• 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