Parametric PDE Control with Deep Reinforcement Learning and Differentiable L0-Sparse Polynomial Policies

22 March 2024

Papers citing "Parametric PDE Control with Deep Reinforcement Learning and Differentiable L0-Sparse Polynomial Policies"

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 70 0 0 13 Dec 2024
On the Boundary Feasibility for PDE Control with Neural Operators Hanjiang Hu Changliu Liu AI4CE 64 1 0 23 Nov 2024
Real-time optimal control of high-dimensional parametrized systems by deep learning-based reduced order models Matteo Tomasetto Andrea Manzoni Francesco Braghin AI4CE 15 1 0 09 Sep 2024
Sparsifying Parametric Models with L0 Regularization N. Botteghi Urban Fasel 21 0 0 05 Sep 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
Controlgym: Large-Scale Control Environments for Benchmarking Reinforcement Learning Algorithms Xiangyuan Zhang Weichao Mao S. Mowlavi M. Benosman Tamer Basar OffRL AI4CE 19 2 0 30 Nov 2023
An Introduction to Deep Reinforcement Learning Vincent François-Lavet Peter Henderson Riashat Islam Marc G. Bellemare Joelle Pineau OffRL AI4CE 80 1,230 0 30 Nov 2018