Advanced Fuzzy Systems Design and Applications

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August 2, 2020 | History

Advanced Fuzzy Systems Design and Applications

This book presents a variety of recently developed methods for generating fuzzy rules from data with the help of neural networks and evolutionary algorithms. Special efforts have been put on dealing with knowledge incorporation into neural and evolutionary systems and knowledge extraction from data with the help of fuzzy logic. On the one hand, knowledge that is understandable to human beings can be extracted from data using evolutionary and learning methods by maintaining the interpretability of the generated fuzzy rules. On the other hand, a priori knowledge like expert knowledge and human preferences can be incorporated into evolution and learning, taking advantage of the knowledge representation capability of fuzzy rule systems and fuzzy preference models. Several engineering application examples in the fields of intelligent vehicle systems, process modeling and control and robotics are presented.

Publish Date
Language
English
Pages
271

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Edition Availability
Cover of: Advanced Fuzzy Systems Design and Applications
Advanced Fuzzy Systems Design and Applications
2003, Physica-Verlag HD, Imprint: Physica
electronic resource / in English
Cover of: Advanced Fuzzy Systems Design and Applications
Advanced Fuzzy Systems Design and Applications
2002, Island Press
in English

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Book Details


Table of Contents

Fuzzy Sets and Fuzzy Systems
Evolutionary Algorithms
Artificial Neural Networks
Conventional Data-driven Fuzzy Systems Design
Neural Network Based Fuzzy Systems Design
Evolutionary Design of Fuzzy Systems
Knowledge Discovery by Extracting Interpretable Fuzzy Rules
Fuzzy Knowledge Incorporation into Neural Networks
Fuzzy Preferences Incorporation into Evolutionary Multi-objective Optimization.

Edition Notes

Online full text is restricted to subscribers.

Also available in print.

Mode of access: World Wide Web.

Published in
Heidelberg
Series
Studies in Fuzziness and Soft Computing -- 112, Studies in Fuzziness and Soft Computing -- 112

Classifications

Dewey Decimal Class
006.3
Library of Congress
Q334-342, TJ210.2-211.495, QA76.6-76.66Q334-342, QA75.5-76.95

The Physical Object

Format
[electronic resource] /
Pagination
1 online resource (x, 271 p. 180 illus.)
Number of pages
271

Edition Identifiers

Open Library
OL27014585M
ISBN 10
3790825204, 3790817716
ISBN 13
9783790825206, 9783790817713
OCLC/WorldCat
851377688

Work Identifiers

Work ID
OL19823940W

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August 2, 2020 Edited by ImportBot import existing book
June 28, 2019 Created by MARC Bot import new book