... multiphysics systems. data-driven design design optimization machine learning multidisciplinary design and optimization topology optimization 16 09 2022 03 02 2023 06 02 2023 16 03 2023 Contributed by Design Automation Committee of ASME for publication in the J ournal...

.... , and Desmulliez , M. P. , 2018 , “ Towards a Design Process for Computer-Aided Biomimetics ,” Biomimetics , 3 ( 3 ), p. 14 . 10.3390/biomimetics3030014 [6] Jiang , S. , Hu , J. , Wood , K. L. , and Luo , J. , 2022 , “ Data-Driven Design-By-Analogy: State-of-the-Art and Future...

... time can be shortened, the product development and design costs can be reduced, and the individual needs of customers can be met to the greatest extent [ 2 – 4 ]. artificial intelligence computer-aided design data-driven design design for manufacturing design methodology 09 07 2022...

... a novel GAN-based generative design model with an offline design evaluation function to generate samples that are not only realistic but also diverse and desirable. A multimodal data-driven design evaluation (DDE) model is developed to guide the generative process by automatically predicting user...

...: j.han2@exeter.ac.uk artificial intelligence computer-aided design conceptual design creativity and concept generation data-driven design References [1] Olewnik , A. , Yerrick , R. , Simmons , A. , Lee , Y. , and Stuhlmiller , B. , 2020 , “ Defining Open...

...@aero.bombardier.com Email: lan.lin@concordia.ca Email: nadia.bhuiyan@concordia.ca Email: cheligeer.cheligeer@mail.concordia.ca semantic network computer-aided design conceptual design data-driven design machine learning recursive object model References [1] Zeng , Y. , 2011...

...Ayush Raina; Jonathan Cagan; Christopher McComb Building an Artificial Intelligence (AI) agent that can design on its own has been a goal since the 1980s. Recently, deep learning has shown the ability to learn from large-scale data, enabling significant advances in data-driven design. However...

...@illinois.edu Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 13 06 2022 08 10 2022 14 10 2022 17 11 2022 data-driven design design optimization design theory and methodology generative design machine...

... to general image-based design representations, t-METASET could boost future advancements in data-driven design. References [1] Yu , X. , Zhou , J. , Liang , H. , Jiang , Z. , and Wu , L. , 2018 , “ Mechanical Metamaterials Associated With Stiffness, Rigidity and Compressibility...

.../501100001809 51805449 Sichuan University 10.13039/501100004912 ZYJC21081 ZYYC21004 data-driven design design for humans design theory and methodology interactive design kinematics linkages mechanism synthesis mechanism theory Substituting Eq. (6) and (2) into Eq. (5...

... will facilitate future studies on data-driven design under manufacturing uncertainty. The rest of the article is organized as follows: Sec. 2 introduces two core concepts used in our current work — the GAN and design under uncertainty, including a brief review of related past work on design under geometric...

... 09 09 2022 10 09 2022 10 10 2022 text mining customer networks segmentation data-driven design design automation In the consumer market, the segmentation, targeting, and positioning (STP) strategy [ 1 , 2 ] is one of the most popular strategies. Figure 1 shows...

... in Design Databases Through Functional and Surface Based Mapping ,” ASME J. Mech. Des. , 135 ( 3 ), p. 031006 . 10.1115/1.4023484 [36] Song , B. , and Luo , J. , 2017 , “ Mining Patent Precedents for Data-Driven Design: The Case of Spherical Rolling Robots ,” ASME J. Mech. Des. , 139...

... Contributed by the Mechanisms and Robotics Committee of ASME for publication in the J ournal of M echanical D esign . 31 03 2022 19 08 2022 19 08 2022 20 09 2022 data-driven design computational kinematics design for humans mechanism synthesis Department of Science...

... shapes just based on silhouettes? Division of Undergraduate Education 10.13039/100000172 2207408 data-driven design generative design product shape design deep learning of design representation 04 10 2021 18 06 2022 24 06 2022 08 08 2022 Contributed...

... discovery, such as the exploration of Mars [ 3 ]. In addition, it plays an important role in relieving human effort in the agricultural field or in reducing injuries on the battlefield [ 4 ]. AGV mobility prediction surrogate model NARX data-driven design design automation machine learning...

... 2022 17 06 2022 21 07 2022 Email: ndehaibi@stanford.edu Email: aiyannah@stanford.edu Email: drattana@stanford.edu Email: erinmacd@stanford.edu artificial intelligence cognitive-based design data-driven design design automation design for humans design...

... even more complicated [ 2 ]. Since the ship design process is a multidisciplinary-cross mission, ship designers usually will divide the whole process into several sub-stages based on design goals. approximation-based optimal design artificial intelligence data-driven design design theory...

... for publication in the J ournal of M echanical D esign . 27 10 2021 22 04 2022 29 04 2022 13 06 2022 value of information (VoI) monitoring systems failure prediction maintenance design decision-making data-driven design design automation design evaluation design...

... 2022 13 06 2022 sequential optimal experimental design deep reinforcement learning uncertainty quantification Gaussian processes data-driven design design of experiments design optimization machine learning metamodeling uncertainty modeling Design of experiments (DOE) [ 1...