... layers N ( i ) = neighborhood of node i artificial intelligence computer-aided design conceptual design creativity and concept generation data-driven design design automation design evaluation design of experiments design representation machine learning product...

... by the Design for Manufacturing Committee of ASME for publication in the J ournal of M echanical D esign . 20 11 2024 14 03 2025 17 03 2025 21 03 2025 Email: hsong13@calpoly.edu Email: clairefranz3@gmail.com Email: michael.saidani@list.lu Data-driven design design...

...; this approach requires long-term and significant investment from the researchers while also often relying on cooperation from design organizations. The quality of empirical design research is largely influenced by the quality of the data that it analyzes. Therefore, data-driven design research must strive...

... 02 2025 20 02 2025 04 03 2025 Email: smassoudi@ethz.ch Email: joseph.bejjani@epfl.ch Email: timothy.horvath@epfl.ch Email: dogukan.ustun@epfl.ch Email: jurg.schiffmann@epfl.ch artificial intelligence computer-aided design computer-aided engineering Data-driven...

... of UAV grammar string and ( b ) corresponding UAV Components of UAV grammar string: (a) decomposition of UAV grammar string and (b) corresponding UAV Data-driven design and, to an increasing...

...-aided design multimodal data large language model (LLM) fine-tuning LLMs artificial intelligence data-driven design generative design 10 08 2024 02 01 2025 14 01 2025 27 02 2025 Contributed by the Design Automation Committee of ASME for publication in the J ournal...

... networks (GAN) to create intelligent designs. Afterward, performance measures are employed to induce the generation of a population with more appealing characteristics. To demonstrate the practicality of the dataset on data-driven design, it was applied to train the generative model for a 57-bus system...

... 01 2025 26 02 2025 maximum stress minimization data-driven design design optimization multiobjective optimization topology optimization Topology optimization, which aims to derive the best structure by optimizing material distribution within the design domain to maximize...

... 12 12 2024 11 02 2025 Email: ssridhara@wisc.edu 1 Corresponding author. Email: ksuresh@wisc.edu data-driven design design representation machine learning Algorithm 1 Encode Materials  1: procedure M at E ncode ( ζ )   ⊳ Input: Training data  2:  epoch = 0...

... domain-specific dataset artificial intelligence conceptual design creativity and concept generation data-driven design design methodology design process design representation design theory and methodology In the rapidly evolving realm of engineering design, integrating domain expertise...

... 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...

... 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...

... 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...

... 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...

... 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...