Distributionally Robust Policy and Lyapunov-Certificate Learning

This article presents novel methods for synthesizing distributionally robust stabilizing neural controllers and certificates for control systems under model uncertainty. A key challenge in designing controllers with stability guarantees for uncertain systems is the accurate determination of and adap...

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Bibliographic Details
Main Authors: Kehan Long, Jorge Cortes, Nikolay Atanasov
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Open Journal of Control Systems
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10629071/
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