Reinforcement Learning and Approximate Dynamic Programming for Feedback Control

Reinforcement Learning and Approximate Dynamic Programming for Feedback Control
Author: Frank L. Lewis
Publisher: John Wiley & Sons
Total Pages: 498
Release: 2013-01-28
Genre: Technology & Engineering
ISBN: 1118453972


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Reinforcement learning (RL) and adaptive dynamic programming (ADP) has been one of the most critical research fields in science and engineering for modern complex systems. This book describes the latest RL and ADP techniques for decision and control in human engineered systems, covering both single player decision and control and multi-player games. Edited by the pioneers of RL and ADP research, the book brings together ideas and methods from many fields and provides an important and timely guidance on controlling a wide variety of systems, such as robots, industrial processes, and economic decision-making.


Reinforcement Learning and Approximate Dynamic Programming for Feedback Control
Language: en
Pages: 498
Authors: Frank L. Lewis
Categories: Technology & Engineering
Type: BOOK - Published: 2013-01-28 - Publisher: John Wiley & Sons

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Reinforcement learning (RL) and adaptive dynamic programming (ADP) has been one of the most critical research fields in science and engineering for modern compl
Approximate Dynamic Programming
Language: en
Pages: 487
Authors: Warren B. Powell
Categories: Mathematics
Type: BOOK - Published: 2007-10-05 - Publisher: John Wiley & Sons

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A complete and accessible introduction to the real-world applications of approximate dynamic programming With the growing levels of sophistication in modern-day
Reinforcement Learning and Dynamic Programming Using Function Approximators
Language: en
Pages: 280
Authors: Lucian Busoniu
Categories: Computers
Type: BOOK - Published: 2017-07-28 - Publisher: CRC Press

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From household appliances to applications in robotics, engineered systems involving complex dynamics can only be as effective as the algorithms that control the
Adaptive Dynamic Programming: Single and Multiple Controllers
Language: en
Pages: 278
Authors: Ruizhuo Song
Categories: Technology & Engineering
Type: BOOK - Published: 2018-12-28 - Publisher: Springer

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This book presents a class of novel optimal control methods and games schemes based on adaptive dynamic programming techniques. For systems with one control inp
Optimal Adaptive Control and Differential Games by Reinforcement Learning Principles
Language: en
Pages: 305
Authors: Draguna L. Vrabie
Categories: Computers
Type: BOOK - Published: 2013 - Publisher: IET

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The book reviews developments in the following fields: optimal adaptive control; online differential games; reinforcement learning principles; and dynamic feedb