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)