Reinforcement Learning Aided Performance Optimization of Feedback Control Systems - Couverture souple

Hua, Changsheng

 
9783658330330: Reinforcement Learning Aided Performance Optimization of Feedback Control Systems
Couverture souple
ISBN 10 : 3658330333 ISBN 13 : 9783658330330
Editeur : Springer Vieweg, 2021

Synopsis

Changsheng Hua proposes two approaches, an input/output recovery approach and a performance index-based approach for robustness and performance optimization of feedback control systems. For their data-driven implementation in deterministic and stochastic systems, the author develops Q-learning and natural actor-critic (NAC) methods, respectively. Their effectiveness has been demonstrated by an experimental study on a brushless direct current motor test rig.


The author:

Changsheng Hua received the Ph.D. degree at the Institute of Automatic Control and Complex Systems (AKS), University of Duisburg-Essen, Germany, in 2020. His research interests include model-based and data-driven fault diagnosis and fault-tolerant techniques.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Changsheng Hua received the Ph.D. degree at the Institute of Automatic Control and Complex Systems (AKS), University of Duisburg-Essen, Germany, in 2020. His research interests include model-based and data-driven fault diagnosis and fault-tolerant techniques.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer Vieweg
Date d'édition
2021
Langue
anglais
ISBN 10 
3658330333
ISBN 13 
9783658330330
Reliure
Broché
Numéro d'édition
1
Nombre de pages
148
Coordonnées du fabricant
non disponible
Personne responsable
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