Uncertain Rule-Based Fuzzy Systems

Introduction and New Directions, 2nd Edition

Paperback Engels 2018 2e druk 9783319846323
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The second edition of this textbook provides a fully updated approach to fuzzy sets and systems that can model uncertainty — i.e., “type-2” fuzzy sets and systems. The author demonstrates how to overcome the limitations of classical fuzzy sets and systems, enabling a wide range of applications from time-series forecasting to knowledge mining to control. In this new edition, a bottom-up approach is presented that begins by introducing classical (type-1) fuzzy sets and systems, and then explains how they can be modified to handle uncertainty. The author covers fuzzy rule-based systems – from type-1 to interval type-2 to general type-2 – in one volume. For hands-on experience, the book provides information on accessing MatLab and Java software to complement the content. The book features a full suite of classroom material.

Specificaties

ISBN13:9783319846323
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing
Druk:2

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Inhoudsopgave

<p>Introduction.- Part 1: Type-1 Fuzzy Sets and Systems.- Short Primers on Type-1&nbsp;Fuzzy Sets&nbsp;and&nbsp;Fuzzy Logic.-&nbsp;Type-1&nbsp;Fuzzy Logic&nbsp;Systems.-&nbsp;Part&nbsp;2:&nbsp;Type-2&nbsp;Fuzzy Sets.- Sources of Uncertainty.-&nbsp;Type-2&nbsp;Fuzzy Sets.- Operations&nbsp;on&nbsp;and&nbsp;Properties OF&nbsp;Type-2&nbsp;Fuzzy Sets.-&nbsp;Type-2 Relations&nbsp;and&nbsp;Compositions.- Centroid of a&nbsp;Type-2&nbsp;Fuzzy Set:&nbsp;Type-Reduction.-&nbsp;Part&nbsp;3:&nbsp;Type-2&nbsp;Fuzzy Logic&nbsp;Systems.- Mamdani Interval&nbsp;Type-2&nbsp;Fuzzy Logic&nbsp;Systems&nbsp;(IT2 FLSS).- TSK Interval&nbsp;Type-2&nbsp;Fuzzy Logic&nbsp;Systems.- General&nbsp;Type-2&nbsp;Fuzzy Logic&nbsp;Systems&nbsp;(GT2 FLSS).- Conclusion.</p>

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        Uncertain Rule-Based Fuzzy Systems