,
-0.17752909660339355,
0.7846059799194336,
-0.692137598991394,
-0.019400333985686302,
-0.17662043869495392,
0.44511327147483826,
-0.2872009575366974,
-0.8805936574935913,
0.04848065972328186,
0.069178506731987,
-0.47380372881889343,
0.17674049735069275,
-0.11268936097621918,
0.4701298773288727,
-0.36768731474876404,
0.5245128273963928,
-0.7350243926048279,
0.6054841876029968,
-0.10785282403230667,
0.45890775322914124,
-0.2663993835449219,
0.5098260641098022,
-0.20873020589351654,
-0.13858209550380707,
0.07257207483053207,
-0.6836230158805847,
-0.7504919767379761,
0.0889090970158577,
-0.3501673936843872,
-0.5241023898124695,
-0.48242059350013733,
-0.8547567129135132,
-0.036910854279994965,
-0.6508131623268127,
0.04815622791647911,
-0.5183488726615906,
-1.2138689756393433,
-1.1375128030776978,
-0.7555636167526245,
-0.42881762981414795,
-0.8601284623146057,
0.09627113491296768,
-0.003651800798252225,
-0.560094952583313,
0.007742534391582012,
-0.49664148688316345,
-0.14517638087272644,
0.6670780181884766,
-0.08164336532354355,
0.8416538238525391,
0.2405412346124649,
-0.5221979022026062,
-0.3530069589614868,
0.3097262382507324,
0.548241376876831,
0.3625069558620453,
0.41118180751800537,
-0.27582618594169617,
0.7826812863349915,
-0.44216474890708923,
-0.1808614879846573,
-0.38879522681236267,
0.36620405316352844,
1.0118119716644287,
-0.3886582553386688,
-0.06136783957481384,
-0.03188725560903549,
1.4817137718200684,
-0.4197150766849518,
-0.018613191321492195,
0.23499944806098938,
0.9280287027359009,
0.522498369216919,
-0.04506611078977585,
0.760464608669281,
-0.33072909712791443,
0.6318548917770386,
0.27719151973724365,
-0.30782437324523926,
-1.046499490737915,
-0.9289452433586121,
0.07787627726793289,
1.0982304811477661,
-0.02725302055478096,
0.3104235827922821,
-0.7908970713615417,
0.2321440875530243,
-0.9410637021064758,
-0.3555528521537781,
0.460134357213974,
0.11782883107662201,
-0.07695045322179794,
-0.0635615885257721,
-0.10138440877199173,
0.36937767267227173,
0.16146330535411835,
-0.17373324930667877,
0.09487606585025787,
-0.8674782514572144,
0.03570224717259407,
0.6034937500953674,
0.22942103445529938,
0.34639298915863037,
-0.6108132600784302,
-0.08359921723604202,
14.934738159179688,
0.9080037474632263,
0.3443460166454315,
-0.010130587965250015,
0.7523263692855835,
0.5253086090087891,
-0.36250537633895874,
-0.4109082520008087,
-0.8070692420005798,
0.19178670644760132,
0.4195173680782318,
0.774333119392395,
0.5266945958137512,
0.956262469291687,
-0.08062663674354553,
0.04888041689991951,
-0.6455986499786377,
0.796696662902832,
0.39351215958595276,
-1.736236572265625,
0.4899444282054901,
0.462001234292984,
0.8715729713439941,
-0.47149041295051575,
0.9033448100090027,
0.33546850085258484,
0.34560292959213257,
-0.768818199634552,
0.934381365776062,
0.48419061303138733,
0.7601155042648315,
-0.3685857355594635,
0.37712815403938293,
0.17760375142097473,
-1.3325775861740112,
-0.421368807554245,
-0.3848807215690613,
-1.2023255825042725,
0.5613765120506287,
0.26677224040031433,
-0.802993893623352,
-0.06747608631849289,
-0.5727553963661194,
0.26805275678634644,
0.17185001075267792,
0.40197646617889404,
-0.12687379121780396,
0.07810927927494049,
-0.26530465483665466,
0.05997107923030853,
0.22297893464565277,
0.30841314792633057,
0.01702319085597992,
-0.3173462748527527,
0.12452630698680878,
0.059653390198946,
0.6191192269325256,
0.5747930407524109,
-0.5853407382965088,
-0.021298032253980637,
-0.3490673899650574,
-0.27149665355682373,
-0.5440025329589844,
0.9040707945823669,
0.06967385113239288,
