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Application of Chaos in Genetic AlgorithmsThe project supported by National Natural Science Foundation of China under Grant No. 60074020

Authors :
Li-Jiang, Yang
Tian-Lun, Chen
Source :
Communications in Theoretical Physics; August 2002, Vol. 38 Issue: 2 p168-172, 5p
Publication Year :
2002

Abstract

Through replacing Gaussian mutation operator in real-coded genetic algorithm with a chaotic mapping, we present a genetic algorithm with chaotic mutation. To examine this new algorithm, we applied our algorithm to function optimization problems and obtained good results. Furthermore the orbital points' distribution of chaotic mapping and the effects of chaotic mutation with different parameters were studied in order to make the chaotic mutation mechanism be utilized efficiently.

Details

Language :
English
ISSN :
02536102 and 15729494
Volume :
38
Issue :
2
Database :
Supplemental Index
Journal :
Communications in Theoretical Physics
Publication Type :
Periodical
Accession number :
ejs56029386
Full Text :
https://doi.org/10.1088/0253-6102/38/2/168