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Agametheory-basedmodelforproductportfoliomanagementinacompetitivemarket
A.Sadeghi,M.Zandieh
ExpertSystemswithApplications,2010Agametheory-basedmodelforStructureIntroductionLiteraturereviewDescriptionofthePPMproblemProblemformulationExampleConclusionsandfutureworkStructureIntroduction1.IntroductionConsumers,industrialmanagers,andsalesandmarketingpeople,alldemandproductsthatimprovetheirlifestylesortogainanedgeoverthecompetition.So,productportfolios
areinterestingformanypeople.Butunlimitedproductvarietyisnotawaytobesuccessful;therehastobeanoptimum.ItistrueformostcompaniesthattheParetoruleapplies:80%ofthesalesand/orprofits
comefrom20%oftheproducts.Itisevidentthatasingleproductcannot1.IntroductionConsumers,indu
fulfillthemanufacturerneedsandonthe
otherhand,fordiversitythereexistslimitation.Intoday’shighlycompetitiveenvironment,determiningan
optimalproductportfolioisveryimportantforthesurvivalofafirm.Optimalproductportfoliohasreceivedconsiderableattention,becausetheratesoffailureofnewproductportfolioandtheirassociatedlossesareveryhigh.Thewhole
product
component
information(产品构建信息),
engineeringfulfillthemanufacturerne
portfoliodecision(工程组合决策)isverycrucialfortheprogressofafirm
,becauseitisverycostlyanddifficulttochange.Thekeyquestionsare,whatthebestproductportfoliois,andhowmanufacturercan
findit.Productportfoliomanagement(PPM)is
ageneralbusinessconceptthatanalyzetheproductionability(生产能力)
andmarketpotential,simultaneously,andthendeterminethebestsetofproductsto
offer.PPMisdevelopedtodirectaproductanditsdiversityportfoliodecision(工程组合决策
includingnotonlyattributes(属性),levels,andprice’s,butalsoanalysisresults,environmental
requirements(环保需求),manufacturingprocedures(生产流程),productperformanceinformation(产品性能信息),and
etc.ThereforePPMhasbeenclassifiedasacombinatorialoptimizationproblem.Eachcompanystrivesfortheoptimalityofitsproductofferingsthroughvariouscombinationsofproducts.ThePPMproblemmaydevelopfromtwoperspectives:(I)For
attracttheopinionofcustomersincludingnotonlyattribu
intargetmarkets.(II)Forreduce
themanufactureengineeringcosts.Firstistheproblemofmarketingmanagers,andsecondistheproblemofproducer.Whenbothofthemcomposewitheachotherasreflecttoutilityofcostumersandengineeringcosts,thisproblembecomestomisslinkbetweensaleandproductionchain.JiaoandZhang(2005)considerthecustomer–engineering
interactioninproductportfolioplanning,whichaims
tocreateproduct
familyintargetmarkets.(II)Fospecifications(产品族/系列规格)foratargetmarketsegment,andproposedamaximizingsurplussharemodel(最大剩余份额模型).Incompetitiveenvironment,wedetermineourproductportfoliowithregardtoproductsthatofferbycompetitors,whilethecompetitorsmanagetheirproductportfoliosinregardtoourproducts.Gametheorycanbeusedtomodelthisproblem.Theproposed
modelconstructsproductportfoliospecifications(产品族/系列规格)fo
basedoncustomer–engineeringinteractionmodelinproductportfolioplanningwhichis
developedbyJiaoandZhang.PresentpaperextendspreviousworksinPPMwithregardtocustomer–engineeringconcerns
andcompetitiveenvironment.Itisnotforany
specificproduct,anditcanbeappliedtoadiversityofproductsorservices.objective:developagametheory-basedmodelasaprocedureoffindingoptimalproductportfolio.basedoncustomer–engineer2.LiteraturereviewAPPMisdefinedasadecisionmakingthatoptimizessomecriteria,suchas
marketshare.Themaincontributionofthemostresearchesin
PPMissummarizedinfollowingissues:
1)Generatingdesign
alternativesviamulti-objective
optimization(通过多目标优化生成设计方案).
