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:2017-12-24

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

2、perdiscussesabilevelprogrammingproblemwithupperlevelmulti-objectiveoptimization.Inordertosolvetheproblemefficiently,wepresentageneticalgorithmusinginterpolation.Thismethoddoesnotrequiresolvingloweroptimizationproblemfrequently.Intheproposedalgorithm,firstly,thein

3、terpolationfunctionsareadoptedtoapproximatelowerlevelsolutionfunctions.Asaresult,theoriginalproblemcanbeapproximatedbyasingle-levelmulti-objectiveprogramming.Inaddition,thecorrespondinginterpolationfunctionsareupdatedsuchthatthesefunctionscanapproximatethelowerle

4、velsolutionfunctionverywell.Finally,themulti-objectiveprogrammingissolvedforobtaininganoptimalsolutionsetoftheoriginalproblem.Thesimulationontwoexamplesindicatestheproposedalgorithmiseffectiveandfeasible.Keywords:multi-objectivebilevelprogramming,geneticalgorithm

5、,interpolation.1.IntroductionBilevelprogrammingproblem(BLPP)isahierarchicaloptimizationproblem,whichincludesanupperlevelsdecisionmakerandalowerlevelsdecisionmaker.Bothofthemhavetheobjectivefunctionsandconstraintconditions.ThisproblemwasproposedbyStackelberg[1],an

6、dknownasStackelbergproblem.Themathematicalmodelofthiskindofproblemscanbewrittenasfollows:(1)Wherearedecisionvariables,areobjectivefunctionsandareconstraintfunctions;aretheothersconstraint,suchasupperandlowerboundsorintegerconstraints.Bilevelprogrammingproblemsocc

7、urinvariousapplications,suchaseconomicsandmanagement[2],engineering[3],transportationandothers.Mostofthesemodelsarebilevelsingleobjectiveproblems.Infact,therearelotsofreal-worldproblemsthatcanbemodeledasmulti-objectivebilevelprogrammingproblems[4].Inamulti-object

8、ivebilevelproblematleastonedecisionmakerhasmorethanoneobjectivefunction,andtheseobjectivesconflictwitheachother.Inrecentyears,multi-objectivebilevelprogramming

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