0.8308080434799194,
-0.12574301660060883,
0.1266562044620514,
0.07690537720918655,
0.19920094311237335,
0.1149349957704544,
-0.007912538945674896,
0.2771027684211731,
0.602074146270752,
0.28864291310310364,
-0.16762344539165497,
-1.270257592201233,
0.3004097044467926,
-0.42705464363098145,
-0.1427495777606964,
0.013866709545254707,
-1.0260426998138428,
-1.4212062358856201,
0.5421978831291199,
-0.3283064365386963,
-0.8362488746643066,
0.19092728197574615,
-1.3592829704284668,
-0.0834306925535202,
0.075446717441082,
-0.3659978210926056,
-1.0075876712799072,
0.06747270375490189,
-0.8208459615707397,
0.1855093389749527,
-0.3651668429374695,
0.6135101914405823,
-0.03512399271130562,
0.07972557097673416,
-0.11268576979637146,
-0.3345809578895569,
0.03719232603907585,
-0.3996516466140747,
-0.45887458324432373,
0.3805975019931793,
0.14281441271305084,
0.032358892261981964,
-0.02710919827222824,
0.09943509101867676,
-0.5151962637901306,
-0.9053150415420532,
0.1813189536333084,
-0.4768243730068207,
-0.8707820773124695,
-0.33826667070388794,
-0.830459713935852,
-0.3139163553714752,
-0.002986346837133169,
0.3218545615673065,
-0.19963482022285461,
0.41454946994781494,
-0.1900232583284378,
-0.03520982339978218,
-0.14079463481903076,
-0.8995771408081055,
0.048520028591156006,
0.697769820690155,
-0.37312522530555725,
-0.4141167998313904,
0.0871669352054596,
-0.03302530571818352,
-0.9694755673408508,
-0.8694717884063721,
0.3847388029098511,
0.6462870836257935,
-0.24265557527542114,
1.1884878873825073,
-0.3263763189315796,
1.467172384262085,
0.748127281665802,
-0.5862394571304321,
-0.6809914112091064,
-0.741179883480072,
-0.4567461609840393,
-0.5600408911705017,
-0.0271922517567873,
0.42333680391311646,
0.0033657923340797424,
0.655365526676178,
0.8073711395263672,
-0.481657475233078,
-0.9462472200393677,
-0.16770486533641815,
-0.4543458819389343,
-0.3585178256034851,
-0.49950289726257324,
0.32839468121528625,
-0.5259085297584534,
-0.5955808758735657,
-0.12590305507183075,
0.653993546962738,
0.33359861373901367,
-0.3515441417694092,
-0.19001708924770355,
0.3879276216030121,
-0.051227111369371414,
-0.5361402630805969,
-0.6409388780593872,
-0.8282778263092041,
-1.4420257806777954,
-0.3422726094722748,
-1.180920124053955,
0.11597582697868347,
-1.3632575273513794,
-0.47048309445381165,
0.15950463712215424,
-0.17978069186210632,
0.0025895785074681044,
0.969962477684021,
-0.28074881434440613,
-0.6767165064811707,
-0.6330440044403076,
0.03381183370947838,
0.8046947717666626,
1.2709133625030518,
-0.7391656041145325,
-0.02995423600077629,
0.006277990993112326,
-0.05323883891105652,
0.5596033334732056,
0.21618106961250305,
0.026088668033480644,
-0.5161357522010803,
-0.9700183272361755,
0.1931186467409134,
-0.6529291272163391,
-0.17911958694458008,
-1.310733675956726,
0.38027605414390564,
0.05227895826101303,
0.9402740001678467,
-0.5287875533103943,
0.5447022318840027,
-1.4454771280288696,
-0.02444135956466198,
0.22789287567138672,
-0.37702420353889465,
-0.09053170680999756,
0.10335435718297958,
-0.4486253261566162,
0.020978322252631187,
0.6662838459014893,
-0.1449698507785797,
-0.8503726720809937,
-0.5803933143615723,
0.40042024850845337,
-0.5687453150749207,
-0.927405834197998,
0.18726611137390137,
-0.907294511795044,
-0.6622282266616821,
-0.09287653118371964,
-0.2647393047809601,
-0.05895477905869484,
-0.17708061635494232,
0.8600753545761108,
1.0335004329681396,
-1.6868501901626587,
0.28915467858314514,
0.5668262243270874,
-0.6344268918037415,
-0.2802582085132599,
0.4155631959438324,
-0.05948132649064064,
-0.34652993083000183,