2)Accountingforuncertaintyandcompetitionwhenestimatingtheachievementofbusinessgoals.
3)Applyingmeta-heuristicalgorithms(元启发式算法)
2.LiteraturereviewAPPMisd
tosolveacombinatorial
problemduringtheproductlinedesign.ThedevelopmentofalgorithmsHeuristic(identifyproductprofileproductlinedesign)
algorithms
improvedheuristicalgorithms
geneticalgorithms.Thedevelopmentofmodels1)JiaoandZhangproposedamodelto
addresstheproductportfolioplanningproblem,itconsiderscustomerpreferences,choiceprobabilitiesandtosolveacombinatorialp
platformbasedproductcosting.Also,ageneticalgorithmprocedureisapplied.
2)AiyoshiandMaki
proposedagameproblemundertheconstraintsofallocationofproductandmarketsharesimultaneously.Theirresearchisconsideredseveralmanufacturersinoligopolymarket(寡头垄断市场).Thisproposedmodel,ontheonehandhadthecompetitivecircumstance,butontheotherhand,didnothas
detailssuchaslargevarietyofcustomers'preferences,customer–engineeringconcerns,etc.platformbasedproductcos
3)modelinthispaper
considersbothdetailsandcompetitivecircumstance.3)modelinthispapercon3.DescriptionofthePPMproblemConsideringthefirmcapabilitiestoproduceproducts,asetofproductportfolioshavebeenidentified.Eachproducthascertaindesirabilitybetweencustomers.Morespecifically,weconsiderascenarioinwhichasetofproducts,havebeenidentified,giventhatthemanufacturer(m)hasthecapabilities(bothdesignandproduction)toproducealltheseproducts,..Aproductportfolio,,isasetconsistingofsomeselectedproduct.Combined
withtheproducts,asetofproductportfoliosarecreated,.
相关参数3.DescriptionofthePPMprobForexample,ifmanufacturermcanproduce3product,7productportfolioareavailable:(=7)
Everyproduct,
,isassociatedwithcertainengineeringcosts,denotedas.Therearemultiplemarketsegments,S={s1,...,sg,...,sG},eachcontaininghomogeneouscustomers,withadefinitesize,Qg.Thecustomer–engineeringinteractionisForexample,ifmanufacturermembodiedinthedecisionsassociatedwithcustomers’choicesofdifferentproducts.Variouscustomerpreferencesondiverseproductsarerepresentedbyrespectiveutilities,(utilityofthegthsegmentforthenthproductofmthmanufacturer).Productdemandsormarketshares,(marketshareofthegthsegment
forthenthproductofmthmanufacturer),aredescribedbytheprobabilitiesofcustomers’choosingproducts.Customerschooseaproductbasedonthesurplusembodiedinthedecisions
buyerrule.Theyhave
theoptionofnotbuyinganyproductsorbuyingcompetitors’products.Weassumethatcompetitorsrespondtothemanufacturer’smoves,meaningthat,thecompetitionreactbyintroducingnewproducts.buyerrule.Theyhavetheo4.ProblemformulationThepresentpaperconsidersamarketwithGsegments,
S={s1,...,sg,...,sG},and2manufacturersthateachofthemcan
offerNmproducts,
andJmproductportfolios,
.Thisgivesthebimatrix-game(双矩阵对策)
problemwith2playersandJmstrategyforeach,(m=1or2).Thepayoffforeachplayerwillofcoursedependonthecombinedactionsofbothplayers.Apayoffmatrixshowswhatpayoff
eachplayerwillreceiveat4.ProblemformulationThepres
theoutcomeofthegame.Forplayer
m(m=1or2),thepayoffmatrix,Fm,isasfollows:theoutcomeofthegame.FInsummary,aJ1
×J2–bimatrixgameisplayedbytwoplayers,player1andplayer2.Player1hasafinitesetandplayer2hasafinite
set
of
