Closure Discovery for Coarse-Grained Partial Differential Equations Using Grid-based Reinforcement Learning

1 February 2024

Papers citing "Closure Discovery for Coarse-Grained Partial Differential Equations Using Grid-based Reinforcement Learning"

6 / 6 papers shown

Title
Reinforcement Learning Closures for Underresolved Partial Differential Equations using Synthetic Data Lothar Heimbach Sebastian Kaltenbach P. Karnakov Francis J. Alexander Petros Koumoutsakos AI4CE 7 0 0 16 May 2025
Optimal Lattice Boltzmann Closures through Multi-Agent Reinforcement Learning Paul Fischer Sebastian Kaltenbach Sergey Litvinov Sauro Succi Petros Koumoutsakos AI4CE 26 0 0 19 Apr 2025
Towards Multi-spatiotemporal-scale Generalized PDE Modeling Jayesh K. Gupta Johannes Brandstetter AI4CE 53 118 0 30 Sep 2022
Clifford Neural Layers for PDE Modeling Johannes Brandstetter Rianne van den Berg Max Welling Jayesh K. Gupta AI4CE 62 80 0 08 Sep 2022
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 208 2,287 0 18 Oct 2020
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 130 424 0 10 Mar 2020