0.15697261691093445,
-0.5105083584785461,
0.444501131772995,
-0.4920872747898102,
0.22940514981746674,
0.39879193902015686,
-0.3136177062988281,
-0.09432456642389297,
0.7230780720710754,
-0.46294519305229187,
-0.578233003616333,
-0.016652362421154976,
-0.9294408559799194,
0.018266934901475906,
-0.484413206577301,
0.24873919785022736,
0.574624240398407,
-0.23902948200702667,
-0.19668257236480713,
-0.24312222003936768,
0.5793625712394714,
-0.23307403922080994,
-0.40179282426834106,
0.6462492346763611,
0.20629438757896423,
0.308748334646225,
0.3761778473854065,
0.5160224437713623,
-0.48018068075180054,
-0.9735499024391174,
-0.014038748107850552,
-0.7020339369773865,
-0.7672217488288879,
-0.0517575778067112,
-0.6055228114128113,
-0.9668819904327393,
0.37843263149261475,
0.9018181562423706,
-0.15413488447666168,
-0.021785249933600426,
0.3944774270057678,
0.39077380299568176,
0.5554222464561462,
0.5437865257263184,
-1.2383958101272583,
0.6460089683532715,
0.880423367023468,
1.6913703680038452,
-0.5132113695144653,
0.759207010269165,
-0.9979165196418762,
-0.3405565023422241,
1.5283164978027344,
0.9448176622390747,
-0.04976007342338562,
0.9535248875617981,
0.24621988832950592,
-0.4643453061580658,
-0.11387865245342255,
-0.06193212792277336,
-0.1995314359664917,
1.162187099456787,
1.101259469985962,
0.549382209777832,
0.5827881097793579,
0.3999589681625366,
1.2901426553726196,
-0.3908371329307556,
-0.014741037040948868,
0.34812334179878235,
1.3043349981307983,
-0.2936145067214966,
-0.06565151363611221,
-0.10255537927150726,
1.3553084135055542,
-0.37450629472732544,
0.495343416929245,
0.060821499675512314,
0.5633347630500793,
0.7171728610992432,
0.20791932940483093,
0.8560749888420105,
-0.5356025695800781,
1.025274634361267,
-0.23059619963169098,
0.8711303472518921,
-0.6549275517463684,
-0.28411561250686646,
0.03316130116581917,
-0.47516000270843506,
-0.4399455189704895,
0.1426166296005249,
-0.2179008573293686,
-0.43438640236854553,
0.05614777281880379,
0.3933260142803192,
-0.7686612010002136,
0.6157019734382629,
0.6751512289047241,
0.3317687213420868,
0.48285460472106934,
0.16136734187602997,
-0.8046614527702332,
-0.15934617817401886,
-0.6040039658546448,
-0.010324246250092983,
-0.7822774648666382,
-0.5465015172958374,
-0.9912429451942444,
0.105481818318367,
-0.4396750032901764
] |
2025-06-15
| null | null | null | null | 3 | 5 | 7 | 7 | 9 | 6 | 4 |
@article{mccomb2016utilizingmarkovchains,
abstract = {Design often involves searching for a final design solution by iteratively modifying and adjusting a current design. Through this process designers are able to improve the quality of the current design and also learn what patterns of operations are most likely to lead to the quickest future improvements. Prior work in psychology has shown that humans can be adept at learning how to apply short sequences of operations for maximum effect while solving a problem. This work explores the sequencing of operations specifically within the domain of engineering design by examining the results of a human study in which participants designed trusses. A statistical analysis of the data from that study uses Markov Chains to show with high confidence that meaningful operation sequences exist. This work also uses an agent-based modeling framework in conjunction with Markov Chain concepts to simulate the …},
author = {Christopher McComb and Jonathan Cagan and Kenneth Kotovsky},
citation = {Eight International Conference on Design Computing and Cognition, 2016},
pub_year = {2016},
publisher = {Springer},
