... design rationale conceptual design text mining knowledge internalization technical literature artificial intelligence collaborative design data-driven design design representation metamodeling National Natural Science Foundation of China 10.13039/501100001809 52205244...

... Corresponding author. Email: ccm@cmu.edu Contributed by Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 07 07 2024 06 12 2024 09 12 2024 15 01 2025 data-driven design machine learning The process of material selection...

... Data-driven design Machine learning National Science Foundation 10.13039/100000001 Engineering Design and Systems Engineering (EDSE) grant #2050052 Journal of Mechanical Design. Received June 03, 2024; Accepted manuscript posted January 10, 2025. doi:10.1115/1.4067619 Copyright © 2025...

... ournal of M echanical D esign . 29 06 2024 08 12 2024 12 12 2024 19 12 2024 Email: suresh@engr.wisc.edu Email: ssridhara@wisc.edu Data-driven design design representation Machine learning Journal of Mechanical Design. Received June 29, 2024; Accepted...

... 10 12 2024 12 12 2024 19 12 2024 Email: yunjian.qiu@sjsu.edu Email: yjin@usc.edu artificial intelligence conceptual design creativity and concept generation Data-driven design design methodology design process design representation design theory and methodology...

... in the Journal of Mechanical Design. 02 07 2024 27 10 2024 07 11 2024 13 12 2024 Graphical Abstract Figure customer segmentation online review social network graph embedding sentiment analysis data-driven design design for market systems National Natural...

...-Accuracy 30 06 2024 22 09 2024 26 09 2024 10 12 2024 Email: oluwatoba.fabunmi@student.unimelb.edu.au Email: saman@unimelb.edu.au Email: daniel.beck@rmit.edu.au 1 Corresponding author. Email: katja.holttaotto@unimelb.edu.au data-driven design user-centered...

...@utdallas.edu condition monitoring operation and maintenance wind turbine generator interturn short-circuit fault fault diagnosis artificial intelligence data-driven design References [1] Wiser , R. , Bolinger , M. , Hoen , B. , Millstein , D. , Rand , J...

... computer-aided design data-driven design design optimization generative design The rapid advancements in artificial intelligence (AI) have revolutionized various domains, and the field of mechanical engineering is no exception. The significance of comprehensive and diverse datasets has become...

... artificial intelligence computer-aided engineering data-driven design design for manufacturing design process machine learning simulation-based design References [1] Rankin , J. J. , and Ott , D. A. , 1992 , “ The Open Approach to FEA Integration in the Design Process...

... The training phase and inference phase steps are bounded by green dash-dot lines and red dashed lines, respectively planar 4- 6- and 8-bar linkage path synthesis variational autoencoder neural networks machine learning deep learning dataset generation data-driven design deep generative models...

... Abstract Figure surrogate modeling image-based surrogates deep neural networks dimensionality reduction artificial intelligence data-driven design machine learning robust design uncertainty modeling Office of Energy Efficiency and Renewable Energy 10.13039/100006134 DE...

...: jwang22@scu.edu Email: kwang4@scu.edu Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 10 05 2024 03 09 2024 05 09 2024 18 10 2024 Graphical Abstract Figure data-driven design design...

... Graphical Abstract Figure porous metamaterial graph neural network variational graph autoencoder design optimization generative design connectivity data-driven design design of engineered materials system machine learning Division of Civil, Mechanical and Manufacturing Innovation...

.... Not surprisingly, designers often struggle with the available choices. artificial intelligence data-driven design design automation design optimization generative design machine learning multi-objective optimization Graphical Abstract Figure 31 08 2023 24 06 2024 11 07...

... Graphical Abstract Figure data-driven design design optimization machine learning topology optimization Advanced Research Projects Agency - Energy 10.13039/100006133 DE-AR0001216 Directorate for Engineering 10.13039/100000084 1943699 Design optimization...

... 2024 13 06 2024 01 07 2024 23 07 2024 1 Corresponding author. Email: N.D.Charisi@tudelft.nl Email: J.J.Hopman@tudelft.nl Email: A.A.Kana@tudelft.nl conceptual design data-driven design design space exploration multi-fidelity Gaussian processes compositional...

... constrained multi-objective optimization robustness metrics computational efficiency artificial intelligence data-driven design design automation design for manufacturing design integration design of multiscale systems design optimization machine learning metamodeling Designing...

... 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...

... 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...