Reinforcement Learning Aided Performance Optimization of Feedback Control Systems book cover by Changsheng Hua

Reinforcement Learning Aided Performance Optimization of Feedback Control Systems [9783658330330]

Name: Reinforcement Learning Aided Performance Optimization of Feedback Control Systems [9783658330330]
SKU: 9783658330330
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Author: Changsheng Hua

Paperback

SKU: 9783658330330

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Paperback

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Overview

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.

The book, Reinforcement Learning Aided Performance Optimization of Feedback Control Systems [Bulk, Wholesale, Quantity] ISBN#9783658330330 in Paperback by Changsheng Hua may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Author:

Changsheng Hua

Format:

Paperback

Publication Date:

03/04/2021

ISBN-13:

9783658330330

Pages:

127

Publisher:

Springer Fachmedien Wiesbaden

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