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Keywords: surrogate modeling
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Proceedings Papers

Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A007, August 17–19, 2021
Paper No: DETC2021-67353
.... The method presented is generic and can be applied to the multi-objective robust design of similar biomedical devices. robust design biomedical devices canine shunt system design brain shunt decision-based design surrogate modeling Proceedings of the ASME 2021 International Design Engineering...
Proceedings Papers

Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A018, August 17–19, 2021
Paper No: DETC2021-71570
... University, Shanghai, P.R. China 2 Dept. of Mechanical Engineering, Northwestern University, Evanston, IL, USA 3 Dept. of Industrial Engineering and Management Sciences, Northwestern University, Evanston, IL, USA ABSTRACT Keywords: Gaussian process, Surrogate modeling, Big data, Scientific and engineering...
Proceedings Papers

Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A013a, August 17–19, 2020
Paper No: DETC2020-22696
... design surrogate modeling multi-objective design exploration Proceedings of the ASME 2020 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference IDETC/CIE2020 August 17-19, 2020, Virtual, Online DETC2020-22696 MULTI-OBJECTIVE DESIGN...
Proceedings Papers

Proc. ASME. IDETC-CIE2019, Volume 2B: 45th Design Automation Conference, V02BT03A032, August 18–21, 2019
Paper No: DETC2019-97010
... subsequent optimizations generally requires hundreds of thousands of evaluations of the objective function which is most often a practically unachievable task. Gaussian Process (GP) surrogate modeling replaces the expensive function with a cheap-to-evaluate data-driven probabilistic model. While the GP does...
Proceedings Papers

Proc. ASME. IDETC-CIE2019, Volume 2A: 45th Design Automation Conference, V02AT03A057, August 18–21, 2019
Paper No: DETC2019-97659
... framework based on simulation-based surrogate modeling to investigate how the grain size gradient and twin thickness gradient affect the strength of GNS metals. The Gaussian Process (GP) based surrogate modeling technique with adaptive sequential sampling is employed for the development of surrogate models...
Proceedings Papers

Proc. ASME. IDETC-CIE2006, Volume 1: 32nd Design Automation Conference, Parts A and B, 1105-1118, September 10–13, 2006
Paper No: DETC2006-99304
... reduced sensitivity to manufacturing variations with significant savings in computational effort. 09 06 2008 Robust design multiobjective optimization surrogate modeling compressor blades manufacturing tolerances May 26, 2006 9:20 Proceedings of IDETC/CIE 2006 2006 ASME...