title = {Utilizing Markov Chains to Understand Operation Sequencing in Design Tasks}
}
|
{
"ENTRYTYPE": "article",
"ID": "mccomb2016utilizingmarkovchains",
"abstract": "Design often involves searching for a final design solution by iteratively modifying and adjusting a current design. Through this process designers are able to improve the quality of the current design and also learn what patterns of operations are most likely to lead to the quickest future improvements. Prior work in psychology has shown that humans can be adept at learning how to apply short sequences of operations for maximum effect while solving a problem. This work explores the sequencing of operations specifically within the domain of engineering design by examining the results of a human study in which participants designed trusses. A statistical analysis of the data from that study uses Markov Chains to show with high confidence that meaningful operation sequences exist. This work also uses an agent-based modeling framework in conjunction with Markov Chain concepts to simulate the …",
"author": "Christopher McComb and Jonathan Cagan and Kenneth Kotovsky",
"citation": "Eight International Conference on Design Computing and Cognition, 2016",
"conference": null,
"journal": null,
"number": null,
"pages": null,
"pub_year": 2016,
"publisher": "Springer",
"title": "Utilizing Markov Chains to Understand Operation Sequencing in Design Tasks",
"volume": null
}
|
0P9w_S0AAAAJ:_kc_bZDykSQC
| 39 |
/scholar?hl=en&cites=5410037423659347493
|
[
"5410037423659347493"
] |
https://link.springer.com/chapter/10.1007/978-3-319-44989-0_22
|
/scholar?oi=bibs&hl=en&q=related:Je7Iil9QFEsJ:scholar.google.com/
|
[
-0.07118373364210129,
0.12474672496318817,
-0.13594914972782135,
0.064438097178936,
0.6716450452804565,
-0.4753176271915436,
-0.0927589163184166,
-0.5072476863861084,
0.01858779788017273,
-0.14184947311878204,
0.4402781128883362,
-0.4383535087108612,
-0.22683775424957275,
0.20735761523246765,
-0.41906577348709106,
0.02574988827109337,
-0.7763844728469849,
-0.10005281865596771,
-0.08603474497795105,
-0.18105478584766388,
0.3186718821525574,
-0.20362479984760284,
-1.287645697593689,
0.250253826379776,
0.106704480946064,
0.23980969190597534,
0.2720469534397125,
0.4987267851829529,
0.250766396522522,
0.7951974272727966,
0.8062813878059387,
-0.25858211517333984,
0.23790176212787628,
0.2660183012485504,
-0.5503848195075989,
0.15167035162448883,
0.17623713612556458,
-0.44519373774528503,
-0.584297776222229,
0.20681215822696686,
-0.540156900882721,
0.167097806930542,
0.9284091591835022,
-0.38681575655937195,
-0.02610582299530506,
0.8845787644386292,
0.5092741847038269,
0.3974990248680115,
0.6280403137207031,
-0.09984779357910156,
1.3006839752197266,
-0.470051109790802,
0.5338571667671204,
1.271093726158142,
0.296536386013031,
0.0016603018157184124,
-0.6939607262611389,
-0.6440695524215698,
0.32321709394454956,
-0.14262335002422333,
-0.4973641335964203,
0.07251598685979843,
-0.14600196480751038,
-0.9867109656333923,
1.3385225534439087,
-0.640276312828064,
0.411857932806015,
0.48872822523117065,
0.6396965980529785,
1.4523173570632935,
0.3413664698600769,
-0.6724786162376404,
0.4287824034690857,
0.14181213080883026,
0.4674703776836395,
0.6668097972869873,
0.16474613547325134,
0.812289834022522,
-0.7640995383262634,
0.2112792283296585,
0.5829547643661499,
0.15863452851772308,
0.14887069165706635,
-0.7243620753288269,
-0.2679172456264496,
0.6508178114891052,
0.036636725068092346,
0.46948111057281494,
-0.5037328600883484,
1.077302098274231,
0.17643460631370544,
