72 citations · 137 across the 3 of their papers we have counts for
3 papers
physics.flu-dyn2024★ 1 cited
Deep reinforcement transfer learning for active flow control of a 3D square cylinder under state dimension mismatch
Lei Yan, Gang Hu, Wenli Chen +1
This paper focuses on developing a deep reinforcement learning (DRL) control strategy to mitigate aerodynamic forces acting on a three dimensional (3D) square cylinder under high R…
cs.LG2023★ 64 cited
Dynamic Feature-based Deep Reinforcement Learning for Flow Control of Circular Cylinder with Sparse Surface Pressure Sensing
Qiulei Wang, Lei Yan, Gang Hu +3
This study proposes a self-learning algorithm for closed-loop cylinder wake control targeting lower drag and lower lift fluctuations with the additional challenge of sparse sensor…
physics.flu-dyn2022★ 72 cited
DRLinFluids -- An open-source python platform of coupling Deep Reinforcement Learning and OpenFOAM
Qiulei Wang, Lei Yan, Gang Hu +5
We propose an open-source python platform for applications of Deep Reinforcement Learning (DRL) in fluid mechanics. DRL has been widely used in optimizing decision-making in nonlin…