purestrategies.Thepayoffmatrixes[f1(
)],
ofplayer1
and
ofplayer2aredenotedbyF1andF2respectively.Thisgameisdenotedby(F1,F2).Nowthegame(F1,F2)isplayedasfollows.Players1and2choose,independentofeachother,astrategyInsummary,aJ1×J2–bimatr
andrespectively.Here
canbeseenastheprobabilitythatplayer1(2)chooseshis–throw(–thcolumn).The(expected)payoffforplayer1isx1F1x2andtheexpectedpayofftoplayer2isx1F2x2.Astrategypair()isanequilibriumforthegame(F1,F2)ifandThesetofallequilibriaforthegame(F1,F2)isdenotedbyE(F1,F2).ByatheoremofNashthissetisnon-emptyforallbimatrix-games(Nash,1950).Somemethodsforcalculatingpayoffmatrixarrays,,arethere(seeSection2).WeusedthefunctionthatproposedbyJiaoandZhang(2005).Thisfunctionisbasedoncustomer-engineeringinteractionmodelinPPM.Thisisasfollows:ThesetofallequilibriaforEq.(3)istheexpectedsharedsurplusbyofferingaproductportfolio,consistingofproducts,tocustomersegments,sg,eachwithsizeQg.Themarketpotentials,Qg,canbegivenexogenouslyattheoutsetorestimatedthroughavarietyoftechniquesbasedonhistoricaldataortestmarkets.Theutilityofthegthsegmentforthenthproductofmthmanufacturerisdenotedas.ThismodelassumesthatcustomersonlychooseaEq.(3)istheexpectedshared
productwithapositivesurplus.Thechoiceprobability,,
thatacustomerorasegment,sg,choosesaproduct,,withNcomcompetingproducts,isdefinedasfollows:whereuisascalingparameter(尺度参数).Accordingtomatrix(1)andEq.(3),letthefunctionbedefinedbyproductwithapositivesu竞争市场中产品组合管理博弈模型讲义5.ExampleInthissection,asimpleexampletousetheproposedmodelispresented.Forsimplicity,weconsideramarketwithtwocompetitor(M=2),andfourdifferentproducts(Nm=4)foreach.Feasiblestrategies,isdefinedasfollows:5.ExampleInthissection,as产品组合数=24-1=15???产品组合数=24-1=15???Threesegmentsareidentified,i.e.,s1,s2,ands3.Q1,Q2,andQ3areassumed0.2,0.3and0.5,respectively.Table1showstheutilitiesofthreesegmentstoeveryproduct()andcostofeach().Also,scalingparameter(u)issupposed0.8.Therefore,2payoffmatrixesF1andF2formedformanufacturer1and2,separately.Thisgameandobtaineddatafromexpectedsharedsurplusvalues(Eq.(5))aresummarizedinFig.1.Threesegmentsareidentified,返回返回竞争市场中产品组合管理博弈模型讲义TheoptimalresultforeachmanufacturerisderivedfromtheNashequilibriumpointofthegame.Astrategypairisanaloneequilibriumforthegame.Therelatedpayoffpairis(0.74,0.83).Theoptimalresultforeachma6.ConclusionsandfutureworkThispaperproposedagametheory-basedmodelthatisusedtomaximizetheexpectedsharedsurplusforaproductportfoliomanaged.Theproductportfoliomanagement(PPM)isanimportantoptimizationproblemthatincludesthelargesetofconstraintsandcharacteristics.Therefore,itisveryhelpfulforamanagertouseamarketingdecisionsupportsystemwhichprovideshimtheacceptablesolutionswithconsideringmoreterms.Accordingtothisgoal,a6.Conclusionsandfutureworkgametheory-basedmodelisproposedandappliedtosolvetheproblemsinvolvedinPPM.TherearepotentiallyunlimitedopportunitiesforresearchinPPM.Futurestudiescanfocusonothercharacteristicstoachievemoreidealresults.Othernotabledirectionsforfutureresearchesincludeallowingforsequentialentrystrategies,timevaryingutilitiesandchangingcustomerbehaviors.gametheory-basedmodelisTheEnd!TheEnd!返回返回相关概念纳什定理:在一个有n个博弈方的博弈G=﹛S1,…,Sn:u1,…,un}中,如果n是有限的,且Si都是有限集(对i=1,…,n),则该博弈至少存在一个纳什均衡,但可能包含混合策略。
