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Reinforcement Learning Aided Performance Optimization Of Feedback Control Systems Changsheng Hua

  • SKU: BELL-27968420
Reinforcement Learning Aided Performance Optimization Of Feedback Control Systems Changsheng Hua
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Reinforcement Learning Aided Performance Optimization Of Feedback Control Systems Changsheng Hua instant download after payment.

Publisher: Springer Vieweg
File Extension: EPUB
File size: 18.39 MB
Pages: 148
Author: Changsheng Hua
ISBN: 9783658330330, 3658330333
Language: English
Year: 2021

Product desciption

Reinforcement Learning Aided Performance Optimization Of Feedback Control Systems Changsheng Hua by Changsheng Hua 9783658330330, 3658330333 instant download after payment.

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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