0.40740031003952026,
-1.2219306230545044,
0.6466671228408813,
0.29894396662712097,
0.5572595000267029,
-0.07222773134708405,
0.0007843020721338689,
0.3961702585220337,
0.7825603485107422,
-0.06192201003432274,
0.428606778383255,
-0.6833962202072144,
0.04071981832385063,
1.617220401763916,
-0.4678340256214142,
0.06502726674079895,
-0.6949360966682434,
0.3056311309337616,
-0.3624798655509949,
0.9658699035644531,
-0.21164071559906006,
-0.20867058634757996,
-0.22641624510288239,
-0.013043689541518688,
-0.5600478649139404,
-0.12842056155204773,
-0.07570710778236389,
-0.9284189343452454,
0.2789164185523987,
-0.2698379456996918,
-0.31577569246292114,
-0.3146597743034363,
0.5893694162368774,
-0.6238189935684204,
0.5068840384483337,
0.34568825364112854,
-0.046023618429899216,
0.26816314458847046,
0.21111071109771729,
-1.020190954208374,
-0.558808445930481,
0.4625084698200226,
-0.11381135880947113,
0.45017576217651367,
0.05673195421695709,
-1.084746241569519,
-0.9998383522033691,
-1.2479549646377563,
0.8867934942245483,
0.21789731085300446,
0.09700291603803635,
1.3867493867874146,
0.6682515144348145,
-0.5427501201629639,
1.104945182800293,
-0.41330835223197937,
-0.0979129746556282,
0.022061306983232498,
0.027580484747886658,
0.7813225984573364,
-0.16421648859977722,
-0.5930402278900146,
0.34489259123802185,
0.9075601696968079,
-0.26806241273880005,
-1.0010006427764893,
-0.2504698932170868,
-1.1658873558044434,
0.02406110055744648,
0.6120142340660095,
-0.7337680459022522,
1.4634243249893188,
0.4397852420806885,
-1.1615362167358398,
-0.35357457399368286,
0.4648539423942566,
0.7204514741897583,
0.018916917964816093,
0.01113959215581417,
-0.4197942912578583,
-0.5058552026748657,
-0.3829481303691864,
0.01745111308991909,
0.20545348525047302,
-0.9211156368255615,
-0.21444226801395416,
-0.2029603123664856,
-0.11025499552488327,
-0.48014572262763977,
-0.30592992901802063,
0.7092502117156982,
0.4767340421676636,
-0.31133005023002625,
0.17711523175239563,
-0.08408055454492569,
-0.5953559875488281,
-0.34005987644195557,
-0.39193040132522583,
-0.64152592420578,
0.3739824593067169,
-0.04576263949275017,
1.52931547164917,
-0.580371618270874,
-0.3576619029045105,
0.15435397624969482,
-0.17504815757274628,
-0.5936774611473083,
-0.4835827946662903,
1.152201771736145,
-0.4604300856590271,
-0.022644314914941788,
-0.31430912017822266,
-0.1399843394756317,
0.0005663580377586186,
-0.060370780527591705,
0.14430288970470428,
-0.462137371301651,
-0.6326949596405029,
0.4931337237358093,
-0.45399463176727295,
0.38154634833335876,
0.5775552988052368,
-0.26905113458633423,
-0.4979490339756012,
0.9671807289123535,
-0.29077601432800293,
0.16476470232009888,
-0.3189692795276642,
-0.2525862157344818,
0.0184895321726799,
-0.12589994072914124,
0.8891831636428833,
-0.45362234115600586,
-0.06262639164924622,
0.20798766613006592,
-1.1750625371932983,
1.4677354097366333,
-0.355741411447525,
0.431904137134552,
-0.14404913783073425,
-0.5885074734687805,
-0.18478430807590485,
0.4854349195957184,
0.21241965889930725,
-0.058929670602083206,
0.11922261863946915,
-0.12029159069061279,
-0.03716009482741356,
-0.6143980026245117,
-0.02793213166296482,
0.572368323802948,
-0.5432868599891663,
1.055922269821167,
0.18431855738162994,
-0.6064097285270691,
0.7035501599311829,
0.3167034387588501,
0.5885980129241943,
0.23908314108848572,
0.42201605439186096,
-0.19138465821743011,
-0.3207913935184479,
-0.8447320461273193,
0.1062253788113594,
0.4202120304107666,
0.9539920687675476,
0.07993272691965103,
0.13018828630447388,
-1.2815032005310059,
-0.23922716081142426,
