{"product_id":"integral-and-inverse-reinforcement-learning-for-optimal-control-systems-and-games-9783031452512","title":"Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003eIntegral and Inverse Reinforcement Learning for Optimal Control Systems and Gamesdevelops its specific learning techniques, motivated by application to autonomous driving and microgrid systems, with breadth and depth: integral reinforcement learning (RL) achieves model-free control without system estimation compared with system identification methods and their inevitable estimation errors; novel inverse RL methods fill a gap that will help them to attract readers interested in finding data-driven model-free solutions for inverseoptimization and optimal control, imitation learning and autonomous driving among other areas.   Graduate students will find that this book offers a thorough introduction to integral and inverse RL for feedback control related to optimal regulation and tracking, disturbance rejection, and multiplayer and multiagent systems. For researchers, it provides a combination of theoretical analysis, rigorous algorithms, and a wide-ranging selection of examples. The book equips practitioners working in various domains  aircraft, robotics, power systems, and communication networks among them  with theoretical insights valuable in tackling the real-world challenges they face.","brand":"Springer International Publishing AG","offers":[{"title":"Default Title","offer_id":52091394064727,"sku":"9783031452512","price":107.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1739\/5799\/files\/9783031452512.jpg?v=1762274670","url":"https:\/\/bookcurl.com\/products\/integral-and-inverse-reinforcement-learning-for-optimal-control-systems-and-games-9783031452512","provider":"Book Curl","version":"1.0","type":"link"}