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Fuzzy Model Identification

Selected Approaches

Editors: Hellendoorn, Hans, Driankov, Dimiter (Eds.)

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  • ISBN 978-3-642-60767-7
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About this book

This carefully edited volume presents a collection of recent works in fuzzy model identification. It opens the field of fuzzy identification to conventional control theorists as a complement to existing approaches, provides practicing control engineers with the algorithmic and practical aspects of a set of new identification techniques, and emphasizes opportunities for a more systematic and coherent theory of fuzzy identification by bringing together methods based on different techniques but aiming at the identification of the same types of fuzzy models.
In control engineering, mathematical models are often constructed, for example based on differential or difference equations or derived from physical laws without using system data (white-box models) or using data but no insight (black-box models). In this volume the authors choose a combination of these models from types of structures that are known to be flexible and successful in applications. They consider Mamdani, Takagi-Sugeno, and singleton models, employing such identification methods as clustering, neural networks, genetic algorithms, and classical learning.
All authors use the same notation and terminology, and each describes the model to be identified and the identification technique with algorithms that will help the reader to apply the presented methods in his or her own environment to solve real-world problems. Furthermore, each author gives a practical example to show how the presented method works, and deals with the issues of prior knowledge, model complexity, robustness of the identification method, and real-world applications.

Table of contents (9 chapters)

Table of contents (9 chapters)

Buy this book

eBook $79.99
price for USA (gross)
  • ISBN 978-3-642-60767-7
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $99.99
price for USA
  • ISBN 978-3-540-62721-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.

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Bibliographic Information

Bibliographic Information
Book Title
Fuzzy Model Identification
Book Subtitle
Selected Approaches
Editors
  • Hans Hellendoorn
  • Dimiter Driankov
Copyright
1997
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-60767-7
DOI
10.1007/978-3-642-60767-7
Softcover ISBN
978-3-540-62721-0
Edition Number
1
Number of Pages
XXI, 319
Number of Illustrations
20 b/w illustrations
Topics