资源描述:
《多目标优化问题与其在金融投资中的应用》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、ABSTRACTAsamostimportantbranchofoptimizationtheoryanditsapplications,multi-objectiveoptimization’stheoreticalresearchrelatedtomanybranchessuchasconvexanalysis,nonsmoothanalysis,nonlinearanalysis,etc.Atthesametime,multi-objectiveoptimizationalsohasimportantapplicationsinmanyareas
2、ofnationallife.Inmulti-objectiveoptimizationproblems,therearestillsomemeaningfulhotissues,suchasthetheoreticalresearchofapproximatesolution,intelligentoptimizationalgorithm,applicationsinpracticalproblemsandsoon.Manyauthorshavegainedalotofresults.Inspiredbytheseresults,wediscuss
3、edsomequestionsfocusingon-quasiweaklyefficientsolutioninmulti-objectiveoptimization,non-dominatedsortinggeneticalgorithmwithelitestrategy(NSGA-II),multi-objectiveoptimizationinfinancialinvestment.Ourmainworkwasasfollows:InchapterI,welookedbackonsomeresearchinmulti-objectiveopti
4、mizationandintroducedthepreliminaries.InchapterII,firstofall,onthebasisof[1],maintainningconvexityassumptionsunchanged,weincreasedtheequalityconstraintoftheMPandextendedittotheVPwithsomegeneralconstraints.WedefinedaweaksaddlepointofVP,andintroducedadualmodel.Wegetalotofresults,s
5、uchastheexistenceofsufficientandnecessaryconditionsof-quasiweaklyefficientsolutionandthesaddlepointinmultiobjectiveoptimizationofVPproblemandweprovedthecorrespondingdualitytheorem.Then,underthesemi-convexityassumptions,necessaryandsufficientconditionswereobtainedfortheexistence
6、of-quasiweaklyefficientsolutioninmultiobjectiveoptimizationproblemandthedualitytheoremwasproved.InchapterIII,onthebasisofthereviewoftheexistingmulti-objectiveoptimizationalgorithm,wediscussedaclassofintelligentoptimizationalgorithmsofmulti-objectiveoptimization-NSGA-II(non-domi
7、natedsortinggeneticalgorithmwithelitestrategy).WegavetheideasofNSGA-IIanditsprocesses,analyzedParetorankingstrategyusedinthenon-dominatedsortinglink’sdefects,andproposedtheimprovementofthecumulativesortingfitnessassignmentstrategyalgorithm,andmadeacomparisonbetweentheimprovedalg
8、orithmandtheoriginaloneintermsofconvergence,and