-0.543056309223175,
0.7976983785629272,
1.196671962738037,
0.09329017996788025,
-0.4839250445365906,
-0.48659011721611023,
-0.6320833563804626,
0.018601886928081512,
1.2873668670654297,
-0.5606594681739807,
-0.1255030483007431,
-0.7990812063217163,
-0.4484148621559143,
0.027420595288276672,
0.6172873377799988,
0.5574216842651367,
-0.7632368803024292,
-0.8123766183853149,
-0.06530401110649109,
0.6574374437332153,
-0.3411644399166107,
-0.6271085739135742,
0.05641329288482666,
-0.7054870128631592,
-0.48145920038223267,
0.3840106725692749,
-0.2870847284793854,
0.12069524824619293,
-0.29098889231681824,
0.7685983180999756,
-0.08550917357206345,
-0.767728865146637,
0.2913352847099304,
0.4887089431285858,
-0.9452964067459106,
-0.5411846041679382,
-0.3974631726741791,
-0.020502489060163498,
-0.3020474910736084,
-0.2307940125465393,
0.10442346334457397,
-0.24465543031692505,
0.8204918503761292,
-0.4966857135295868,
0.22433628141880035,
0.8845109343528748,
-0.13843947649002075,
-0.22872480750083923,
0.24569140374660492,
-0.32571664452552795,
-0.5002625584602356,
1.4343791007995605,
0.4412669837474823,
-0.7442513108253479,
0.564902126789093,
-1.1813960075378418,
0.2515111565589905,
0.1953190565109253,
-0.8407496809959412,
-0.23575571179389954,
-0.4802651107311249,
0.8081496953964233,
0.48228609561920166,
-0.6750586032867432,
0.7476320862770081,
0.49539947509765625,
-0.3265041410923004,
0.012483960017561913,
0.3129262626171112,
0.4209301173686981,
0.24202893674373627,
-0.11188103258609772,
-0.5391067266464233,
-0.3134123384952545,
0.41705408692359924,
0.2641211450099945,
-0.28338363766670227,
-0.2109619528055191,
-0.36291083693504333,
-0.16591180860996246,
0.2787628173828125,
0.011717168614268303,
-0.9401528239250183,
0.04863307252526283,
-0.10895631462335587,
-1.512209177017212,
-0.329230934381485,
-0.5782684087753296,
-0.4152432680130005,
0.2773805558681488,
0.10415177047252655,
-0.2944764792919159,
-1.0870686769485474,
-1.0087529420852661,
-1.0529857873916626,
0.1612531542778015,
-1.3567992448806763,
-0.14871340990066528,
-0.1419355273246765,
-0.8772711157798767,
-0.10382084548473358,
0.09919117391109467,
0.11385835707187653,
0.44847571849823,
-0.4623177945613861,
0.9666356444358826,
0.616573691368103,
-0.8025539517402649,
0.09304696321487427,
0.9890655875205994,
0.34682705998420715,
0.205735981464386,
0.20797868072986603,
0.24218159914016724,
-0.05203133821487427,
-0.275448739528656,
-0.4465825855731964,
-0.3505052924156189,
0.6900144815444946,
0.8688399195671082,
-0.1614076793193817,
-0.11221248656511307,
-0.2159709483385086,
1.3101798295974731,
0.26350581645965576,
0.7960367798805237,
0.07164512574672699,
1.2262194156646729,
1.024482250213623,
0.19319367408752441,
0.7662519216537476,
0.13318519294261932,
0.6599869728088379,
0.012613724917173386,
0.5468803644180298,
0.16250856220722198,
-0.724520206451416,
0.34183964133262634,
0.30281782150268555,
-0.020798230543732643,
0.23375603556632996,
-1.3011806011199951,
-0.012519837357103825,
-1.4001771211624146,
-0.7560156583786011,
0.6787614226341248,
1.0034453868865967,
-0.13184815645217896,
-0.04377526417374611,
-0.13659772276878357,
0.2941927909851074,
0.4044845402240753,
-0.23320332169532776,
-0.07235352694988251,
-0.41615164279937744,
1.048853874206543,
0.3169155716896057,
0.15046924352645874,
0.7383584380149841,
-0.1182202622294426,
0.3800606429576874,
15.101966857910156,
0.534208357334137,
0.4776436984539032,
0.05395020171999931,
0.03145083785057068,
0.46015554666519165,
-0.6534734964370728,
0.2938462495803833,
-1.0478118658065796,
0.27158063650131226,
