DocumentCode :
2549511
Title :
Fractional dynamics in particle swarm optimization
Author :
Pires, E. J Solteiro ; Machado, J. A Tenreiro ; de Moura Oliveira, P.B. ; Reis, Cecília
Author_Institution :
Univ. de Tras-os-Montes e Alto Douro, Vila Real
fYear :
2007
fDate :
7-10 Oct. 2007
Firstpage :
1958
Lastpage :
1962
Abstract :
This paper studies the fractional dynamics during the evolution of a Particle Swarm Optimization (PSO). Some swarm particles of the initial population are randomly changed for stimulating the system response. After the result is compared with a reference situation. The perturbation effect in the PSO evolution is observed in the perspective of the time behavior of the fitness of the best individual position visited by the replaced particles. The dynamics is investigated through the median of a sample of experiments, while adopting the Fourier analysis for describing the phenomena. The influence of the PSO parameters upon the global dynamics is also analyzed by performing several experiments for distinct values.
Keywords :
Fourier analysis; evolutionary computation; particle swarm optimisation; Fourier analysis; fractional dynamics; particle swarm optimization; perturbation effect; system response; Chaos; Differential equations; Fractional calculus; Frequency; Integral equations; Laplace equations; Mathematics; Particle swarm optimization; Performance analysis; Performance evaluation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2007. ISIC. IEEE International Conference on
Conference_Location :
Montreal, Que.
Print_ISBN :
978-1-4244-0990-7
Electronic_ISBN :
978-1-4244-0991-4
Type :
conf
DOI :
10.1109/ICSMC.2007.4414165
Filename :
4414165
Link To Document :
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