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ID:32146987
大小:2.08 MB
页数:63页
时间:2019-01-31
《基于改进的遗传蚁群混合算法的tsp问题求解分析》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、英文摘要AbstractTSPisnotonlyatypicalcombinatorialoptimizationproblem,butalsoaNP—hardproblem,whichiseasy.to.describebutdifficulttodealwith.Foralongtime,peoplehavebeenlookingforanefficient,fastapproximationalgorithmtosolveaLarge。scaleproblemaccuratelyinareasonab
2、letime.Amongthem,typicalofintelligentoptimizationalgorithmshaveAntColonyalgorithmandGeneticalgorithmaswellasmixofbothalgorithmsandSOon.ThispapermainlystudythesolutionofTSPbasedononeImprovementofGeneticandAntColonyalgorithm.Themainresearchworksareasfollows:
3、(1)WiththecharacteristicsofTSPproblem,intheearlyTSPproblemsolvingwithapplicationoftheDelaunaytriangulationofthecandidatesetofstrategiestoreducethesearchspaceofthesolvingofproblems,andfurtheracceleratethesearchingspeed.Andasthebasisforusetheimprovementofalg
4、orithmsolvingTSP.(2)ThatstressonanalysetheshortcomingsofAntcolonyalgorithm,Geneticalgorithmthetraditionalmixofbothalgorithm.Forwhichinsufficient,madeanumberofimprovementstothemixofalgorithm:1)Thatintroducesadynamicintegrationofstrategycanensurethebestinteg
5、rationtimeforthetwoalgorithms;2)ThatintroducesgreypredictionmodeltoestimatethedelimitationofpheromoneinMMAS;3)Theintroductionofcloudassociationrules,toachievetheparametersadaptiveadiustingbythemselvesinthemixofalgorithms.Aftertheseimprovements,madeGenetica
6、lgorithmsandAntColonyalgorithmtoabettermixofdynamic,fullplaytotheirstrengthsmoreeffectivelyusedtosolvetheTSPproblem.Toverifythealgorithmperformance,thispaperusetheTSPLIBexperimentaldatatocompareandanalysetherunningresultsoftheimprovedalgorithm,MMASandtheGe
7、neticandAntColonyalgorithmthatbeforethatimproved.Theresultsshowthattheimprovedalgorithmproposedinthispaperrelativelybetterperformance·KeyWords:TSP;DelaunayTriangulation;GeneticandAntColonyDynamicintegrationalgorithm;GreyPrediciton;CloudAssociation目录目录第1章绪论
8、⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯.11.1研究背景与意义⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯.11.2TSP问题的研究现状⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯.21.3本文主要的研究内容⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯31.4本文组织结构⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯4第2章TSP问题及其描述⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯⋯
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