a genetic algorithm for solving a class of multi-objecti

a genetic algorithm for solving a class of multi-objecti

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时间:2017-12-25

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1、AGeneticAlgorithmforSolvingaClassofMulti-objectiveBilevelProgrammingProblemsShanfengZhang,KeqiangLiDepartmentofComputer,******University,Guangzhou,810008,ChinaAbstractAtpresent,mostoftheresearchesonbilevelprogrammingproblemsarefocusedonsingleobjectivecases.Thispaperdiscussesabilevelprog

2、rammingproblemwithupperlevelmulti-objectiveoptimization.Inordertosolvetheproblemefficiently,wepresentageneticalgorithmusinginterpolation.Thismethoddoesnotrequiresolvingloweroptimizationproblemfrequently.Intheproposedalgorithm,firstly,theinterpolationfunctionsareadoptedtoapproximatelower

3、levelsolutionfunctions.Asaresult,theoriginalproblemcanbeapproximatedbyasingle-levelmulti-objectiveprogramming.Inaddition,thecorrespondinginterpolationfunctionsareupdatedsuchthatthesefunctionscanapproximatethelowerlevelsolutionfunctionverywell.Finally,themulti-objectiveprogrammingissolve

4、dforobtaininganoptimalsolutionsetoftheoriginalproblem.Thesimulationontwoexamplesindicatestheproposedalgorithmiseffectiveandfeasible.Keywords:multi-objectivebilevelprogramming,geneticalgorithm,interpolation.1.IntroductionBilevelprogrammingproblem(BLPP)isahierarchicaloptimizationproblem,w

5、hichincludesanupperlevelsdecisionmakerandalowerlevelsdecisionmaker.Bothofthemhavetheobjectivefunctionsandconstraintconditions.ThisproblemwasproposedbyStackelberg[1],andknownasStackelbergproblem.Themathematicalmodelofthiskindofproblemscanbewrittenasfollows:(1)Wherearedecisionvariables,ar

6、eobjectivefunctionsandareconstraintfunctions;aretheothersconstraint,suchasupperandlowerboundsorintegerconstraints.Bilevelprogrammingproblemsoccurinvariousapplications,suchaseconomicsandmanagement[2],engineering[3],transportationandothers.Mostofthesemodelsarebilevelsingleobjectiveproblem

7、s.Infact,therearelotsofreal-worldproblemsthatcanbemodeledasmulti-objectivebilevelprogrammingproblems[4].Inamulti-objectivebilevelproblematleastonedecisionmakerhasmorethanoneobjectivefunction,andtheseobjectivesconflictwitheachother.Inrecentyears,multi-objectivebilevelprogramming

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