{"product_id":"reinforcement-learning-aided-performance-optimization-of-feedback-control-systems-von-changsheng-hua","title":"Reinforcement Learning Aided Performance Optimization of Feedback Control Systems","description":"\n                                \n                \u003cp\u003eChangsheng 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.\u003c\/p\u003e\n                                \n                \n                \u003cp\u003e\n                                        \n                    \u003cb\u003e\n                                                \n                        \u003cbr\u003e\n                                            \n                    \u003c\/b\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \u003cp\u003e\n                                        \n                    \u003cb\u003eThe author:\u003c\/b\u003e\n                                    \n                \u003c\/p\u003e\n                                \n                \n                \u003cb\u003eChangsheng Hua\u003c\/b\u003e\n                                 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.\n                \n                \u003cbr\u003e\n                                \n                \u003cbr\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783658330330\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783658330330","offer_id":39439785066589,"sku":"9783658330330","price":74.89,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/0da06d8f-02f9-4a58-b5b6-24013ea9a567.jpg?v=1775709995","url":"https:\/\/shop.autorenwelt.de\/products\/reinforcement-learning-aided-performance-optimization-of-feedback-control-systems-von-changsheng-hua","provider":"Autorenwelt Shop","version":"1.0","type":"link"}