• DocumentCode
    3179864
  • Title

    Differential evolution using a localized Cauchy mutation operator

  • Author

    Thangraj, Radha ; Pant, Millie ; Abraham, Ajith ; Deep, Kusum ; Snasel, Vaclav

  • Author_Institution
    Indian Inst. of Technol., Roorkee, India
  • fYear
    2010
  • fDate
    10-13 Oct. 2010
  • Firstpage
    3710
  • Lastpage
    3716
  • Abstract
    In the present work, we propose a new variant of basic DE algorithm called CMDE-G which uses Cauchy mutation (CM) operator. In this algorithm, at the end of every generation, CM is applied as a local search mechanism to explore the neighborhood of the best individual in the population. The performance of CMDE-G algorithm is analyzed on a set of 10 standard benchmark problems and four nontraditional composite functions. Simulation results show that the proposed algorithm helps in improving the solution quality besides maintaining a good convergence rate.
  • Keywords
    evolutionary computation; CM operator; CMDE-G algorithm; differential evolution; localized Cauchy mutation operator; nontraditional composite functions; standard benchmark problem; Benchmark testing; Strontium; Differential Evolution; cauchy distribution; local search; mutation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-6586-6
  • Type

    conf

  • DOI
    10.1109/ICSMC.2010.5641850
  • Filename
    5641850