• DocumentCode
    3281818
  • Title

    Multi-ring Particle Swarm Optimization

  • Author

    Bastos-Filho, Carmelo J A ; Caraciolo, Marcel P. ; Miranda, Péricles B C ; Carvalho, Danilo F.

  • Author_Institution
    Dept. of Comput. & Syst., Univ. of Pernambuco, Recife
  • fYear
    2008
  • fDate
    26-30 Oct. 2008
  • Firstpage
    111
  • Lastpage
    116
  • Abstract
    Particle swarm optimization (PSO) has been used to solve many different types of optimization problems. By applying PSO to problems where the feasible solutions are too much difficult to find, new ways of solving the problems are required, mainly for hyper dimensional spaces. Many variations on the basic PSO form have been explored, targeting the velocity update equation. Other approaches attempt to change the structure of the swarm. In this paper a novel PSO topology based on multiples rings is proposed for improving the results achieved focusing on the diversity provided by the ring rotations. A comparison with star and ring topologies was performed. Our simulation results have shown that the proposed topology achieves better results than the well known star and ring topologies.
  • Keywords
    particle swarm optimisation; PSO; multiring particle swarm optimization; velocity update equation; Acceleration; Birds; Computer networks; Convergence; Equations; Explosions; Neural networks; Particle swarm optimization; Random number generation; Topology; Particle Swarm Optimization; Swarm Intelligence;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2008. SBRN '08. 10th Brazilian Symposium on
  • Conference_Location
    Salvador
  • ISSN
    1522-4899
  • Print_ISBN
    978-1-4244-3219-6
  • Electronic_ISBN
    1522-4899
  • Type

    conf

  • DOI
    10.1109/SBRN.2008.14
  • Filename
    4665901