Optimal Adaptive Control and Differential Games by Reinforcement Learning Principles

Lingua: inglese

Editore: Institution of Engineering and Technology, GB, 2012

1849194890 / 9781849194891

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This book gives an exposition of recently developed approximate dynamic programming (ADP) techniques for decision and control in human engineered systems. ADP is a reinforcement machine learning technique that is motivated by learning mechanisms in biological and animal systems. It is connected from a theoretical point of view with both adaptive control and optimal control methods. The book shows how ADP can be used to design a family of adaptive optimal control algorithms that converge in real-time to optimal control solutions by measuring data along the system trajectories. Generally, in the current literature adaptive controllers and optimal controllers are two distinct methods for the design of automatic control systems. Traditional adaptive controllers learn online in real time how to control systems, but do not yield optimal performance. On the other hand, traditional optimal controllers must be designed offline using full knowledge of the systems dynamics. It is also shown how to use ADP methods to solve multi-player differential games online. Differential games have been shown to be important in H-infinity robust control for disturbance rejection, and in coordinating activities among multiple agents in networked teams. The focus of this book is on continuous-time systems, whose dynamical models can be derived directly from physical principles based on Hamiltonian or Lagrangian dynamics.

Codice articolo LU-9781849194891

Titolo
Optimal Adaptive Control and Differential Games by Reinforcement Learning Principles
Autore
Draguna Vrabie, Kyriakos G. Vamvoudakis, Frank L. Lewis
Editore
Institution of Engineering and Technology, GB
Anno di pubblicazione
2012
Condizione
New
Rilegatura
Hardback
Lingua
inglese
ISBN 10
1849194890
ISBN 13
9781849194891

Rarewaves USA United

HEBRON, KY, U.S.A.

Venditore con 5 stelle

Venditore AbeBooks dal 20 giugno 2025

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ArticoloDa 30 a 30 giorni lavorativiDa 14 a 14 giorni lavorativi
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