Deterministic Learning Theory for Identification, Recognition, and Control : For Identiflcation, Recognition, and Conirol
Hill, David J., Wang, Cong
ISBN 10: 0849375533 ISBN 13: 9780849375538
Published by CRC Press LLC, 2009
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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).
About the Author: Cong Wang, David J. Hill
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Bibliographic Details
Title: Deterministic Learning Theory for ...
Publisher: CRC Press LLC
Publication Date: 2009
Binding: Hardcover
Condition: Very Good
Edition: 1st Edition.
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Deterministic Learning Theory for Identification, Recognition, and Control (Automation and Control Engineering)
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Buch. Condition: Neu. Deterministic Learning Theory for Identification, Recognition, and Control | Cong Wang (u. a.) | Buch | Einband - fest (Hardcover) | Englisch | 2009 | CRC Press | EAN 9780849375538 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand. Seller Inventory # 133231865
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DETERMINISTIC LEARNING THEORY FOR IDENTIFICATION RECOGNITION AND CONTROL (HB 2010)
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Buch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Offering a new perspective, this book provides systematic design approaches for the identification, control, and recognition of nonlinear systems in uncertain environments. It introduces the concepts of deterministic learning theory and then discusses the persistent excitation property of RBF networks. The authors describe the theory of deterministic learning processes and address dynamical pattern recognition and pattern-based control processes. They present a new model of dynamical parallel distributed processing applicable to the detection and isolation of oscillation faults, ECG/EEG pattern recognition, robot learning and control, and security analysis and control of power systems. Seller Inventory # 9780849375538