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Self-Learning Optimal Control of Nonlinear Systems
Hoofdkenmerken
Auteur: Qinglai Wei; Ruizhuo Song; Benkai Li; Xiaofeng Lin
Titel: Self-Learning Optimal Control of Nonlinear Systems
Uitgever: Springer Nature
ISBN: 9789811040801
ISBN boekversie: 9789811040795
Prijs: € 155.86
Verschijningsdatum: 13-06-2017
Inhoudelijke kenmerken
Categorie: Intelligence (AI) & Semantics
Taal: English
Imprint: Springer
Technische kenmerken
Verschijningsvorm: E-book
 

Inhoudsopgave:

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.
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