Youla-REN: Learning Nonlinear Feedback Policies with Robust Stability Guarantees

Author:

Wang Ruigang1,Manchester Ian R.1

Affiliation:

1. The University of Sydney,Australian Centre for Field Robotics,Sydney,Australia,NSW 2006

Funder

Australian Research Council

Publisher

IEEE

Reference28 articles.

1. Learning for safety-critical control with control barrier functions;taylor;Learning for Dynamics and Control,2020

2. Recurrent neural network controllers synthesis with stability guarantees for partially observed systems;gu,2021

3. Robust reinforcement learning control with static and dynamic stability

4. Feedback controller parameterizations for Reinforcement Learning

5. Modern Wiener-Hopf design of optimal controllers--Part II: The multivariable case

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1. Learning Over Contracting and Lipschitz Closed-Loops for Partially-Observed Nonlinear Systems;2023 62nd IEEE Conference on Decision and Control (CDC);2023-12-13

2. Unconstrained Parametrization of Dissipative and Contracting Neural Ordinary Differential Equations;2023 62nd IEEE Conference on Decision and Control (CDC);2023-12-13

3. Recurrent Equilibrium Networks: Flexible Dynamic Models with Guaranteed Stability and Robustness;IEEE Transactions on Automatic Control;2023

4. Synthesis of Stabilizing Recurrent Equilibrium Network Controllers;2022 IEEE 61st Conference on Decision and Control (CDC);2022-12-06

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