Deep Reinforcement Learning for Computational Fluid Dynamics on HPC Systems

13 May 2022

Papers citing "Deep Reinforcement Learning for Computational Fluid Dynamics on HPC Systems"

7 / 7 papers shown

Title
Harnessing Equivariance: Modeling Turbulence with Graph Neural Networks Marius Kurz Andrea Beck Benjamin Sanderse AI4CE 26 0 0 10 Apr 2025
Optimal Parallelization Strategies for Active Flow Control in Deep Reinforcement Learning-Based Computational Fluid Dynamics Wang Jia Hang Xu AI4CE 28 4 0 18 Feb 2024
Toward Discretization-Consistent Closure Schemes for Large Eddy Simulation Using Reinforcement Learning Andrea Beck Marius Kurz AI4CE 22 17 0 12 Sep 2023
Towards Exascale CFD Simulations Using the Discontinuous Galerkin Solver FLEXI Marcel P. Blind Min Gao Daniel Kempf Patrick Kopper Marius Kurz A. Schwarz Andrea Beck AI4CE 15 4 0 22 Jun 2023
Effective control of two-dimensional Rayleigh--Bénard convection: invariant multi-agent reinforcement learning is all you need Colin Vignon Jean Rabault Joel Vasanth Francisco Alcántara-Ávila M. Mortensen Ricardo Vinuesa AI4CE 16 38 0 05 Apr 2023
Deep Reinforcement Learning for Turbulence Modeling in Large Eddy Simulations Marius Kurz Philipp Offenhäuser Andrea Beck AI4CE 6 55 0 21 Jun 2022
A Perspective on Machine Learning Methods in Turbulence Modelling Andrea Beck Marius Kurz AI4CE 45 101 0 23 Oct 2020