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Keywords: Bayesian optimization
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Proceedings Papers

Proc. ASME. IDETC-CIE2022, Volume 3A: 48th Design Automation Conference (DAC), V03AT03A049, August 14–17, 2022
Paper No: DETC2022-90177
... search strategies — Bayesian optimization being one of the most widely adopted. Although recent developments in mixed-variable Bayesian optimization have shown promise, the effects of dimensionality of qualitative variables have not been well studied. High dimensional qualitative variables, i.e...
Proceedings Papers

Proc. ASME. IDETC-CIE2022, Volume 2: 42nd Computers and Information in Engineering Conference (CIE), V002T02A030, August 14–17, 2022
Paper No: DETC2022-87995
... algorithm on a synthetic problem, and a challenging high-dimensional engineering problem. optimal experimental design Bayesian optimization reinforcement learning Gaussian processes design under uncertainty Proceedings of the ASME 2022 International Design Engineering Technical Conferences...
Proceedings Papers

Proc. ASME. IDETC-CIE2021, Volume 5: 26th Design for Manufacturing and the Life Cycle Conference (DFMLC), V005T05A024, August 17–19, 2021
Paper No: DETC2021-68167
... EXTRACTED WITH A MACHINING CENTER BASED ON BAYESIAN OPTIMIZATION Daigo Tauchi Toshiki Hirogaki Eiichi Aoyama Department of Mechanical Department of Mechanical Department of Mechanical Engineering, Engineering, Engineering, Doshisha University Doshisha University Doshisha University Kyotanabe-shi, Kyotanabe...
Proceedings Papers

Proc. ASME. IDETC-CIE2020, Volume 9: 40th Computers and Information in Engineering Conference (CIE), V009T09A003, August 17–19, 2020
Paper No: DETC2020-22661
... by quantitative metrics of ability, benevolence, and integrity. In this paper, the applications of ability and benevolence metrics in design optimization of CPSS architecture are demonstrated. A Bayesian optimization method is developed to perform trust based CPSS network design, where the most trustworthy...
Proceedings Papers

Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A056, August 17–19, 2020
Paper No: DETC2020-22564
...A SIMPLE AND EFFECTIVE METHODOLOGY TO PERFORM MULTI-OBJECTIVE BAYESIAN OPTIMIZATION: AN APPLICATION IN THE DESIGN OF SANDWICH COMPOSITE ARMORS FOR BLAST MITIGATION Homero Valladares School of Mechanical Engineering Purdue University West Lafayette, Indiana, USA hvallada@purdue.edu Andres Tovar...
Proceedings Papers

Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A058, August 17–19, 2020
Paper No: DETC2020-22608
... sensitive to even modest profile error incurred on the beam’s upper and lower sides during manufacturing. Various methods of quantifying performance are compared, and Bayesian optimization is employed in two case studies to achieve desired post-buckled shapes. A novel acquisition function, which considers...
Proceedings Papers

Proc. ASME. IDETC-CIE2019, Volume 2A: 45th Design Automation Conference, V02AT03A065, August 18–21, 2019
Paper No: DETC2019-98105
...BAYESIAN OPTIMIZATION OF EQUILIBRIUM STATES IN ELASTOMERIC BEAMS David Yoo, Carson Wiley, Andrew Gillman, Vincent Chen UES, Inc. 4401 Dayton Xenia Road Beavercreek OH 45432 david.yoo.1.ctr@us.af.mil, carson.willey.ctr@us.af.mil, andrew.gillman.2@us.af.mil, vincent.chen.2.ctr@us.af.mil Abigail Juhl...
Proceedings Papers

Proc. ASME. IDETC-CIE2019, Volume 2A: 45th Design Automation Conference, V02AT03A015, August 18–21, 2019
Paper No: DETC2019-98111
...1. Contact author: shima.hm@tamu.edu (S. Hajimirza) USING BAYESIAN OPTIMIZATION WITH KNOWLEDGE TRANSFER FOR HIGH COMPUTATIONAL COST DESIGN: A CASE STUDY IN PHOTOVOLTAICS Mine Kaya, Shima Hajimirza1 Texas A&M University College Station, TX ABSTRACT Engineering design is usually an iterative...