Reinforcement Learning Aided Performance Optimization of Feedback Control Systems

Name: Reinforcement Learning Aided Performance Optimization of Feedback Control Systems
Brand: Springer Fachmedien Wiesbaden
SKU: 9783658330330
Price: 1602 CZK
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Autor: Changsheng Hua

Jazyk:

Vazba: Brožovaná

Vydavatel: Springer Fachmedien Wiesbaden

Dostupnost: Skladem u dodavatele

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Changsheng Hua proposes two approaches, an input/output recovery approach and a performance index-ba...

Informace o knize

Autor

Changsheng Hua

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2021

Stránek

127

EAN

9783658330330

ISBN

3658330333

Enbook ID

35408279

Vydavatel

Springer Fachmedien Wiesbaden

Hmotnost

454

Rozměry

148 x 210 x 9

Kompletní popis

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.

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Reinforcement Learning Aided Performance Optimization of Feedback Control Systems

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