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Keywords: machine learning
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Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1354
Published Online: November 25, 2021
..., but often criticized as lacking sensitivity and accuracy. We utilize the complementary strengths of both methods through machine learning. This study investigates the potential of machine learning to predict expert creativity assessments from non-expert survey results. The SVS method results in a text-rich...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021406.
Paper No: MD-21-1111
Published Online: November 9, 2021
...@autodesk.com Contributed by the Design Theory and Methodology Committee of ASME for publication in the J ournal of M echanical D esign . 10 03 2021 07 10 2021 08 10 2021 09 11 2021 data-driven design functional reasoning machine learning Directorate...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021709.
Paper No: MD-21-1192
Published Online: November 9, 2021
... Conference on Computer Vision and Pattern Recognition , Honolulu, HI , July 21–26 , pp. 1058 – 1067 . [40] Henaff , O. , 2020 , “ Data-Efficient Image Recognition With Contrastive Predictive Coding ,” International Conference on Machine Learning, PMLR , Vienna, Austria , July 13–18 , pp...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2022, 144(3): 031706.
Paper No: MD-21-1250
Published Online: October 29, 2021
.... 3) Can machines learn to synthesize new bicycle designs by studying existing ones? We test Variational Autoencoders on random generation, interpolation, and extrapolation tasks after training on BIKED data. The dataset and code are available online. Email: faez@mit.edu Contributed...
Topics: Bicycles, Design
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1228
Published Online: October 29, 2021
... . 21 04 2021 13 10 2021 15 10 2021 29 10 2021 artificial intelligence Data-driven design design optimization generative design Machine learning uncertainty modeling Advanced Research Projects Agency 10.13039/100009224 DE-AR0001216 Journal of Mechanical...
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1259
Published Online: October 29, 2021
... design Machine learning Engineering and Physical Sciences Research Council 10.13039/501100000266 EP/R004226/1 Journal of Mechanical Design. Received April 26, 2021; Accepted manuscript posted October 26, 2021. doi:10.1115/1.4052844 Copyright © 2021 by ASME John Quigley Design...
Topics: Design
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1256
Published Online: October 28, 2021
... approximation-based optimal design Data-driven design Machine learning metamodeling National Natural Science Foundation of China 10.13039/501100001809 51621004 Journal of Mechanical Design. Received April 26, 2021; Accepted Manuscript Not Copyedited Accepted manuscript posted October 16...
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1262
Published Online: October 18, 2021
...Mohammad Mahdi Behzadi; Horea T. Ilies Many machine learning methods have been recently developed to circumvent the high computational cost of the gradient-based topology optimization. These methods typically require extensive and costly datasets for training, have a difficult time generalizing...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021708.
Paper No: MD-21-1243
Published Online: October 11, 2021
... that this training improves the estimator significantly. 23 04 2021 02 09 2021 08 09 2021 11 10 2021 data-driven design design automation machine learning A typical design process involves tedious trial and error procedures, wherein a designer modifies design configurations...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021404.
Paper No: MD-21-1227
Published Online: October 11, 2021
... 2021 22 09 2021 11 10 2021 decision making complex action spaces imitation learning design automation deep learning action prediction artificial intelligence machine learning Defense Advanced Research Projects Agency 10.13039/100000185 N66001-17-1-4064...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021707.
Paper No: MD-21-1246
Published Online: September 23, 2021
...Manaswin Oddiraju; Amir Behjat; Mostafa Nouh; Souma Chowdhury Automated inverse design methods are critical to the development of metamaterial systems that exhibit special user-demanded properties. While machine learning approaches represent an emerging paradigm in the design of metamaterial...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021704.
Paper No: MD-21-1177
Published Online: September 21, 2021
... predictive models previously trained on source data are retrained on target data from a different domain, task, or distribution, is a widely applied concept in machine learning [ 42 ]. Deep learning models in particular often benefit from transfer learning due to their data-intensive nature [ 43 ]. Reference...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021705.
Paper No: MD-21-1236
Published Online: September 21, 2021
... to analyze flexibility, however, do not leverage sufficiently recent developments in machine learning enabling deeper exploration of the computational design space. There is untapped potential for new solutions that are not readily accessible using existing methods. Here, a novel approach to analyze...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021706.
Paper No: MD-21-1275
Published Online: September 21, 2021
..., we demonstrate a probabilistic inverse design machine learning (PMI) framework to carry out an explicit inverse design. PMI calculates the design explicitly without excessive costly iteration and overcomes the challenges associated with ill-posed inverse problems. In this study, the framework...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021703.
Paper No: MD-21-1235
Published Online: September 15, 2021
... distinct behaviors. Comparative studies demonstrate that the proposed method scales well for large data sets with over 10 4 data points, while outperforming state-of-the-art machine learning methods without requiring much hyperparameter tuning. In addition, an interpretable latent space is obtained to draw...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021702.
Paper No: MD-21-1162
Published Online: September 15, 2021
... intelligence computer-aided design design automation design process machine learning References [1] Stewart , C. , 2019 , Demand for Knee Replacement Grows 5 Percent Worldwide, https://orthospinenews.com/2019/06/04/demand-for-knee-replacement-grows-5-percent-worldwide/ . [2...
Journal Articles
Article Type: Review Articles
J. Mech. Des. February 2022, 144(2): 020802.
Paper No: MD-21-1166
Published Online: September 9, 2021
... machine learning approaches. On this basis, we recommend six strategic future research directions to advance the development and uses of large-scale semantic networks for artificial intelligence applications in engineering design. Email: ji.han@liverpool.ac.uk Email: serhad_sarica...
Journal Articles
Article Type: Review Articles
J. Mech. Des. February 2022, 144(2): 020801.
Paper No: MD-21-1173
Published Online: September 9, 2021
... artificial intelligence analogy design-by-analogy data-driven design data science data mining machine learning computer-aided design design theory and methodology National Natural Science Foundation of China 10.13039/501100001809 52035007 51975360 Design-by-analogy (DbA...
Journal Articles
Article Type: Research Papers
J. Mech. Des. July 2021, 143(7): 072004.
Paper No: MD-20-1650
Published Online: April 8, 2021
... for Manufacturing Committee of ASME for publication in the J ournal of M echanical D esign . 31 08 2020 08 03 2021 12 03 2021 08 04 2021 agent-based design artificial intelligence design automation machine learning robotic systems Manufacturing companies need...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2021, 143(9): 091707.
Paper No: MD-20-1740
Published Online: March 24, 2021
... for publication in the J ournal of M echanical D esign . 02 10 2020 27 01 2021 30 01 2021 24 03 2021 data-driven design decision theory design methodology design optimization design process design theory and methodology machine learning multidisciplinary design...