DocumentCode :
2225245
Title :
Analysis of the dynamic characteristics of firefly algorithm
Author :
Shindo, Takuya ; Xiao, Jianze ; Kurihara, Takuya ; Morita, Kazuya ; Jin´no, Kenya
Author_Institution :
Department of Electrical and Electronics Engineering, Nippon Institute of Technology, Saitama, JAPAN 345-8501
fYear :
2015
fDate :
25-28 May 2015
Firstpage :
2647
Lastpage :
2652
Abstract :
Firefly algorithm is one of meta-heuristic algorithms. The fundamental principle of the firefly algorithm is based on the mimic of the characteristic of the blinking of natural fireflies. In this paper, we analyze the dynamics of the firefly algorithm. In order to analyze the dynamics rigorously, we apply a deterministic system that is removed the stochastic factors from the state update equation. The behavior of the individual deterministic firefly exhibits a chaotic behavior depending on the parameters. Therefore, we investigate relationship between the behavior of the firefly and the parameters. Also, we investigate the effect that the chaotic behavior influences the searching ability.
Keywords :
Algorithm design and analysis; Benchmark testing; Bifurcation; Brightness; Chaos; Heuristic algorithms; Oscillators;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation (CEC), 2015 IEEE Congress on
Conference_Location :
Sendai, Japan
Type :
conf
DOI :
10.1109/CEC.2015.7257215
Filename :
7257215
Link To Document :
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