• 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