2 papers
cs.LG2022
Machine Learning in Aerodynamic Shape Optimization
Jichao Li, Xiaosong Du, Joaquim R. R. A. Martins
Machine learning (ML) has been increasingly used to aid aerodynamic shape optimization (ASO), thanks to the availability of aerodynamic data and continued developments in deep lear…
physics.flu-dyn2021
Reinforcement-learning-based control of confined cylinder wakes with stability analyses
Jichao Li, Mengqi Zhang
This work studies the application of a reinforcement-learning-based (RL) flow control strategy to the flow past a cylinder confined between two walls in order to suppress vortex sh…