Implementation of evolutionary fuzzy systems

Type: Article

Publication Date: 1999-04-01

Citations: 429

DOI: https://doi.org/10.1109/91.755393

Abstract

Evolutionary fuzzy systems are discussed in which the membership function shapes and types and the fuzzy rule set including the number of rules inside it are evolved using a genetic (evolutionary) algorithm. In addition, the genetic parameters (operators) of the evolutionary algorithm are adapted via a fuzzy system. Benefits of the methodology are illustrated in the process of classifying the iris data set. Possible extensions of the methods are summarized.

Locations

  • IEEE Transactions on Fuzzy Systems - View
  • CiteSeer X (The Pennsylvania State University) - View - PDF

Similar Works

Action Title Year Authors
+ Construction of Fuzzy Classification Systems with Linguistic If-Then Rules Using Genetic Algorithms 2017 Hisao Ishibuchi
Tadahiko Murata
Hideo Tanaka
+ A Review of the Application of Multiobjective Evolutionary Fuzzy Systems: Current Status and Further Directions 2012 Michela Fazzolari
Rafael AlcalĂĄ
Yusuke Nojima
Hisao Ishibuchi
Francisco Herrera
+ New encoding scheme for evolving fuzzy classifiers 2009 Joon‐Yong Lee
Joon-Hong Seok
Masanori Sugisaka
Ju-Jang Lee
+ Design of an Evolutionary-based Fuzzy System 2007 Yi-Pin Kuo
Mingtang Liu
Juing-Shian Chiou
+ Application of evolutionary algorithm in optimizing the fuzzy rule base for nonlinear system modeling and control 2010 Pintu Chandra Shill
M. A. H. Akhand
Shila Rani Das
Aruna Paul
+ Design of fuzzy classification system using genetic algorithms 2002 Ching‐Chang Wong
Chia-Chong Chen
Bo-Chen Lin
+ Evolutionary Fuzzy Systems 2001 Mohammad Mohammad
Akbarzadeh
Meghdadi
+ Evolutionary Fuzzy Systems 2012 Carlos Kavka
+ Evolutionary Fuzzy Systems 2010 Carlos Kavka
+ PDF Chat On integrating fuzzy knowledge using a Novel Evolutionary Algorithm 2007 Nafisa Chowdhury
Murshida Khatun
M. M. A. Hashem
+ Fuzzy genetic algorithm and applications 1994 James J. Buckley
Yoichi Hayashi
+ REAL-TIME ACQUISITION OF FUZZY RULES USING GENETIC ALGORITHMS 1993 D.A. Linkens
Henry O. Nyongesa
+ Real-time acquisition of fuzzy rules using genetic algorithms 1992 D.A. Linkens
Henry O. Nyongesa
+ PDF Chat Special Issue on Evolutionary Fuzzy Systems 2012 Rafael AlcalĂĄ
Yusuke Nojima
Hisao Ishibuchi
Francisco Herrera
+ Optimization of fuzzy rules for classification using genetic algorithm 2003 Myung Won Kim
Joung Woo Ryu
Samkeun Kim
Joong Geun Lee
+ Interval type-2 fuzzy classifier design using Genetic Algorithms 2010 Adinovam H. M. Pimenta
Heloisa A. Camargo
+ An Intelligent Process Development Using Fusion of Genetic Algorithm with Fuzzy Logic 2015 Kunjal Bharatkumar Mankad
+ An Intelligent Process Development Using Fusion of Genetic Algorithm with Fuzzy Logic 2016 Kunjal Bharatkumar Mankad
+ Fuzzy rule based data analysis using methods of computational intelligence 2002 Saman Halgamuge
H. Genther
Manfred Glesner
+ Multiobjective Genetic Fuzzy Systems: Review and Future Research Directions 2007 Hisao Ishibuchi