• Title of article

    Two-stage updatebiogeography-basedoptimizationusingdifferential evolution algorithm(DBBO)

  • Author/Authors

    Ilhem Boussa، نويسنده , , AmitavaChatterjee، نويسنده , , PatrickSiarry، نويسنده , , MohamedAhmed-Nacer، نويسنده ,

  • Issue Information
    ماهنامه با شماره پیاپی سال 2011
  • Pages
    11
  • From page
    1188
  • To page
    1198
  • Abstract
    Thepresentpaperproposesanewstochasticoptimization algorithmasahybridizationofarelativelyrecent stochasticoptimizationalgorithm,calledbiogeography-basedoptimization(BBO)withthedifferential evolution(DE)algorithm.ThiscombinationincorporatesDEalgorithmintotheoptimizationprocedureof BBO withanattempttoincorporatediversitytoovercomestagnationatlocaloptima.Wealsoproposeto implementanadditionalselectionprocedureforBBO,whichpreservesfitterhabitatsforsubsequent generations. TheproposedvariationofBBO,namedDBBO,istestedforseveralbenchmarkfunction optimizationproblems.TheresultsshowthatDBBOcansignificantlyoutperformthebasicBBOalgorithm and canmostlyemergeasthebestsolutionprovidingalgorithmamongcompetingBBOandDEalgorithms.
  • Keywords
    Biogeography-based optimization , Differential evolution algorithm
  • Journal title
    Computers and Operations Research
  • Serial Year
    2011
  • Journal title
    Computers and Operations Research
  • Record number

    927937