Advanced deep-reinforcement-learning methods for flow control:
group-invariant and positional-encoding networks improve learning speed and
quality

Advanced deep-reinforcement-learning methods for flow control: group-invariant and positional-encoding networks improve learning speed and quality

25 July 2024

Francisco Alcántara-Ávila

Ricardo Vinuesa

Papers citing "Advanced deep-reinforcement-learning methods for flow control: group-invariant and positional-encoding networks improve learning speed and quality"

4 / 4 papers shown

Title
Control of Rayleigh-Bénard Convection: Effectiveness of Reinforcement Learning in the Turbulent Regime Thorben Markmann Michiel Straat Sebastian Peitz Barbara Hammer AI4CE 38 0 0 16 Apr 2025
Latent feedback control of distributed systems in multiple scenarios through deep learning-based reduced order models Matteo Tomasetto Francesco Braghin Andrea Manzoni OffRL AI4CE 91 0 0 13 Dec 2024
SINDy-RL: Interpretable and Efficient Model-Based Reinforcement Learning Nicholas Zolman Urban Fasel J. Nathan Kutz Steven L. Brunton AI4CE 30 11 0 14 Mar 2024
Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble Zhengyu Yang Kan Ren Xufang Luo Minghuan Liu Weiqing Liu Jiang Bian Weinan Zhang Dongsheng Li 27 19 0 19 May 2022