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ID:36784829
大小:6.06 MB
页数:66页
时间:2019-05-15
《基于禁忌粒子群算法的多目标背包问题研究》由会员上传分享,免费在线阅读,更多相关内容在学术论文-天天文库。
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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