基于禁忌粒子群算法的多目标背包问题研究

基于禁忌粒子群算法的多目标背包问题研究

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时间:2019-05-15

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1、ABSTRACTMulti—objectiveoptimizationproblemsareimportantcategoriesoftheengineeringandscienceresearch,whichismultipleconflictingobject.一●●●●一一一一’一一一ItISthemainissuesconcernedbycirclesofacademicandengineering.Howtoobtaintheoptimalsolutionoftheprobleminthelimitedtimeortimeorresourcepricei

2、sthecoreofproblem.Withthelargestdifferenceofasingleobjectiveoptimizationproblem,aimprovementofoneobjectmayleadtotheperformanceofotherobjectwilldecline,underthemostcircumstancesoftheessenceofmultipleobjective,atthesametimeitisnotpossibletoreachthebestmultipleobjects,intelligencedealwit

3、hitbetweentheobjectivesandeclectictreatment,toobtainthebestsolutionofalltheobject,andthebestsolutioniscomposedbyalargenumberseveninfinitePareto.Inpresent,therearelotsofwaystosolvethemultiobjective,butthemethodofevolutionaryintelligentthebasicisusedalways,⋯‘····一^一一lhispapermtroducesth

4、eparticleswarmalgorithm.particleswarmoptimizationalgorithm(alsoknownasParticleSwarmOptimization,PSO)isanewintelligentoptimizationalgorithm,andalsodescribestheclassiclocaloptimizationtabusearchalgorithm(TabuSearchorTabooSearch,TS).Thetwoalgorithmisproposedbasedontheparticleswarmalgorit

5、hm,proposestaboo—particleswarmoptimization(Tabu—ParticleSwarmOptimizationAlgorithm,T-PSOA),ontheonehand,theparticleswarmevolutionaryprocessatalaterstageintothetabusearchalgorithmbasedontabualgorithm,tabusearchand10calsearchmethodtoimprovethefirstphasethequalityofthesolution.Tabooopera

6、tiontoproducenewifbetterthanoriginalsolutioninsteadoftheoriginalsolution.Itdefinesaprobabilityaccordingtotheelite,eliteprobability,randomselectionofparticlesofacertainnumberofdimensionsorweightofacorrespondingportionofthecopy,tomaintainthetargetspacediversity.Ontheotherhand,putforward

7、toimprovetheoriginalparticleswarmoptimizationofIIoperatingparameters,namelytheestablishmentofinertiaweightasthemeasureofpopulationdiversityofadaptivechangesinrelationships,andmtothealgorithm.Themeasureofpopulationdiversitycanusethediversityofparticleswarmandtheconcentrationindexofrepr

8、esent

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