产品组合:由不同的产品线构成,而产品线又是由不同的产品项目构成。产品组合策略:在产品组合的深度、广度和相关性方面做的筹划和安排。产品组合的广度:产品线的数量。产品组合的广度:产品项目(规格或品种)的数量相关概念纳什定理:在一个有n个博弈方的博弈G=﹛S1,…,S遗传算法(GeneticAlgorithm)是一类借鉴生物界的进化规律(适者生存,优胜劣汰遗传机制)演化而来的随机化搜索方法。其主要特点是直接对结构对象进行操作,不存在求导和函数连续性的限定;具有内在的隐并行性和更好的全局寻优能力;采用概率化的寻优方法,能自动获取和指导优化的搜索空间,自适应地调整搜索方向,不需要确定的规则。遗传算法(GeneticAlgorithm)是一类借鉴生物
单一产品策划
单一产品策划程序策划目标环境分析市场细分目标市场市场定位概念产品营销组合返回
单一产品策划
单一产品策划程序策划目标环境分析市场细分目标Agametheory-basedmodelforproductportfoliomanagementinacompetitivemarket
A.Sadeghi,M.Zandieh
ExpertSystemswithApplications,2010Agametheory-basedmodelforStructureIntroductionLiteraturereviewDescriptionofthePPMproblemProblemformulationExampleConclusionsandfutureworkStructureIntroduction1.IntroductionConsumers,industrialmanagers,andsalesandmarketingpeople,alldemandproductsthatimprovetheirlifestylesortogainanedgeoverthecompetition.So,productportfolios
areinterestingformanypeople.Butunlimitedproductvarietyisnotawaytobesuccessful;therehastobeanoptimum.ItistrueformostcompaniesthattheParetoruleapplies:80%ofthesalesand/orprofits
comefrom20%oftheproducts.Itisevidentthatasingleproductcannot1.IntroductionConsumers,indu
fulfillthemanufacturerneedsandonthe
otherhand,fordiversitythereexistslimitation.Intoday’shighlycompetitiveenvironment,determiningan
optimalproductportfolioisveryimportantforthesurvivalofafirm.Optimalproductportfoliohasreceivedconsiderableattention,becausetheratesoffailureofnewproductportfolioandtheirassociatedlossesareveryhigh.Thewhole
product
component
information(产品构建信息),
engineeringfulfillthemanufacturerne
portfoliodecision(工程组合决策)isverycrucialfortheprogressofafirm
,becauseitisverycostlyanddifficulttochange.Thekeyquestionsare,whatthebestproductportfoliois,andhowmanufacturercan
findit.Productportfoliomanagement(PPM)is
ageneralbusinessconceptthatanalyzetheproductionability(生产能力)
andmarketpotential,simultaneously,andthendeterminethebestsetofproductsto
offer.PPMisdevelopedtodirectaproductanditsdiversityportfoliodecision(工程组合决策
includingnotonlyattributes(属性),levels,andprice’s,butalsoanalysisresults,environmental
requirements(环保需求),manufacturingprocedures(生产流程),productperformanceinformation(产品性能信息),and
etc.ThereforePPMhasbeenclassifiedasacombinatorialoptimizationproblem.Eachcompanystrivesfortheoptimalityofitsproductofferingsthroughvariouscombinationsofproducts.ThePPMproblemmaydevelopfromtwoperspectives:(I)For
attracttheopinionofcustomersincludingnotonlyattribu
intargetmarkets.(II)Forreduce
themanufactureengineeringcosts.Firstistheproblemofmarketingmanagers,andsecondistheproblemofproducer.Whenbothofthemcomposewitheachotherasreflecttoutilityofcostumersandengineeringcosts,thisproblembecomestomisslinkbetweensaleandproductionchain.JiaoandZhang(2005)considerthecustomer–engineering
interactioninproductportfolioplanning,whichaims
tocreateproduct
familyintargetmarkets.(II)Fospecifications(产品族/系列规格)foratargetmarketsegment,andproposedamaximizingsurplussharemodel(最大剩余份额模型).Incompetitiveenvironment,wedetermineourproductportfoliowithregardtoproductsthatofferbycompetitors,whilethecompetitorsmanagetheirproductportfoliosinregardtoourproducts.Gametheorycanbeusedtomodelthisproblem.Theproposed
