... Email: jtalliso@illinois.edu Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 10 03 2024 24 03 2025 27 03 2025 04 04 2025 Data-driven design design automation design evaluation design methodology...

...@calpoly.edu Email: michael.saidani@list.lu 1 Corresponding author. Email: hsong13@calpoly.edu data-driven design design for the environment product design References [1] Kim , K. Y. , Haapala , K. R. , Okudan Kremer , G. E. , Murat , E. A. , Chinnam , R...

... . 10.18653/v1/2023.emnlp-industry.62 [15] Chandrasekaran , B. , 1990 , “ Design Problem Solving: A Task Analysis ,” AI Mag. , 11 ( 4 ), pp. 59 – 59 . 10.1609/aimag.v11i4.857 [16] Yuan , C. , Marion , T. , and Moghaddam , M. , 2023 , “ Dde-gan: Integrating a Data-Driven...

... and performance spaces, thereby speeding up the design exploration process and efficiently assessing aerodynamic designs. artificial intelligence computer-aided design conceptual design creativity and concept generation data-driven design design automation design evaluation design of experiments...

... generation data-driven design design process design teams design theory and methodology hackathon 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 to employ methods that not only ensure...

...: binyang.song@ntu.edu.sg Contributed by Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 01 07 2024 09 01 2025 14 01 2025 04 03 2025 data-driven design design representation design visualization...

... 2025 27 02 2025 computer-aided design multimodal data large language model (LLM) fine-tuning LLMs artificial intelligence data-driven design generative design National Science Foundation 10.13039/100000001 2207408 Recent advancements achieved by the generative...

... 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...

... An earlier version of this paper was published in the 2023 ASME IDETC/CIE Conference: DETC2023-115029. Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 29 06 2024 08 12 2024 12 12 2024 11 02 2025 data-driven...

... effectively. In the rapidly evolving realm of engineering design, integrating domain expertise is pivotal to the efficacy of design methodologies encompassing ideation, analytic assessment, and evaluative processes. Leveraging well-constructed datasets is crucial in advancing data-driven design...

... 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...

... 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...

... experiences that can satisfy several users in different ways can lead to market dominance [ 6 ]. data-driven design user-centered design empathic user understanding empathic accuracy large language model (LLM) design theory and methodology Graphical Abstract Figure Comparing Model...

... and maintenance wind turbine generator interturn short-circuit fault fault diagnosis artificial intelligence data-driven design 25 06 2024 07 10 2024 24 10 2024 09 12 2024 Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D...

... 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...

... 10 2024 14 10 2024 18 11 2024 Graphical Abstract Figure artificial intelligence computer-aided engineering data-driven design design for manufacturing design process machine learning simulation-based design One of the primary challenges of the engineering...

... machine learning deep learning dataset generation data-driven design deep generative models artificial intelligence computational kinematics computer-aided engineering data-driven design generative design linkages mechanism synthesis Path-generating linkage mechanisms are fundamental...

... 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...