• DocumentCode
    2553592
  • Title

    Experiment study of a Structured Differential Evolution with mixed strategies

  • Author

    Ishimizu, Takashi ; Tagawa, Kiyoharu

  • Author_Institution
    Sch. of Sci. & Eng., Kinki Univ., Higashi-Osaka, Japan
  • fYear
    2010
  • fDate
    15-17 Dec. 2010
  • Firstpage
    591
  • Lastpage
    596
  • Abstract
    In this paper, a Structured Differential Evolution (StDE) that has multiple populations, or islands, is proposed. Since various characteristic strategies have been contrived for DE, the proposed StDE uses different strategies in respective islands. This technique is called mixed strategies. Therefore, it can be expected that the proposed StDE is effective for a wide range of optimization problems. Although various networks among islands are reported for island-based evolutionary algorithms, the most common one, namely the ring network is employed by StDE. However, in order to enhance the performance of proposed StDE, various migration policies are examined in the ring network though a variety of benchmark problems.
  • Keywords
    evolutionary computation; optimisation; StDE; island-based evolutionary algorithms; migration policy; mixed strategy; optimization problems; ring network; structured differential evolution; Educational institutions; Integrated circuits; Differential Evolution; Evolutionary Algorithm; Structured Differential Evolution; strategy of DE;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nature and Biologically Inspired Computing (NaBIC), 2010 Second World Congress on
  • Conference_Location
    Fukuoka
  • Print_ISBN
    978-1-4244-7377-9
  • Type

    conf

  • DOI
    10.1109/NABIC.2010.5716284
  • Filename
    5716284