Data Driven Shape Design

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, Sangjoon Lee, Jinge Wang, Philip S. Marcus (2023) Airfoil optimization using Design-by-Morphing, Journal of Computational Design and Engineering 10(4), p. 1443-1459, url, doi:10.1093/jcde/qwad059

Haris M. Sheikh, Tess A. Callan, Kealan J. Hennessy, Philip S. Marcus (2022) Optimization of the shape of a hydrokinetic turbine’s draft tube and hub assembly using Design-by-Morphing with Bayesian optimization, Computer Methods in Applied Mechanics and Engineering 401, p. 115654, url, doi:10.1016/j.cma.2022.115654

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, Philip S. Marcus (2022) Design-by-Morphing: A Shape Design Methodology for Fluid Machinery, APS Division of Fluid Dynamics Meeting Abstracts, p. U29-011, url

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

Haris M. Sheikh, Philip S. Marcus (2018) Optimization Of Vertical Axis Wind Turbines Using Design-By-Morphing, APS Division of Fluid Dynamics Meeting Abstracts 63, p. D06-002, url

Sahuck Oh, Chung-Hsiang Jiang, Philip S. Marcus, David Gutzwiller, Alain Demeulenaere, Chiyu "Max" Jiang (2016) Shape Optimization of A Turbine-99 Draft Tube Using Design-by-Morphing, APS Division of Fluid Dynamics Meeting Abstracts, p. L4–004, url