An Alternative to Random Generation of the Initial Population for Genetic Algorithms

Shane Lee, Hefin Rowlands

    Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddCyfraniad i gynhadleddadolygiad gan gymheiriaid

    Crynodeb

    An alternative to the traditional random method of generating the initial population of genetic algorithms is introduced. The orthogonal arrays of the Taguchi method are used to create a population of chromosomes. The performance of these populations is compared empirically with populations created in the conventional random way. Just one test function is consider here which adequately illustrates the strengths and weaknesses of the new techniques The addition of Gaussian noise to the new initialization routine is shown to further improve the results.
    Iaith wreiddiolSaesneg
    TeitlProceedings 20th European Conference on Modelling and Simulation
    GolygyddionWolfgang Borutzky, Alessandra Orsoni, Richard Zobel
    CyhoeddwrECMS
    Nifer y tudalennau5
    ISBN (Argraffiad)0-9553018-0-7
    StatwsCyhoeddwyd - 2006
    Digwyddiad20th European Conference on Modelling and Simulation - Bonn, Yr Almaen
    Hyd: 28 May 200631 May 2006

    Cynhadledd

    Cynhadledd20th European Conference on Modelling and Simulation
    Teitl crynoECMS 2006
    Gwlad/TiriogaethYr Almaen
    DinasBonn
    Cyfnod28/05/0631/05/06

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