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Reinforcement Learning Aided Performance Optimization of Feedback Control Systems

Jezik EngleskiEngleski
Knjiga Meki uvez
Knjiga Reinforcement Learning Aided Performance Optimization of Feedback Control Systems Changsheng Hua
Libristo kod: 35408279
Nakladnici Springer Fachmedien Wiesbaden, ožujak 2021
Changsheng Hua proposes two approaches, an input/output recovery approach and a performance index-ba... Cijeli opis
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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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Informacije o knjizi

Puni naziv Reinforcement Learning Aided Performance Optimization of Feedback Control Systems
Autor Changsheng Hua
Jezik Engleski
Uvez Knjiga - Meki uvez
Datum izdanja 2021
Broj stranica 127
EAN 9783658330330
ISBN 3658330333
Libristo kod 35408279
Nakladnici Springer Fachmedien Wiesbaden
Težina 454
Dimenzije 148 x 210 x 9

Kategorija

Computing & Information Technology > Computer science > Artificial intelligence > Machine learning
Computing & Information Technology > Digital lifestyle > Mobile phones & smartphones: consumer / user guides
Computing & Information Technology > Databases > Distributed databases
Computing & Information Technology > Computer science > Systems analysis & design
Computing & Information Technology > Computer hardware
Computing & Information Technology > Computer networking & communications
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