Journal articles
Jichao Li, Sicheng He, Joaquim R. R. A. Martins, Mengqi Zhang, Boo Cheong Khoo. Efficient Data-driven Off-design Constraint Modeling for Practical Aerodynamic Shape Optimization AIAA Journal (2023) | |
Jichao Li, Xiaosong Du, Joaquim R. R. A. Martins. Machine Learning in Aerodynamic Shape Optimization Progress in Aerospace Sciences (2022) | |
Jichao Li, Mengqi Zhang. Reinforcement-learning-based Control of Confined Cylinder Wakes with Stability Analyses Journal of Fluid Mechanics (2022) | |
Jichao Li, Sicheng He, Mengqi Zhang, Joaquim R. R. A. Martins, Boo Cheong Khoo. Physics-Based Data-Driven Buffet-Onset Constraint for Aerodynamic Shape Optimization AIAA Journal (2022) | |
Jichao Li, Mengqi Zhang, Chien Ming Jonathan Tay, Ningyu Liu, Yongdong Cui, Siou Chye Chew, Boo Cheong Khoo. Low-Reynolds-number Airfoil Design Optimization using Deep-learning-based Tailored Airfoil Modes Aerospace Science and Technology (2022) | |
Jichao Li, Mengqi Zhang. Adjoint-Free Aerodynamic Shape Optimization of the Common Research Model Wing AIAA Journal (2021) | |
Jichao Li, Mengqi Zhang. On deep-learning-based geometric filtering in aerodynamic shape optimization Aerospace Science and Technology (2021) | |
Jichao Li, Mengqi Zhang. Data-based Approach for Wing Shape Design Optimization Aerospace Science and Technology (2021) | |
Jichao Li, Mengqi Zhang, Joaquim R. R. A. Martins, Chang Shu. Efficient Aerodynamic Shape Optimization with Deep-Learning-Based Geometric Filtering AIAA Journal (2020) | |
Jichao Li, Jinsheng Cai. Massively Multipoint Aerodynamic Shape Design via Surrogate-Assisted Gradient-Based Optimization AIAA Journal (2020) | |
Jichao Li, Sicheng He, Joaquim R. R. A. Martins. Data-driven Constraint Approach to Ensure Low-speed Performance in Transonic Aerodynamic Shape Optimization Aerospace Science and Technology (2019) | |
Xiaolong He, Jichao Li, Charles Mader, Anil Yildirim, Joaquim R. R. A. Martins. Robust aerodynamic shape optimization—From a circle to an airfoil Aerospace Science and Technology (2019) | |
Jichao Li, Jinsheng Cai, Kun Qu. Surrogate-based aerodynamic shape optimization with the active subspace method Structural and Multidisciplinary Optimization (2019) | |
Jichao Li, Mohamed A. Bouhlel, Joaquim R. R. A. Martins. Data-Based Approach for Fast Airfoil Analysis and Optimization AIAA Journal (2019) | |
Jichao Li, Jinsheng Cai, Kun Qu. Adjoint-Based Two-Step Optimization Method Using Proper Orthogonal Decomposition and Domain Decomposition AIAA Journal (2018) |
Conference proceedings
Jichao Li, Jinsheng Cai, Kun Qu. Drag Reduction of Transonic Wings with Surrogate-Based Optimization APISAT (2018) | |
Jichao Li, Mohamed A. Bouhlel, Joaquim R. R. A. Martins. A Data-Based Approach for Fast Airfoil Analysis and Optimization AIAA SciTech (2018) | |
Jichao Li, Kun Qu, Jinsheng Cai, Changqiang Cao. Adjoint Approach based on Reduced-order Model for Steady PDE Systems AIAA AVIATION (2016) |