...@unsw.edu.au Email: ankush.kapoor@unsw.edu.au Email: t.ray@unsw.edu.au Email: Nigel.Jepson@ehc.com.au conceptual design design automation design optimization design representation Machine learning Journal of Mechanical Design. Received November 23, 2024; Accepted manuscript posted April...

... design optimizations. Rios et al. [ 20 ] compared various design representation methods, including principal component analysis (PCA), kernel-PCA, and a 3D point cloud autoencoder, highlighting the autoencoder’s capability for localized shape modifications in aerodynamic optimizations. The geometry...

...: 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...

... design design representation machine learning Office of Naval Research 10.13039/100000006 Panther Award N00014-21-1-2916 through Dr. Timothy Bentley Representations form the backbone of engineering advances. For example, geometric representations such as constructive solid...

... collected with ten student designers performing an hour-long loosely controlled design task using various design representations (e.g., computer-aided design and sketching). We also collected self-reported cognitive load using the NASA-TLX after the design task was completed. A preliminary analysis revealed...

... large language models generative models domain-specific dataset artificial intelligence conceptual design creativity and concept generation data-driven design design methodology design process design representation design theory and methodology Referencing Fig. 6 , the distribution...

... 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...

... approach, space and point group crystallographic symmetries have been implemented in the development of parametric design representation of 2D planer lattice structures[ 27 ]. Also, in 3D cellular structure design, mirror symmetries resulted in the creation of cubic and orthotropic continuous datasets [ 2...

... Committee of ASME for publication in the J ournal of M echanical D esign . 21 04 2024 02 09 2024 09 09 2024 18 11 2024 Graphical Abstract Figure artificial intelligence computational geometry design automation design representation generative design...

... 2024 12 10 2024 14 10 2024 18 11 2024 coronary stent design computer-aided design design optimization design representation machine learning product design National Heart Foundation of Australia 10.13039/501100001030 103079 Finally, the EI maximization...

... design. requirements design process requirements representation scrum contextual sketch agile concept generation conceptual design design representation product design Graphical Abstract Figure 23 10 2023 26 03 2024 28 03 2024 23 05 2024...

... ]. As such, changes to the early stages of the design process can impact the overall design performance and cost. creativity and concept generation design methodology design representation design theory design theory and methodology design visualization ethics and design product design...

... of ASME for publication in the J ournal of M echanical D esign . 06 08 2023 16 02 2024 22 02 2024 28 03 2024 Graphical Abstract Figure artificial intelligence computer-aided design data-driven design design evaluation design representation Engineers...

... and curriculum design education design methodology design process design representation design theory design theory and methodology design visualization product design user-centered design Engineering designers rely on various forms of support, such as design tools, training, and process models...

... design representation metamodeling National Science Foundation 10.13039/100000001 2045322 Office of Naval Research 10.13039/100000006 N00014-23-1-2485 While single-phase liquid cooling solutions offer better performance compared to traditional air cooling methods...

... 2023 04 01 2024 01 02 2024 design automation design optimization design representation multidisciplinary design and optimization sensitivity analysis for design simulation-based design structural optimization topology optimization Division of Engineering Education...

...Alfred Leuenberger; Eliott Birner; Thomas S. Lumpe; Tino Stanković The design representations of lattice structures are fundamental to the development of computational design approaches. Current applications of lattice structures are characterized by ever-growing demand on computational resources...

... Technology of the People's Republic of China 10.13039/501100006579 MC-201720-Z02 National Natural Science Foundation of China 10.13039/501100001809 52075338 feature information network variation analysis dimension unit design for manufacturing design representation Copyright ©...

...Sandeep Krishkakumar; Cynthia Letting; Nicolas F. Soria Zurita; Jessica Menold Design representations play a pivotal role in the design process. In particular, design representations enable the formation of a shared understanding between team members, enhancing team performance. This paper explores...

... . 10.1038/s41524-018-0106-7 Bayesian optimization multi-fidelity modeling emulation Gaussian process interval score data-driven design design of engineered materials system design optimization design representation Directorate for Engineering 10.13039/100000084 2238038...