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


Download Reinforcement Learning and Approximate Dynamic Programming for Feedback Control Book in PDF, Epub and Kindle

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

GET EBOOK

Reinforcement learning (RL) and adaptive dynamic programming (ADP) has been one of the most critical research fields in science and engineering for modern compl
Reinforcement Learning for Optimal Feedback Control
Language: en
Pages: 293
Authors: Rushikesh Kamalapurkar
Categories: Technology & Engineering
Type: BOOK - Published: 2018-05-10 - Publisher: Springer

GET EBOOK

Reinforcement Learning for Optimal Feedback Control develops model-based and data-driven reinforcement learning methods for solving optimal control problems in
Approximate Dynamic Programming
Language: en
Pages: 487
Authors: Warren B. Powell
Categories: Mathematics
Type: BOOK - Published: 2007-10-05 - Publisher: John Wiley & Sons

GET EBOOK

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

GET EBOOK

From household appliances to applications in robotics, engineered systems involving complex dynamics can only be as effective as the algorithms that control the
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

GET EBOOK

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