0.7916626930236816,
0.301570862531662,
0.7136074900627136,
-0.103024922311306,
0.45447906851768494,
-0.468483030796051,
-0.4540060758590698,
0.44333869218826294,
0.0015544556081295013,
-1.4173636436462402,
0.7715577483177185,
0.40805190801620483,
0.24327902495861053,
-0.7348488569259644,
0.5490924715995789,
0.6149141788482666,
0.9393578171730042,
-0.5699632167816162,
1.053871750831604,
-0.2038632035255432,
0.26090118288993835,
-0.5017585754394531,
0.16233237087726593,
0.7469028830528259,
-1.1441274881362915,
-0.8587618470191956,
0.23992441594600677,
-1.1309043169021606,
0.9969139695167542,
-0.21417830884456635,
-1.0627244710922241,
-0.41348788142204285,
-0.10692791640758514,
0.05846297740936279,
0.3705999255180359,
0.5707916021347046,
-0.7128488421440125,
0.6200011372566223,
0.3664085566997528,
-0.5845701098442078,
-0.12413284182548523,
0.35960352420806885,
0.24988886713981628,
-0.972472071647644,
-0.22780878841876984,
0.23365455865859985,
0.218924880027771,
0.03538505360484123,
0.05934480205178261,
-0.2393081784248352,
-0.5427824258804321,
-0.5775720477104187,
0.15342621505260468,
0.09066805243492126,
0.14475584030151367,
0.701760470867157,
0.40217575430870056,
-0.3829513490200043,
0.05755100026726723,
0.30852675437927246,
-0.1679983139038086,
-0.22089940309524536,
0.5719212889671326,
0.13233472406864166,
-0.29644185304641724,
-0.32240939140319824,
-1.0196387767791748,
-0.23380975425243378,
-0.7243587374687195,
-0.3567056655883789,
0.47922396659851074,
-1.0270135402679443,
-0.41484928131103516,
0.19472526013851166,
0.5062708258628845,
-0.8956466317176819,
0.3693218529224396,
-0.4272240996360779,
0.009335345588624477,
-0.26055997610092163,
-0.5283933877944946,
-0.7375262379646301,
-0.02083563804626465,
-0.09245971590280533,
0.1196398138999939,
0.26094818115234375,
0.4262663722038269,
-0.6734150648117065,
-0.7122807502746582,
-0.32888704538345337,
-0.4126602113246918,
-0.28698083758354187,
-0.3241674304008484,
-0.6426078677177429,
0.4309230148792267,
0.1975489854812622,
-0.017581941559910774,
0.9441065788269043,
0.46828263998031616,
-0.6594311594963074,
-0.8688926696777344,
0.6371145248413086,
-0.304564893245697,
-0.8847500681877136,
-0.25299325585365295,
-0.6603267788887024,
-1.0109096765518188,
0.44894352555274963,
0.3591758906841278,
-1.0229952335357666,
0.3288509249687195,
0.13968168199062347,
0.04456408694386482,
-0.6357954144477844,
-0.6768059730529785,
0.5677430033683777,
0.7407806515693665,
-0.20020370185375214,
-0.9208398461341858,
-0.02649587020277977,
0.2749176323413849,
-0.5516520738601685,
-0.33369702100753784,
0.16760849952697754,
1.040210485458374,
-0.04436550289392471,
0.8030810356140137,
-0.8866153955459595,
0.27767881751060486,
0.4788151979446411,
0.2447577267885208,
-0.7161944508552551,
-0.8054937124252319,
-1.2355215549468994,
0.37894898653030396,
-0.20574046671390533,
0.9096342921257019,
-0.3315563499927521,
0.47135061025619507,
1.012559413909912,
-0.20664814114570618,
0.28639787435531616,
-0.06359988451004028,
-0.13616503775119781,
-0.6136745810508728,
-0.4665703773498535,
0.0766783207654953,
-0.35058775544166565,
-0.25590988993644714,
-0.06483346968889236,
0.38205060362815857,
1.0020380020141602,
0.12766285240650177,
-0.600608766078949,
0.5117544531822205,
-0.4564457833766937,
-0.15406009554862976,
-0.2705482542514801,
-0.18090492486953735,
-0.8522627949714661,
0.002581171225756407,
-0.4817602336406708,
0.4260045886039734,
-1.3108978271484375,
-0.5696404576301575,
0.1626206487417221,
-0.3627590537071228,
-0.3049856424331665,
0.5865108370780945,
-1.3151586055755615,
