572 citations · 2.1k across the 54 of their papers we have counts for
28 papers · 1 filter
Active flow control of a turbulent separation bubble through deep reinforcement learning
Bernat Font, Francisco Alcántara-Ávila, Jean Rabault +2
The control efficacy of classical periodic forcing and deep reinforcement learning (DRL) is assessed for a turbulent separation bubble (TSB) at on the upstream region be…
Observations of transient wave-induced mean drift profiles caused by virtual wave stresses in a two-layer system
Jan Erik H. Weber, Yiyi Whitchelo, Jon A. Pirolt +3
An experimental study of long interfacial gravity waves was conducted in a closed wave tank containing two layers of viscous immiscible fluids. The study focuses on the development…
Optimizing Flow Control with Deep Reinforcement Learning: Plasma Actuator Placement around a Square Cylinder
Mustafa Z Yousif, Kolesova Paraskovia, Yifang Yang +5
The present study proposes an active flow control (AFC) approach based on deep reinforcement learning (DRL) to optimize the performance of multiple plasma actuators on a square cyl…
Active flow control for three-dimensional cylinders through deep reinforcement learning
Pol Suárez, Francisco Alcántara-Ávila, Arnau Miró +4
This paper presents for the first time successful results of active flow control with multiple independently controlled zero-net-mass-flux synthetic jets. The jets are placed on a…
An affordable and customizable wave buoy for the study of wave-ice interactions: design concept and results from field deployments
Tsubasa Kodaira, Tomotaka Katsuno, Takehiko Nose +5
In the polar regions, the interaction between waves and ice has a crucial impact on the seasonal change in the sea ice extent. However, our comprehension of this phenomenon is rest…
Recent advances in applying deep reinforcement learning for flow control: perspectives and future directions
Colin Vignon, Jean Rabault, Ricardo Vinuesa
Deep reinforcement learning (DRL) has been applied to a variety of problems during the past decade, and has provided effective control strategies in high-dimensional and non-linear…