• DocumentCode
    2554250
  • Title

    Polynomial Selection: A new way to tune selective pressure

  • Author

    Vatanutanon, Jiradej ; Noman, Nasimul ; Iba, Hitoshi

  • Author_Institution
    Grad. Sch. of Eng., Univ. of Tokyo, Tokyo, Japan
  • fYear
    2010
  • fDate
    15-17 Dec. 2010
  • Firstpage
    597
  • Lastpage
    602
  • Abstract
    In this paper, we present a new selection scheme, Polynomial Selection, that has wide range of selective pressure and is adjustable by only two parameters. In order to create an adaptive algorithm that is general enough to solve problems with different complexities and difficulties, this kind of selection scheme is necessary. It is mathematically equivalent to the previously proposed Centric Selection in the low selective pressure range and it is superior to the previous method due to the ability to produce high selective pressure up to nearly the same level as panmictic population does. We confirmed its capability by an experiment of combinatorial optimization and we also plan to implement wide range adaptive evolutionary algorithm by this new selection scheme.
  • Keywords
    combinatorial mathematics; genetic algorithms; adaptive evolutionary algorithm; centric selection; combinatorial optimization; panmictic population; polynomial selection; tune selective pressure; Polynomials; Cellular Genetic Algorithm; Probability of Selection; Selection Scheme; Selective Pressure;
  • 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.2010.5716313
  • Filename
    5716313