Reinforcement Learning Aided Performance Optimization of Feedback Control Systems [E-Book] / by Changsheng Hua.
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 n...
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Full text |
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Personal Name(s): | Hua, Changsheng, author |
Edition: |
1st edition 2021. |
Imprint: |
Wiesbaden :
Springer Vieweg,
2021
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Physical Description: |
XIX, 127 pages 53 illustrations (online resource) |
Note: |
englisch |
ISBN: |
9783658330347 |
DOI: |
10.1007/978-3-658-33034-7 |
Subject (LOC): |
- Introduction
- The basics of feedback control systems
- Reinforcement learning and feedback control
- Q-learning aided performance optimization of deterministic systems
- NAC aided performance optimization of stochastic systems
- Conclusion and future work.