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Safe and Robust Binary Classification and Fault Detection Using Reinforcement Learning

In this paper, we propose a learning-based method utilizing the Soft Actor-Critic (SAC) algorithm to train a binary Support Vector Machine (SVM) classifier. This classifier is designed to identify valid input spaces in high-dimensional, highly constrained systems while minimizing the total runtime o...

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Bibliografische gegevens
Hoofdauteurs: Josh Netter, Kyriakos G. Vamvoudakis, Timothy F. Walsh, Jaideep Ray
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: IEEE 2025-01-01
Reeks:IEEE Open Journal of Control Systems
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Online toegang:https://ieeexplore.ieee.org/document/11010134/
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