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Reinforcement Learning Aided Performance Optimization of Feedback Control Systems

Posted By: AvaxGenius
Reinforcement Learning Aided Performance Optimization of Feedback Control Systems

Reinforcement Learning Aided Performance Optimization of Feedback Control Systems by Changsheng Hua
English | EPUB | 2021 | 139 Pages | ISBN : 3658330333 | 18.4 MB

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.

Reinforcement Learning Aided Performance Optimization of Feedback Control Systems

Posted By: AvaxGenius
Reinforcement Learning Aided Performance Optimization of Feedback Control Systems

Reinforcement Learning Aided Performance Optimization of Feedback Control Systems by Changsheng Hua
English | PDF | 2021 | 139 Pages | ISBN : 3658330333 | 4.6 MB

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.