Deterministic Learning Theory for Identification, Recognition, and Control - Couverture rigide

Livre 43 sur 50: Automation and Control Engineering

Wang, Cong; Hill, David J.

 
9780849375538: Deterministic Learning Theory for Identification, Recognition, and Control
Couverture rigide
ISBN 10 : 0849375533 ISBN 13 : 9780849375538
Editeur : CRC Press, 2009

Synopsis

Deterministic Learning Theory for Identification, Recognition, and Control presents a unified conceptual framework for knowledge acquisition, representation, and knowledge utilization in uncertain dynamic environments. It provides systematic design approaches for identification, recognition, and control of linear uncertain systems. Unlike many books currently available that focus on statistical principles, this book stresses learning through closed-loop neural control, effective representation and recognition of temporal patterns in a deterministic way.

A Deterministic View of Learning in Dynamic Environments

The authors begin with an introduction to the concepts of deterministic learning theory, followed by a discussion of the persistent excitation property of RBF networks. They describe the elements of deterministic learning, and address dynamical pattern recognition and pattern-based control processes. The results are applicable to areas such as detection and isolation of oscillation faults, ECG/EEG pattern recognition, robot learning and control, and security analysis and control of power systems.

A New Model of Information Processing

This book elucidates a learning theory which is developed using concepts and tools from the discipline of systems and control. Fundamental knowledge about system dynamics is obtained from dynamical processes, and is then utilized to achieve rapid recognition of dynamical patterns and pattern-based closed-loop control via the so-called internal and dynamical matching of system dynamics. This actually represents a new model of information processing, i.e. a model of dynamical parallel distributed processing (DPDP).

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

National Natural Science Foundation of China, Haidian, Beiji The University of Texas at Arlington, USA

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
CRC Press
Date d'édition
2009
Langue
anglais
ISBN 10 
0849375533
ISBN 13 
9780849375538
Reliure
Relié
Nombre de pages
216
Éditeur
Lewis Frank L.
Coordonnées du fabricant
CRC Press
https://www.routledge-ny.com

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Personne responsable
gpsr@libri.de
gpsr@libri.de

Europaallee 1
Bad Hersfeld
36244
Allemagne

Autres éditions populaires du même titre

9781138112056: Deterministic Learning Theory for Identification, Recognition, and Control

Edition présentée

ISBN 10 :  1138112054 ISBN 13 :  9781138112056
Editeur : CRC Press, 2017
Couverture souple