Bayesian Optimization

Relevant Research:

Sangjoon Lee, Haris M. Sheikh, Dahyun D. Lim, Grace X. Gu, Philip S. Marcus (2024) Bayesian-Optimized Riblet Surface Design for Turbulent Drag Reduction via Design-by-Morphing With Large Eddy Simulation, Journal of Mechanical Design 146(8), p. 081701, url, doi:10.1115/1.4064413

Haris M. Sheikh, Timon Meier, Brian Blankenship, Zacharias Vangelatos, Naichen Zhao, Philip S. Marcus, Costas P. Grigoropoulos (2022) Systematic design of Cauchy symmetric structures through Bayesian optimization, International Journal of Mechanical Sciences 236, p. 107741, url, doi:10.1016/j.ijmecsci.2022.107741

Haris M. Sheikh, Philip S. Marcus (2022) Bayesian optimization for mixed-variable, multi-objective problems, Structural and Multidisciplinary Optimization 65(11), p. 331, url, doi:10.1007/s00158-022-03382-y

Zacharias Vangelatos, Haris M. Sheikh, Philip S. Marcus, Costas P. Grigoropoulos, Victor Z. Lopez, George Flamourakis, Maria Farsari (2021) Strength through defects: A novel Bayesian approach for the optimization of architected materials, Science Advances 7(41), p. eabk2218, pdf, doi:10.1126/sciadv.abk2218

Abstracts

Haris M. Sheikh, Tess A. Callan, Kealan J. Hennessy, Philip S. Marcus (2021) Shape Optimization Methodology for Fluid Flows Using Mixed Variable Bayesian Optimization and Design-by-Morphing, APS Division of Fluid Dynamics Meeting Abstracts, p. A15-004, url

Haris M. Sheikh, Philip S. Marcus (2019) Vertical axis wind turbine design using design-by-morphing and Bayesian optimization, APS Division of Fluid Dynamics Meeting Abstracts, p. Q14–007, pdf