An evolutionary approach to the design of fuzzy logic
controllers is presented in this paper. We propose the
use of the genetic programming paradigm to evolve fuzzy
rule-bases (internally represented as type-constrained
syntactic trees). This model has been applied to the
cart-centering problem, although it can be readily
extended to other problems. The obtained results show
that a good parameterization of the algorithm, and an
appropriate evaluation function, can lead to
near-optimal solutions.
%0 Journal Article
%1 alba:1999:edflcSGP
%A Alba, Enrique
%A Cotta, Carlos
%A Troya, Jose M.
%D 1999
%J Mathware & Soft Computing
%K Cart-Centering Controller, Fuzzy Logic Problem System, Type algorithms, genetic programming,
%N 1
%P 109--124
%T Evolutionary Design of Fuzzy Logic Controllers Using
Strongly-Typed GP
%U http://docto-si.ugr.es/Mathware/v6n1/PS/7-alba.ps.gz
%V 6
%X An evolutionary approach to the design of fuzzy logic
controllers is presented in this paper. We propose the
use of the genetic programming paradigm to evolve fuzzy
rule-bases (internally represented as type-constrained
syntactic trees). This model has been applied to the
cart-centering problem, although it can be readily
extended to other problems. The obtained results show
that a good parameterization of the algorithm, and an
appropriate evaluation function, can lead to
near-optimal solutions.
@article{alba:1999:edflcSGP,
abstract = {An evolutionary approach to the design of fuzzy logic
controllers is presented in this paper. We propose the
use of the genetic programming paradigm to evolve fuzzy
rule-bases (internally represented as type-constrained
syntactic trees). This model has been applied to the
cart-centering problem, although it can be readily
extended to other problems. The obtained results show
that a good parameterization of the algorithm, and an
appropriate evaluation function, can lead to
near-optimal solutions.},
added-at = {2008-06-19T17:35:00.000+0200},
author = {Alba, Enrique and Cotta, Carlos and Troya, Jose M.},
biburl = {https://www.bibsonomy.org/bibtex/2e157bb5e6cc47769600ee630313af572/brazovayeye},
interhash = {3ad143b7aa8d70bf0238a4ca9c98d461},
intrahash = {e157bb5e6cc47769600ee630313af572},
journal = {Mathware \& Soft Computing},
keywords = {Cart-Centering Controller, Fuzzy Logic Problem System, Type algorithms, genetic programming,},
notes = {Mathware and softcomputing
http://docto-si.ugr.es/Mathware/ENG/mathware.html},
number = 1,
pages = {109--124},
timestamp = {2008-06-19T17:35:26.000+0200},
title = {Evolutionary Design of Fuzzy Logic Controllers Using
Strongly-Typed {GP}},
url = {http://docto-si.ugr.es/Mathware/v6n1/PS/7-alba.ps.gz},
volume = 6,
year = 1999
}