28 citations · 54 across the 3 of their papers we have counts for
3 papers
physics.flu-dyn2025★ 1 cited
Reinforcement-learning-assisted control of four-roll mills: geometric symmetry and inertial effect
Xuan Dai, Da Xu, Mengqi Zhang +1
Embedding the intrinsic symmetry of a flow system in training its machine learning algorithms has become a significant trend in the recent surge of their application in fluid mecha…
physics.flu-dyn2022★ 28 cited
Reinforcement-learning-based control of convectively-unstable flows
Da Xu, Mengqi Zhang
This work reports the application of a model-free deep-reinforcement-learning-based (DRL) flow control strategy to suppress perturbations evolving in the 1-D linearised Kuramoto-Si…
physics.flu-dyn2022★ 25 cited
A three-dimensional dynamic mode decomposition analysis of wind farm flow aerodynamics
Xuan Dai, Da Xu, Mengqi Zhang +1
High-fidelity large-eddy simulations are suitable to obtain insight into the complex flow dynamics in extended wind farms. In order to better understand these flow dynamics, we use…