most citedEfficient Active Flow Control Strategy for Confined Square Cylinder Wake Using Deep Learning-Based Surrogate Model and Reinforcement Learning

1 citations · 1 across the 3 of their papers we have counts for

collaborators

3 papers

physics.flu-dyn2024★ 1 cited

Efficient Active Flow Control Strategy for Confined Square Cylinder Wake Using Deep Learning-Based Surrogate Model and Reinforcement Learning

Meng Zhang, Mustafa Z. Yousif, Minze Xu +3

This study presents a deep learning model-based reinforcement learning (DL-MBRL) approach for active control of two-dimensional (2D) wake flow past a square cylinder using antiphas…

physics.flu-dyn2023

Active flow control over a finite wall-mounted square cylinder by using multiple plasma actuators

Mustafa Z. Yousif, Yifan Yang, Haifeng Zhou +3

The present study aims to investigate the effectiveness of plasma actuators in controlling the flow around a finite wall-mounted square cylinder (FWMSC) with a longitudinal aspect…

physics.flu-dyn2023

Physics-guided deep reinforcement learning for flow field denoising

Mustafa Z. Yousif, Meng Zhang, Yifan Yang +3

A multi-agent deep reinforcement learning (DRL)-based model is presented in this study to reconstruct flow fields from noisy data. A combination of the reinforcement learning with…