Isbn: 9783031452512 - integral and inverse reinforcement learning for optimal control systems and games (17 risultati)

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Hardcover. Condizione: new. Hardcover. Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games develops 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 inverse optimization 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. …

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Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games (Advances in Industrial Control)
Lian, Bosen; Xue, Wenqian; Lewis, Frank L.; Modares, Hamidreza; Kiumarsi, Bahare
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Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games (Advances in Industrial Control)
Lian, Bosen; Xue, Wenqian; Lewis, Frank L.; Modares, Hamidreza; Kiumarsi, Bahare
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Buch. Condizione: Neu. Druck auf Anfrage Neuware - Printed after ordering - Integral 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. …

Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games (Advances in Industrial Control)
Lian, Bosen; Xue, Wenqian; Lewis, Frank L.; Modares, Hamidreza; Kiumarsi, Bahare
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Hardcover. Condizione: new. Hardcover. Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games develops 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 inverse optimization 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. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability. …

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Buch. Condizione: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Integral 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. 288 pp. Englisch.…

Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games
Bosen Lian|Wenqian Xue|Frank L. Lewis|Hamidreza Modares|Bahare Kiumarsi
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Gebunden. Condizione: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Provides control engineers with a first look at state-of-the art inverse reinforcement learning methodsComprehensive introduction combines with illustrative examples to bring readers up to speedAlgorithms and theoretical analysis assure rig.…

Lingua: Inglese
Editore: Springer Nature Switzerland, Springer International Publishing Mär 2024, 2024
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Buch. Condizione: Neu. This item is printed on demand - Print on Demand Titel. Neuware -Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games develops 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 inverse optimization 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.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 288 pp. Englisch.…

Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games (Advances in Industrial Control)
Lian, Bosen; Xue, Wenqian; Lewis, Frank L.; Modares, Hamidreza; Kiumarsi, Bahare
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Integral and Inverse Reinforcement Learning for Optimal Control Systems and Games (Advances in Industrial Control)
Lian, Bosen; Xue, Wenqian; Lewis, Frank L.; Modares, Hamidreza; Kiumarsi, Bahare
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