Distributed Control of Partial Differential Equations Using
Convolutional Reinforcement Learning

Distributed Control of Partial Differential Equations Using Convolutional Reinforcement Learning

25 January 2023

Sebastian Peitz

Oliver Wallscheid

Steven L. Brunton

Papers citing "Distributed Control of Partial Differential Equations Using Convolutional Reinforcement Learning"

7 / 7 papers shown

Title
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
Real-time optimal control of high-dimensional parametrized systems by deep learning-based reduced order models Matteo Tomasetto Andrea Manzoni Francesco Braghin AI4CE 25 1 0 09 Sep 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
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
Parametric PDE Control with Deep Reinforcement Learning and Differentiable L0-Sparse Polynomial Policies N. Botteghi Urban Fasel AI4CE 49 6 0 22 Mar 2024
Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms Xiangyuan Zhang Weichao Mao S. Mowlavi M. Benosman Tamer Basar OffRL AI4CE 24 2 0 30 Nov 2023
Learning a model is paramount for sample efficiency in reinforcement learning control of PDEs Stefan Werner Sebastian Peitz 41 9 0 14 Feb 2023