Advanced Concepts in Fuzzy Logic and Systems with Membership Uncertainty

  • Janusz T.¬†Starczewski

Part of the Studies in Fuzziness and Soft Computing book series (STUDFUZZ, volume 284)

Table of contents

  1. Front Matter
    Pages 1-10
  2. Janusz T. Starczewski
    Pages 1-31
  3. Janusz T. Starczewski
    Pages 33-76
  4. Janusz T. Starczewski
    Pages 77-135
  5. Janusz T. Starczewski
    Pages 137-179
  6. Janusz T. Starczewski
    Pages 181-277
  7. Janusz T. Starczewski
    Pages 279-304
  8. Back Matter
    Pages 0--1

About this book

Introduction

This book generalizes fuzzy logic systems for different types of uncertainty, including

- semantic ambiguity resulting from limited perception or lack of knowledge about exact membership functions

- lack of attributes or granularity arising from discretization of real data

- imprecise description of membership functions

- vagueness perceived as fuzzification of conditional attributes.

Consequently, the membership uncertainty can be modeled by combining methods of conventional and type-2 fuzzy logic, rough set theory and possibility theory.

          

In particular, this book provides a number of formulae for implementing the operation extended on fuzzy-valued fuzzy sets and presents some basic structures of generalized uncertain fuzzy logic systems, as well as introduces several of methods to generate fuzzy membership uncertainty. It is desirable as a reference book for under-graduates in higher education, master and doctor graduates in the courses of computer science, computational intelligence, or fuzzy control and classification, and is especially dedicated to researchers and practitioners in industry.

 

Keywords

Fuzzy Logic Fuzzy Membership Fuzzy-Rough Systems Fuzzy-Valued Fuzzy System Imprecision Membership Uncertainty Rough-Fuzzy Systems Type-2 Fuzzy Sets Uncertainty

Authors and affiliations

  • Janusz T.¬†Starczewski
    • 1
  1. 1., Department of Computer EngineeringCzestochowa University of TechnologyCzestochowaPoland

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-29520-1
  • Copyright Information Springer-Verlag Berlin Heidelberg 2013
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Engineering
  • Print ISBN 978-3-642-29519-5
  • Online ISBN 978-3-642-29520-1
  • Series Print ISSN 1434-9922
  • Series Online ISSN 1860-0808
  • About this book
Industry Sectors
Pharma
Automotive
Chemical Manufacturing
Biotechnology
Electronics
Telecommunications
Energy, Utilities & Environment
Aerospace
Oil, Gas & Geosciences