• DocumentCode
    1879404
  • Title

    Fitness inheritance in multi-objective particle swarm optimization

  • Author

    Reyes-Sierra, Margarita ; Coello, Carlos A Coello

  • Author_Institution
    Departamento de Ingenieria Electr., CINVESTAV-IPN, Mexico City, Mexico
  • fYear
    2005
  • fDate
    8-10 June 2005
  • Firstpage
    116
  • Lastpage
    123
  • Abstract
    In this paper, we propose to incorporate the concept of fitness inheritance into a multi-objective particle swarm optimizer previously proposed by us, in order to reduce the number of function evaluations performed. Four well-known test functions taken from the multi-objective optimization literature are used to evaluate the performance of the proposed approach. The results indicate a very good performance of the fitness inheritance technique, mainly when it is applied with a low probability, in which case the quality of the obtained results is even improved.
  • Keywords
    evolutionary computation; particle swarm optimisation; evolutionary computation; fitness inheritance; multiobjective particle swarm optimization; performance evaluation; probability; Analytical models; Computational efficiency; Convergence; Evolutionary computation; Genetic algorithms; Pareto optimization; Particle swarm optimization; Performance evaluation; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Swarm Intelligence Symposium, 2005. SIS 2005. Proceedings 2005 IEEE
  • Print_ISBN
    0-7803-8916-6
  • Type

    conf

  • DOI
    10.1109/SIS.2005.1501610
  • Filename
    1501610