Neural Operators of Backstepping Controller and Observer Gain Functions for Reaction-Diffusion PDEs

18 March 2023

Papers citing "Neural Operators of Backstepping Controller and Observer Gain Functions for Reaction-Diffusion PDEs"

13 / 13 papers shown

Title
On the Boundary Feasibility for PDE Control with Neural Operators Hanjiang Hu Changliu Liu AI4CE 64 1 0 23 Nov 2024
Adaptive control of reaction-diffusion PDEs via neural operator-approximated gain kernels Luke Bhan Yuanyuan Shi Miroslav Krstic 30 4 0 01 Jul 2024
PDE Control Gym: A Benchmark for Data-Driven Boundary Control of Partial Differential Equations Luke Bhan Yuexin Bian Miroslav Krstic Yuanyuan Shi OOD AI4CE 25 6 0 18 May 2024
Adaptive Neural-Operator Backstepping Control of a Benchmark Hyperbolic PDE Maxence Lamarque Luke Bhan Yuanyuan Shi Miroslav Krstic 18 8 0 15 Jan 2024
Moving-Horizon Estimators for Hyperbolic and Parabolic PDEs in 1-D Luke Bhan Yuanyuan Shi I. Karafyllis Miroslav Krstic James B. Rawlings 15 1 0 04 Jan 2024
Gain Scheduling with a Neural Operator for a Transport PDE with Nonlinear Recirculation Maxence Lamarque Luke Bhan R. Vázquez Miroslav Krstic 13 9 0 04 Jan 2024
$Backstepping Neural Operators for $2\times 2$ Hyperbolic PDEs$ Backstepping Neural Operators for $2\times 2$ Hyperbolic PDEs Shanshan Wang M. Diagne Miroslav Krstić 25 4 0 28 Dec 2023
Neural Operators for Boundary Stabilization of Stop-and-go Traffic Yihuai Zhang Ruiguo Zhong Huan Yu 19 8 0 16 Dec 2023
Deep Learning of Delay-Compensated Backstepping for Reaction-Diffusion PDEs Shanshan Wang M. Diagne Miroslav Krstić 8 9 0 21 Aug 2023
Neural Operators for PDE Backstepping Control of First-Order Hyperbolic PIDE with Recycle and Delay Jie Qi Jing Zhang Miroslav Krstic 18 14 0 21 Jul 2023
Towards a Theoretical Foundation of Policy Optimization for Learning Control Policies Bin Hu K. Zhang Na Li M. Mesbahi Maryam Fazel Tamer Bacsar 79 27 0 10 Oct 2022
Fourier Neural Operator with Learned Deformations for PDEs on General Geometries Zong-Yi Li Daniel Zhengyu Huang Burigede Liu Anima Anandkumar AI4CE 108 246 0 11 Jul 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 203 2,272 0 18 Oct 2020