DocumentCode :
2154426
Title :
A niche genetic algorithm with population migration strategy
Author :
Wang, Zhu-rong ; Ma, Fan ; Ju, Tao ; Liu, Chang-ming
Author_Institution :
School of Computer Science and Engineering, Xi´an University of Technology, China
fYear :
2010
fDate :
4-6 Dec. 2010
Firstpage :
912
Lastpage :
915
Abstract :
A niche genetic algorithm with population migration strategy (PMGA) is proposed in this paper in order to solve the multi-modal function optimization problem. This algorithm draws lessons from the migration phenomenon of human society. Through analyzing the validity of using PMGA to solve the multi-modal function optimization problem, testing three standardized one-dimensional multi-modal functions and comparing the experimental data of the PMGA with the data of relevant literatures´ algorithms, we finally validate that the PMGA proposed in this paper has advantages in precision of calculation and maintenance of population´s diversity.
Keywords :
Accuracy; Algorithm design and analysis; Economics; Genetics; Optimization; Probability; Search problems; multi-modal function optimization problem; niche genetic algorithm; population migration;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Science and Engineering (ICISE), 2010 2nd International Conference on
Conference_Location :
Hangzhou, China
Print_ISBN :
978-1-4244-7616-9
Type :
conf
DOI :
10.1109/ICISE.2010.5691501
Filename :
5691501
Link To Document :
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