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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-22-1537
Published Online: January 18, 2023
... of ASME for publication in the J ournal of M echanical D esign . 23 08 2022 05 01 2023 09 01 2023 18 01 2023 design process Machine learning Pennsylvania State University 10.13039/100008321 College of Engineering Rocket seed Journal of Mechanical Design...
Journal Articles
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041409.
Paper No: MD-22-1386
Published Online: January 17, 2023
...: qihao_zhu@mymail.sutd.edu.sg Email: xyzhang@tsinghua.edu.cn Email: luo@sutd.edu.sg artificial intelligence computer-aided design conceptual design creativity and concept generation data-driven design design automation generative design machine learning References [1...
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-22-1499
Published Online: January 11, 2023
... generation design evaluation Machine learning Journal of Mechanical Design. Received August 01, 2022; Accepted manuscript posted December 19, 2022. doi:10.1115/1.4056669 Copyright © 2023 by ASME Accepted Manuscript Not Copyedited ATTENTION-ENHANCED MULTIMODAL LEARNING FOR CONCEPTUAL DESIGN EVALUATIONS...
Journal Articles
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041405.
Paper No: MD-22-1501
Published Online: December 14, 2022
... Email: cheligeer.cheligeer@mail.concordia.ca 02 08 2022 15 10 2022 22 10 2022 14 12 2022 semantic network computer-aided design conceptual design data-driven design machine learning recursive object model Natural Sciences and Engineering Research Council...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031402.
Paper No: MD-22-1326
Published Online: December 9, 2022
.... 021404 . 10.1115/1.4052566 [15] Hubert , T. , Schrittwieser , J. , Antonoglou , I. , Barekatain , M. , Schmitt , S. , and Silver , D. , 2021 , “ Learning and planning in complex action spaces ,” International Conference on Machine Learning , Virtual online , July 18...
Journal Articles
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041402.
Paper No: MD-22-1296
Published Online: December 9, 2022
... 16 09 2022 09 12 2022 user-centered design text summarization natural language processing multi-instance inference language model text-to-text transfer transformer (T5) artificial intelligence machine learning product development Directorate for Engineering 10.13039...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031706.
Paper No: MD-22-1420
Published Online: November 24, 2022
... in the J ournal of M echanical D esign . 03 07 2022 14 10 2022 29 10 2022 24 11 2022 ensemble remaining useful life lithium-ion batteries rolling element bearings machine learning metamodeling Accurately predicting the remaining useful life (RUL) of equipment...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031705.
Paper No: MD-22-1352
Published Online: November 17, 2022
...’ best knowledge, there is no “target” (resilience) driven generative algorithm for interconnected systems yet. In the machine learning community, various algorithms, such as graph recurrent neural network [ 19 ], graph recurrent attention network [ 20 ], and graph variational autoencoder (GVAE) [ 21...
Journal Articles
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 011705.
Paper No: MD-22-1319
Published Online: November 17, 2022
... are increasingly employed to accelerate nonlinear materials modeling by using a combination of methods from linear algebra and machine learning that result in reducing the number of unknown variables that characterize, e.g., microstructural strain and stress fields. Transformation field analysis (TFA) and its...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031704.
Paper No: MD-22-1359
Published Online: November 3, 2022
...Doksoo Lee; Yu-Chin Chan; Wei (Wayne) Chen; Liwei Wang; Anton van Beek; Wei Chen Inspired by the recent achievements of machine learning in diverse domains, data-driven metamaterials design has emerged as a compelling paradigm that can unlock the potential of multiscale architectures. The model...
Journal Articles
Article Type: Research Papers
J. Mech. Des. December 2022, 144(12): 121402.
Paper No: MD-22-1120
Published Online: October 6, 2022
.... , Chen , Y. , Belov , D. , and de Freitas , N. , 2017 , “ Parallel Multiscale Autoregressive Density Estimation ,” Proceedings of the 34th International Conference on Machine Learning , Sydney, Australia , July , Vol. 70, JMLR, pp. 2912 – 2921 . [62] Chen , Y. , Tu , S...
Topics: Design, Shapes
Journal Articles
Article Type: Research Papers
J. Mech. Des. December 2022, 144(12): 121702.
Paper No: MD-22-1445
Published Online: October 6, 2022
... of Near-Optimal Topology Through Theory-Driven Machine Learning ,” Comput. Aided Des. , 109 , pp. 12 – 21 . 10.1016/j.cad.2018.12.008 [18] Yu , Y. , Hur , T. , Jung , J. , and Jang , I. G. , 2019 , “ Deep Learning for Determining a Near-Optimal Topological Design Without Any...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091711.
Paper No: MD-22-1083
Published Online: August 8, 2022
... Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 08 02 2022 11 07 2022 15 07 2022 08 08 2022 artificial intelligence machine learning systems design systems engineering reinforcement learning interpretable AI...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091709.
Paper No: MD-22-1162
Published Online: August 4, 2022
... is investigated using multiple machine learning models including Gaussian process regression and neural networks. A case study demonstrates the advantages of the proposed surrogate modeling method using a dynamic ensemble of NARX models (DENA) over several classical surrogate modeling methods. Aiming...
Journal Articles
Article Type: Research Papers
J. Mech. Des. November 2022, 144(11): 111401.
Paper No: MD-21-1499
Published Online: July 21, 2022
...) features. PAS features may not contribute to engineered sustainability but are identified by customers as sustainable. In previous papers, we proposed methods for extracting PAS features from online reviews using machine learning techniques and validating them using collage placement techniques. We...
Journal Articles
Article Type: Research Papers
J. Mech. Des. October 2022, 144(10): 101704.
Paper No: MD-22-1030
Published Online: July 1, 2022
... 07 2022 machine learning metamodeling reliability in design uncertainty analysis National Natural Science Foundation of China 10.13039/501100001809 51875525 51905475 52111540267 Natural Science Foundation of Zhejiang Province 10.13039/501100004731 LY21E050008...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091707.
Paper No: MD-21-1483
Published Online: June 16, 2022
... of the total resistance of the ship hull structure while avoiding the inconsistent estimates from different types of design input parameters. It is demonstrated that the developed AI-based machine learning algorithm as a prediction tool can assist the ship hull design process by accurately providing the total...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091703.
Paper No: MD-21-1733
Published Online: June 13, 2022
... in the J ournal of M echanical D esign . 01 12 2021 28 04 2022 04 05 2022 13 06 2022 Gaussian processes data fusion calibration emulation manifold learning machine learning metamodeling uncertainty modeling National Aeronautics and Space Administration...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091705.
Paper No: MD-21-1780
Published Online: June 13, 2022
... , A. , and Wang , Y. , 2017 , Proceedings of the 34th International Conference on Machine Learning , Vol. 70 , D. Precup , and Y. W. Teh , eds., PMLR , Sydney, Australia , pp. 126 – 135 . [33] Sutton , R. S. , and Barto , A. G. , 2018 , Reinforcement Learning: An Introduction...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091706.
Paper No: MD-21-1676
Published Online: June 13, 2022
... on Machine Learning , Virtual, Online , July 12–18 , PMLR, pp. 4702 – 4712 . artificial intelligence data-driven design design automation design for X machine learning mobile robots reliability in design simulation-based design Autonomous driving is mainly composed of two technical...