GENETIC ALGORITHMS WITH VARIABLE MUTATION-RATES - APPLICATION TO FUZZY-LOGIC CONTROLLER-DESIGN

Authors
PHAM DT KARABOGA D
Citation
Dt. Pham et D. Karaboga, GENETIC ALGORITHMS WITH VARIABLE MUTATION-RATES - APPLICATION TO FUZZY-LOGIC CONTROLLER-DESIGN, Proceedings of the Institution of Mechanical Engineers. Part I, Journal of systems and control engineering, 211(12), 1997, pp. 157-167
Citations number
18
Categorie Soggetti
Robotics & Automatic Control
Journal title
Proceedings of the Institution of Mechanical Engineers. Part I, Journal of systems and control engineering → ACNP
ISSN journal
09596518
Volume
211
Issue
12
Year of publication
1997
Pages
157 - 167
Database
ISI
SICI code
0959-6518(1997)211:12<157:GAWVM->2.0.ZU;2-H
Abstract
Three variable mutation rate strategies for improving the performance of genetic algorithms (GAs) are described. The problem of optimizing f uzzy logic controllers is used to evaluate a GA adopting these strateg ies against a GA employing a static mutation regime. Simulation result s for a second-order time-delayed system controlled by fuzzy logic con trollers (FLCs) obtained using the different GAs are presented.