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Reinforcement Learning Aided Performance Optimization of Feedback Control Systems
Engelsk
Bogcover for Reinforcement Learning Aided Performance Optimization of Feedback Control Systems af Changsheng Hua, 9783658330330
Specifikationer
Sprog:
Engelsk
Sider:
127
ISBN-13:
9783658330330
Indbinding:
Paperback
ISBN-10:
3658330333
Kategori:
Udg. Dato:
4 mar 2021
Størrelse i cm:
21,0 x 14,8
Oplagsdato:
4 mar 2021
Forfatter(e):

Reinforcement Learning Aided Performance Optimization of Feedback Control Systems

Engelsk
Paperback 2021
Format:

Bog beskrivelse

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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Specifikationer
Sprog:
Engelsk
Sider:
127
ISBN-13:
9783658330330
Indbinding:
Paperback
ISBN-10:
3658330333
Kategori:
Udg. Dato:
4 mar 2021
Størrelse i cm:
21,0 x 14,8
Oplagsdato:
4 mar 2021
Forfatter(e):
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