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Keywords: data-driven design
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Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2024, 146(12): 121703.
Paper No: MD-23-1899
Published Online: June 18, 2024
... structural topology graph neural network GNN design space computer-aided engineering conceptual design data-driven design design evaluation design validation References [1] Silver , D. , Huang , A. , Maddison , C. J. , Guez , A. , Sifre , L. , Van Den...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2024, 146(10): 101708.
Paper No: MD-23-1722
Published Online: April 9, 2024
... 09 04 2024 Graphical Abstract Figure data-driven design design of experiments design optimization design process machine learning simulation-based design Advanced Research Projects Agency - Energy 10.13039/100006133 DE-AR0001427 National Science Foundation...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051713.
Paper No: MD-23-1482
Published Online: March 28, 2024
... that exhibit high levels of performance. Japan Society for the Promotion of Science 10.13039/501100001691 20H02054 20KK0329 23H03799 topology optimization deep generative model latent crossover maximum stress minimization data-driven design machine learning multiobjective...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051714.
Paper No: MD-23-1544
Published Online: March 28, 2024
... simple 2D perspective renderings for drag coefficient prediction. To train our model, we also assemble a diverse dataset of high-quality 3D car meshes and simulate their drag coefficients using CFD simulations. This dataset, upon public release, can drive the development of other data-driven design...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2024, 146(10): 101705.
Paper No: MD-23-1728
Published Online: March 18, 2024
... of M echanical D esign . 17 10 2023 12 02 2024 13 02 2024 18 03 2024 Graphical Abstract Figure Gaussian processes multi-fidelity modeling microstructure reconstruction inverse problems thermal management data-driven design design automation design...
Topics: Design, Modeling
Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2024, 146(8): 081704.
Paper No: MD-23-1618
Published Online: March 5, 2024
... 03 2024 Graphical Abstract Figure multi-task learning partially observed information reliability-based design optimization uncertainty quantification data-driven design design automation design optimization machine learning metamodeling reliability in design systems...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2024, 146(9): 091703.
Paper No: MD-23-1749
Published Online: March 5, 2024
... 2024 Graphical Abstract Figure data-driven design global sensitivity analysis interpretable machine learning artificial neural networks grouped global sensitivity indices sensitivity analysis for design Global sensitivity analysis (GSA) is widely used in engineering...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2024, 146(10): 101703.
Paper No: MD-23-1269
Published Online: March 5, 2024
... 05 2023 08 02 2024 13 02 2024 05 03 2024 Graphical Abstract Figure artificial intelligence data-driven design machine learning To solve the problem that the traditional convolutional neural network (CNN) cannot deal with time series data well, researchers...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2024, 146(9): 091705.
Paper No: MD-23-1678
Published Online: March 5, 2024
.../ Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 22 09 2023 12 02 2024 13 02 2024 05 03 2024 Graphical Abstract Figure artificial intelligence data-driven design design evaluation machine learning...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2024, 146(3): 032301.
Paper No: MD-23-1261
Published Online: January 29, 2024
...: arlindo_silva@sutd.edu.sg Contributed by the Design Education Committee of ASME for publication in the J ournal of M echanical D esign . 03 05 2023 21 11 2023 27 11 2023 29 01 2024 artificial intelligence cognitive-based design data-driven design decision theory design...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051709.
Paper No: MD-23-1484
Published Online: January 29, 2024
... Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 15 07 2023 08 12 2023 11 12 2023 29 01 2024 machine learning design regression Gaussian process data-driven design design automation design optimization...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061401.
Paper No: MD-23-1562
Published Online: December 18, 2023
.... , Wood , K. L. , and Luo , J. , 2022 , “ Data-Driven Design-by-Analogy: State-of-the-Art and Future Directions ,” ASME J. Mech. Des. , 144 ( 2 ), p. 020801 . 10.1115/1.4051681 [6] Camburn , B. , He , Y. , Raviselvam , S. , Luo , J. , and Wood , K. , 2020...
Topics: Design
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061703.
Paper No: MD-23-1380
Published Online: December 18, 2023
... data-driven design design of engineered materials system design optimization design representation Directorate for Engineering 10.13039/100000084 2238038 National Aeronautics and Space Administration 10.13039/100000104 80NSSC21K1809 University of California 10.13039...
Includes: Supplementary data
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061702.
Paper No: MD-23-1335
Published Online: December 12, 2023
... 12 12 2023 computational geometry computer-aided design data-driven design machine learning topology optimization There has been a recent increase in machine learning-driven topology optimization approaches, particularly using neural networks for performing topology optimization...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051701.
Paper No: MD-23-1349
Published Online: November 21, 2023
... graph neural network scalar vector graphics explainable AI feature recognition design automation machine learning signal processing data-driven design design visualization product design artificial intelligence Division of Civil, Mechanical and Manufacturing Innovation 10.13039...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 043301.
Paper No: MD-23-1157
Published Online: November 7, 2023
... esign . 22 03 2023 15 09 2023 18 09 2023 07 11 2023 computational kinematics data-driven design design for humans mechanism synthesis mechanism theory Department of Science and Technology of Sichuan Province 10.13039/501100004829 2023ZHCG0075 2023YFH0037...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2024, 146(3): 031401.
Paper No: MD-23-1276
Published Online: November 7, 2023
... in design. data-driven design design representation design theory and methodology Division of Civil, Mechanical and Manufacturing Innovation 10.13039/100000147 2145432 - CAREER For categories made based on the object a part belongs to (Fig. 8( c ) ), pairs with similarity levels...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2023, 145(12): 121704.
Paper No: MD-23-1262
Published Online: October 6, 2023
... of brands in data-driven design using online reviews. Specifically, this study utilizes game theory and suggests a game setting representing market competition. Elements of the game are determined based on online data analysis. The proposed approach consists of four stages. The first stage divides online...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2023, 145(11): 111702.
Paper No: MD-23-1077
Published Online: August 16, 2023
... 2023 10 07 2023 16 08 2023 computer-aided design data-driven design design for X design optimization generative design machine learning multidisciplinary design and optimization topology optimization Directorate for Engineering 10.13039/100000084 CMMI 2113672...