A Study of Genetic Algorithm Based on Niche Technique

Min Li; Tian Huang Chen

doi:10.4028/www.scientific.net/AMR.468-471.152

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HomeAdvanced Materials ResearchAdvanced Materials Research Vols. 468-471A Study of Genetic Algorithm Based on Niche...

A Study of Genetic Algorithm Based on Niche Technique

Abstract:

Compared to simple genetic algorithm which has a disadvantage of slow speed in early and later convergence, genetic algorithm which is based on niche technique and keeping the diversity of individuals, helps prevent prematurity and shows a better performance. The paper tries to solve the problem of multiple hump function optimization based on niche genetic algorithm. The simulation results show that the niche genetic algorithm can maintain the relative stability of diversity of individuals in the evolution process, speeding up the rate of convergence to a large extent.

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Periodical:

Advanced Materials Research (Volumes 468-471)

Pages:

152-155

DOI:

https://doi.org/10.4028/www.scientific.net/AMR.468-471.152

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Online since:

February 2012

Authors:

Min Li, Tian Huang Chen

Keywords:

Genetic Algorithm (GA), Multiple Hump Function Optimization, Niche Technique

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References

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