-0.6361633539199829,
-0.12118011713027954,
-0.1705802083015442,
0.6692282557487488,
1.2346352338790894,
-0.4079950749874115,
-0.38632315397262573,
0.06719611585140228,
-0.1664525866508484,
0.2630309462547302,
0.3490751385688782,
-0.5498260855674744,
-1.1772863864898682,
-1.033133864402771,
0.6278825998306274,
0.23876476287841797,
-0.4889351427555084,
-0.7977924942970276,
0.761953592300415,
-0.41097724437713623,
0.4198209345340729,
-0.06343823671340942,
-0.06471606343984604,
-1.2418525218963623,
0.5526613593101501,
0.7180046439170837,
-0.8718987703323364,
0.5227091908454895,
-0.11878114938735962,
-0.09132084995508194,
0.5393268465995789,
0.22319500148296356,
0.11422227323055267,
-0.8294236660003662,
-0.8025939464569092,
-0.26160043478012085,
-1.4202874898910522,
-0.5775949954986572,
0.8769797086715698,
-0.5530716776847839,
-0.40911930799484253,
-0.3809047341346741,
-0.2766665518283844,
0.4330940842628479,
-0.31722214818000793,
0.8846138119697571,
0.9354697465896606,
-0.5805129408836365,
0.5425354242324829,
0.2541607916355133,
-0.46338793635368347,
-0.5352849364280701,
0.7166356444358826,
0.0457681305706501,
-0.7747944593429565,
0.1242716833949089,
-0.16786304116249084,
0.29704105854034424,
-0.588550329208374,
-0.027614779770374298,
0.027442259714007378,
-0.19152799248695374,
0.0573977455496788,
0.5877290964126587,
-0.2061758190393448,
-0.2731412649154663,
0.4277435839176178,
-1.0595853328704834,
-0.5609708428382874,
-0.2560906410217285,
0.37316903471946716,
0.5287908911705017,
-0.4805412292480469,
0.6515446305274963,
-0.19977910816669464,
0.4775615334510803,
-0.525672197341919,
-0.7628238797187805,
0.3129684031009674,
-0.36696866154670715,
0.027336740866303444,
0.6375781893730164,
-0.25418540835380554,
-0.8028404712677002,
-0.6779937148094177,
0.46097296476364136,
0.3712063133716583,
-0.907870352268219,
0.164420485496521,
-0.4924285411834717,
-0.3386383354663849,
0.34915897250175476,
0.6527780890464783,
-0.05888788774609566,
-0.1682077795267105,
0.011848973110318184,
0.10077191889286041,
0.5386518836021423,
0.8988798260688782,
-0.7095128297805786,
0.2857874035835266,
0.2425539642572403,
1.792320966720581,
-0.3730406165122986,
0.8453003764152527,
-0.5748910307884216,
-1.2071669101715088,
1.201271653175354,
0.6224848031997681,
0.006498240400105715,
0.5980778932571411,
-0.2046544998884201,
-0.23817479610443115,
-0.04998718947172165,
-0.4948154389858246,
-0.2818630635738373,
0.6106954216957092,
0.9046599268913269,
0.38147619366645813,
0.3936625123023987,
-0.36315566301345825,
0.5951025485992432,
0.27071666717529297,
0.6510122418403625,
0.9764283895492554,
1.5173653364181519,
-0.15625497698783875,
-0.17880824208259583,
0.05450525879859924,
0.5759600400924683,
-0.49547120928764343,
0.4142536222934723,
-0.042776960879564285,
0.8991460800170898,
-0.30731508135795593,
0.5957443118095398,
0.0965399220585823,
-0.8218291997909546,
0.9121642708778381,
-0.17861269414424896,
0.6823402047157288,
-0.7960192561149597,
-0.5819292068481445,
-0.25042954087257385,
-0.14172928035259247,
-0.5608035922050476,
-0.019099101424217224,
-0.9221127033233643,
-0.24503633379936218,
0.11755260080099106,
0.19754323363304138,
0.333461731672287,
0.40059688687324524,
0.705897867679596,
0.5907595753669739,
0.1302890032529831,
0.085271455347538,
-0.5539134740829468,
-0.6758385896682739,
-0.8650411367416382,
-0.015462980605661869,
-1.0298491716384888,
-0.24985525012016296,
-1.0608080625534058,
-0.3125670850276947,
-0.4170341491699219
] |
2025-06-15
| null | 1 | 9 | 6 | 7 | 4 | 3 | 4 | 2 | 3 | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.