Self-Learning Optimal Control of Nonlinear Systems

Adaptive Dynamic Programming Approach

Nonfiction, Science & Nature, Technology, Automation, Computers, Advanced Computing, Artificial Intelligence
Cover of the book Self-Learning Optimal Control of Nonlinear Systems by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin, Springer Singapore
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin ISBN: 9789811040801
Publisher: Springer Singapore Publication: June 13, 2017
Imprint: Springer Language: English
Author: Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
ISBN: 9789811040801
Publisher: Springer Singapore
Publication: June 13, 2017
Imprint: Springer
Language: English

This book presents a class of novel, self-learning, optimal control schemes based on adaptive dynamic programming techniques, which quantitatively obtain the optimal control schemes of the systems. It analyzes the properties identified by the programming methods, including the convergence of the iterative value functions and the stability of the system under iterative control laws, helping to guarantee the effectiveness of the methods developed. When the system model is known, self-learning optimal control is designed on the basis of the system model; when the system model is not known, adaptive dynamic programming is implemented according to the system data, effectively making the performance of the system converge to the optimum.

With various real-world examples to complement and substantiate the mathematical analysis, the book is a valuable guide for engineers, researchers, and students in control science and engineering.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book presents a class of novel, self-learning, optimal control schemes based on adaptive dynamic programming techniques, which quantitatively obtain the optimal control schemes of the systems. It analyzes the properties identified by the programming methods, including the convergence of the iterative value functions and the stability of the system under iterative control laws, helping to guarantee the effectiveness of the methods developed. When the system model is known, self-learning optimal control is designed on the basis of the system model; when the system model is not known, adaptive dynamic programming is implemented according to the system data, effectively making the performance of the system converge to the optimum.

With various real-world examples to complement and substantiate the mathematical analysis, the book is a valuable guide for engineers, researchers, and students in control science and engineering.

More books from Springer Singapore

Cover of the book Green Composites by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book ICCCE 2018 by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Organizational Transition and Systematic Governance by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book The Action Research Planner by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Advanced Computing and Systems for Security by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Digital Signal Processing with Matlab Examples, Volume 3 by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Wittgenstein’s Education: 'A Picture Held Us Captive’ by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Science Investigation by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Innovations in Electronics and Communication Engineering by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Plasma Science and Technology for Emerging Economies by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book International Symposium for Intelligent Transportation and Smart City (ITASC) 2017 Proceedings by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Examining the Phenomenon of “Teaching Out-of-field” by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book The Pedagogy of Shalom by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Textiles and Clothing Sustainability by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
Cover of the book Arctic Euphoria and International High North Politics by Qinglai Wei, Ruizhuo Song, Benkai Li, Xiaofeng Lin
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy