Effective control of two-dimensional Rayleigh--Bénard convection:
invariant multi-agent reinforcement learning is all you need

Effective control of two-dimensional Rayleigh--Bénard convection: invariant multi-agent reinforcement learning is all you need

5 April 2023

Francisco Alcántara-Ávila

Ricardo Vinuesa

Papers citing "Effective control of two-dimensional Rayleigh--Bénard convection: invariant multi-agent reinforcement learning is all you need"

16 / 16 papers shown

Title
Surrogate Modeling of 3D Rayleigh-Benard Convection with Equivariant Autoencoders Fynn Fromme Christine Allen-Blanchette Hans Harder Sebastian Peitz AI4CE SyDa 7 0 0 19 May 2025
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
Multi-fidelity Reinforcement Learning Control for Complex Dynamical Systems Luning Sun Xin-Yang Liu Siyan Zhao Aditya Grover Jian-Xun Wang Jayaraman J. Thiagarajan AI4CE 26 0 0 08 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 94 0 0 13 Dec 2024
Navigation in a simplified Urban Flow through Deep Reinforcement Learning Federica Tonti Jean Rabault Ricardo Vinuesa 41 3 0 26 Sep 2024
Real-time optimal control of high-dimensional parametrized systems by deep learning-based reduced order models Matteo Tomasetto Andrea Manzoni Francesco Braghin AI4CE 27 1 0 09 Sep 2024
Multi-agent reinforcement learning for the control of three-dimensional Rayleigh-Bénard convection Mirko Conrad Jean Rabault Francisco Alcántara-Ávila Mikael Mortensen Ricardo Vinuesa AI4CE 35 4 0 31 Jul 2024
Advanced deep-reinforcement-learning methods for flow control: group-invariant and positional-encoding networks improve learning speed and quality Joogoo Jeon Jean Rabault Joel Vasanth Francisco Alcántara-Ávila Shilaj Baral Ricardo Vinuesa AI4CE 54 6 0 25 Jul 2024
Koopman-Based Surrogate Modelling of Turbulent Rayleigh-Bénard Convection Thorben Markmann Michiel Straat Barbara Hammer AI4CE 35 4 0 10 May 2024
Solving Partial Differential Equations with Equivariant Extreme Learning Machines Hans Harder Jean Rabault Ricardo Vinuesa Mikael Mortensen Sebastian Peitz 46 3 0 29 Apr 2024
Model-based deep reinforcement learning for accelerated learning from flow simulations Andre Weiner Janis Geise AI4CE 21 3 0 26 Feb 2024
Active flow control for three-dimensional cylinders through deep reinforcement learning P. Suárez Francisco Alcántara-Ávila A. Miró Jean Rabault B. Font O. Lehmkuhl R. Vinuesa AI4CE 19 9 0 04 Sep 2023
Gym-preCICE: Reinforcement Learning Environments for Active Flow Control M. Shams A. Elsheikh AI4CE 16 4 0 03 May 2023
Distributed Control of Partial Differential Equations Using Convolutional Reinforcement Learning Sebastian Peitz J. Stenner V. Chidananda Oliver Wallscheid Steven L. Brunton Kunihiko Taira AI4CE 27 19 0 25 Jan 2023
Deep Reinforcement Learning for Computational Fluid Dynamics on HPC Systems Marius Kurz Philipp Offenhäuser Dominic Viola Oleksandr Shcherbakov Michael M. Resch Andrea Beck AI4CE 40 22 0 13 May 2022
Comparative analysis of machine learning methods for active flow control F. Pino Lorenzo Schena Jean Rabault M. A. Mendez 31 43 0 23 Feb 2022