DocumentCode
2230180
Title
Fractional Order Dynamics in a Particle Swarm Optimization Algorithm
Author
Pires, E. J Solteiro ; Machado, J. A Tenreiro ; Oliveira, P. B de Moura ; Jesus, Isabel S.
Author_Institution
UTAD Univerity, Vila Real
fYear
2007
fDate
20-24 Oct. 2007
Firstpage
703
Lastpage
710
Abstract
This article reports the study of fractional dynamics during the evolution of a particle swarm optimization (PSO) algorithm. Some initial swarm particles are randomly changed, for stimulating the system response, and its effect is compared with a non-perturbed reference. The perturbation effect in the PSO evolution is observed in the perspective of the fitness time behavior of the best particle. The dynamics is represented through the median of a sample of experiments, while adopting the Fourier analysis for describing the phenomena. The influence of the PSO parameters influence upon the global dynamics is also analyzed.
Keywords
Fourier analysis; particle swarm optimisation; Fourier analysis; fitness time behavior; fractional order dynamics; nonperturbed reference; particle swarm optimization algorithm; Analytical models; Employee welfare; Evolutionary computation; Fractional calculus; Genetic algorithms; Intelligent systems; Mathematics; Particle swarm optimization; Physics; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Systems Design and Applications, 2007. ISDA 2007. Seventh International Conference on
Conference_Location
Rio de Janeiro
Print_ISBN
978-0-7695-2976-9
Type
conf
DOI
10.1109/ISDA.2007.86
Filename
4389690
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