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Proceedings Papers

A Multi-Objective Bayesian Optimized Human Assessed Multi-Target Generated Spectral Recommender System for Rapid Pareto Discoveries of Material Properties

Arpan Biswas, Yongtao Liu, Maxim Ziatdinov, Yu-Chen Liu, Stephen Jesse, Jan-Chi Yang, Sergei Kalinin, Rama Vasudevan
Proc. ASME. IDETC-CIE2023, Volume 3B: 49th Design Automation Conference (DAC), V03BT03A058, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-116956
https://doi.org/10.1115/DETC2023-116956
View Paper titled, A Multi-Objective Bayesian Optimized Human Assessed Multi-Target Generated Spectral Recommender System for Rapid Pareto Discoveries of Material Properties
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Topics: Materials properties, Optimization, Failure, Microscopes, Performance, Space, Spectroscopy, Thin films, Uncertainty
Journal Articles

A Nested Weighted Tchebycheff Multi-Objective Bayesian Optimization Approach for Flexibility of Unknown Utopia Estimation in Expensive Black-Box Design Problems

Arpan Biswas, Claudio Fuentes, Christopher Hoyle
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Technical Briefs
J. Comput. Inf. Sci. Eng. February 2023, 23(1): 014501.
Paper No: JCISE-21-1366
https://doi.org/10.1115/1.4054480
Published Online: May 20, 2022
View Article titled, A Nested Weighted Tchebycheff Multi-Objective Bayesian Optimization Approach for Flexibility of Unknown Utopia Estimation in Expensive Black-Box Design Problems
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Topics: Design, Optimization, Regression models, Errors
Includes: Supplementary data
Journal Articles

A Multi-Objective Bayesian Optimization Approach Using the Weighted Tchebycheff Method

Arpan Biswas, Claudio Fuentes, Christopher Hoyle
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2022, 144(1): 011703.
Paper No: MD-20-1759
https://doi.org/10.1115/1.4051787
Published Online: August 11, 2021
View Article titled, A Multi-Objective Bayesian Optimization Approach Using the Weighted Tchebycheff Method
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Topics: Design, Optimization
Proceedings Papers

An Approach to Bayesian Optimization in Optimizing Weighted Tchebycheff Multi-Objective Black-Box Functions

Arpan Biswas, Claudio Fuentes, Christopher Hoyle
Proc. ASME. IMECE2020, Volume 6: Design, Systems, and Complexity, V006T06A030, November 16–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: IMECE2020-23414
https://doi.org/10.1115/IMECE2020-23414
View Paper titled, An Approach to Bayesian Optimization in Optimizing Weighted Tchebycheff Multi-Objective Black-Box Functions
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Topics: Optimization, Design, Risk, Calibration, Creep, Failure, Fatigue, Manufacturing, Pareto optimization, Pressure
Journal Articles

An Approach to Bayesian Optimization for Design Feasibility Check on Discontinuous Black-Box Functions

Arpan Biswas, Christopher Hoyle
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031716.
Paper No: MD-20-1404
https://doi.org/10.1115/1.4049742
Published Online: February 8, 2021
View Article titled, An Approach to Bayesian Optimization for Design Feasibility Check on Discontinuous Black-Box Functions
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Topics: Design, Optimization, Errors
Includes: Supplementary data
Proceedings Papers

An Approach to Bayesian Optimization for Design Feasibility Check on Discontinuous Black-Box Functions

Arpan Biswas, Christopher Hoyle
Proc. ASME. IDETC-CIE2020, Volume 11B: 46th Design Automation Conference (DAC), V11BT11A017, August 17–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: DETC2020-22116
https://doi.org/10.1115/DETC2020-22116
View Paper titled, An Approach to Bayesian Optimization for Design Feasibility Check on Discontinuous Black-Box Functions
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Topics: Design, Optimization, Design methodology, Risk, Algorithms, Creep, Diffusion (Physics), Errors, Failure, Fatigue
Journal Articles

Bilevel Flexible-Robust Optimization for Energy Allocation Problems

Arpan Biswas, Yong Chen, Nathan Gibson, Christopher Hoyle
Journal: ASCE-ASME J Risk and Uncert in Engrg Sys Part B Mech Engrg
Publisher: ASME
Article Type: Research-Article
ASME J. Risk Uncertainty Part B. September 2020, 6(3): 031002.
Paper No: RISK-19-1077
https://doi.org/10.1115/1.4046269
Published Online: May 25, 2020
View Article titled, Bilevel Flexible-Robust Optimization for Energy Allocation Problems
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Topics: Optimization, Reservoirs, Uncertainty
Proceedings Papers

A Literature Review: Solving Constrained Non-Linear Bi-Level Optimization Problems With Classical Methods

Arpan Biswas, Christopher Hoyle
Proc. ASME. IDETC-CIE2019, Volume 2B: 45th Design Automation Conference, V02BT03A025, August 18–21, 2019
Publisher: American Society of Mechanical Engineers
Paper No: DETC2019-97192
https://doi.org/10.1115/DETC2019-97192
View Paper titled, A Literature Review: Solving Constrained Non-Linear Bi-Level Optimization Problems With Classical Methods
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Topics: Optimization, Computer programming, Design
Proceedings Papers

A Bi-Level Optimization Approach for Energy Allocation Problems

Arpan Biswas, Yong Chen, Christopher Hoyle
Proc. ASME. IDETC-CIE2018, Volume 2B: 44th Design Automation Conference, V02BT03A041, August 26–29, 2018
Publisher: American Society of Mechanical Engineers
Paper No: DETC2018-85139
https://doi.org/10.1115/DETC2018-85139
View Paper titled, A Bi-Level Optimization Approach for Energy Allocation Problems
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Topics: Optimization, Reservoirs, Computer programming, Risk assessment, Uncertainty
Proceedings Papers

An Approach to Flexible-Robust Optimization of Large-Scale Systems

Arpan Biswas, Yong Chen, Christopher Hoyle
Proc. ASME. IDETC-CIE2017, Volume 2B: 43rd Design Automation Conference, V02BT03A045, August 6–9, 2017
Publisher: American Society of Mechanical Engineers
Paper No: DETC2017-67221
https://doi.org/10.1115/DETC2017-67221
View Paper titled, An Approach to Flexible-Robust Optimization of Large-Scale Systems
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Topics: Optimization, Decision making, Reservoirs, Uncertainty, Design, Engineering systems and industry applications, Floods, Inflow, Rivers, Storage