3 papers
physics.flu-dyn2024
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-dyn2024
Self-Supervised Learning for Effective Denoising of Flow Fields
Linqi Yu, Mustafa Z. Yousif, Dan Zhou +3
In this study, we proposed an efficient approach based on a deep learning (DL) denoising autoencoder (DAE) model for denoising noisy flow fields. The DAE operates on a self-learnin…
physics.flu-dyn2024
Flow Reconstruction Using Spatially Restricted Domains Based on Enhanced Super-Resolution Generative Adversarial Networks
Mustafa Z. Yousif, Dan Zhou, Linqi Yu +4
This study aims to reconstruct the complete flow field from spatially restricted domain data by utilizing an Enhanced Super-Resolution Generative Adversarial Network (ESRGAN) model…