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
Link To Document :
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