Iterative Learning Control for Deterministic Systems

Name: Iterative Learning Control for Deterministic Systems
Brand: Springer London Ltd
SKU: 9781447119142
Price: 276.36 RON
Availability: InStock

Autor: Kevin L. Moore

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Editura: Springer London Ltd

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Iterative Learning Control for Deterministic Systems is part of the new Advances in Industrial Contr...

Informații despre carte

Autor

Kevin L. Moore

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2011

Pagini

152

EAN

9781447119142

ISBN

1447119142

Enbook ID

02179415

Editura

Springer London Ltd

Greutate

272

Dimensiuni

155 x 235 x 10

Descriere completă

Iterative Learning Control for Deterministic Systems is part of the new Advances in Industrial Control series, edited by Professor M.J. Grimble and Dr. M.A. Johnson of the Industrial Control Unit, University of Strathclyde. The material presented in this book addresses the analysis and design of learning control systems. It begins with an introduction to the concept of learning control, including a comprehensive literature review. The text follows with a complete and unifying analysis of the learning control problem for linear LTI systems using a system-theoretic approach which offers insight into the nature of the solution of the learning control problem. Additionally, several design methods are given for LTI learning control, incorporating a technique based on parameter estimation and a one-step learning control algorithm for finite-horizon problems. Further chapters focus upon learning control for deterministic nonlinear systems, and a time-varying learning controller is presented which can be applied to a class of nonlinear systems, including the models of typical robotic manipulators. The book concludes with the application of artificial neural networks to the learning control problem. Three specific ways to neural nets for this purpose are discussed, including two methods which use backpropagation training and reinforcement learning. The appendices in the book are particularly useful because they serve as a tutorial on artificial neural networks.

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