modelconstructsproductportfoliospecifications(产品族/系列规格)fo
basedoncustomer–engineeringinteractionmodelinproductportfolioplanningwhichis
developedbyJiaoandZhang.PresentpaperextendspreviousworksinPPMwithregardtocustomer–engineeringconcerns
andcompetitiveenvironment.Itisnotforany
specificproduct,anditcanbeappliedtoadiversityofproductsorservices.objective:developagametheory-basedmodelasaprocedureoffindingoptimalproductportfolio.basedoncustomer–engineer2.LiteraturereviewAPPMisdefinedasadecisionmakingthatoptimizessomecriteria,suchas
marketshare.Themaincontributionofthemostresearchesin
PPMissummarizedinfollowingissues:
1)Generatingdesign
alternativesviamulti-objective
optimization(通过多目标优化生成设计方案).
2)Accountingforuncertaintyandcompetitionwhenestimatingtheachievementofbusinessgoals.
3)Applyingmeta-heuristicalgorithms(元启发式算法)
2.LiteraturereviewAPPMisd
tosolveacombinatorial
problemduringtheproductlinedesign.ThedevelopmentofalgorithmsHeuristic(identifyproductprofileproductlinedesign)
algorithms
improvedheuristicalgorithms
geneticalgorithms.Thedevelopmentofmodels1)JiaoandZhangproposedamodelto
addresstheproductportfolioplanningproblem,itconsiderscustomerpreferences,choiceprobabilitiesandtosolveacombinatorialp
platformbasedproductcosting.Also,ageneticalgorithmprocedureisapplied.
2)AiyoshiandMaki
proposedagameproblemundertheconstraintsofallocationofproductandmarketsharesimultaneously.Theirresearchisconsideredseveralmanufacturersinoligopolymarket(寡头垄断市场).Thisproposedmodel,ontheonehandhadthecompetitivecircumstance,butontheotherhand,didnothas
detailssuchaslargevarietyofcustomers'preferences,customer–engineeringconcerns,etc.platformbasedproductcos
3)modelinthispaper
considersbothdetailsandcompetitivecircumstance.3)modelinthispapercon3.DescriptionofthePPMproblemConsideringthefirmcapabilitiestoproduceproducts,asetofproductportfolioshavebeenidentified.Eachproducthascertaindesirabilitybetweencustomers.Morespecifically,weconsiderascenarioinwhichasetofproducts,havebeenidentified,giventhatthemanufacturer(m)hasthecapabilities(bothdesignandproduction)toproducealltheseproducts,..Aproductportfolio,,isasetconsistingofsomeselectedproduct.Combined
withtheproducts,asetofproductportfoliosarecreated,.
相关参数3.DescriptionofthePPMprobForexample,ifmanufacturermcanproduce3product,7productportfolioareavailable:(=7)
Everyproduct,
,isassociatedwithcertainengineeringcosts,denotedas.Therearemultiplemarketsegments,S={s1,...,sg,...,sG},eachcontaininghomogeneouscustomers,withadefinitesize,Qg.Thecustomer–engineeringinteractionisForexample,ifmanufacturermembodiedinthedecisionsassociatedwithcustomers’choicesofdifferentproducts.Variouscustomerpreferencesondiverseproductsarerepresentedbyrespectiveutilities,(utilityofthegthsegmentforthenthproductofmthmanufacturer).Productdemandsormarketshares,(marketshareofthegthsegment
forthenthproductofmthmanufacturer),aredescribedbytheprobabilitiesofcustomers’choosingproducts.Customerschooseaproductbasedonthesurplusembodiedinthedecisions
buyerrule.Theyhave
theoptionofnotbuyinganyproductsorbuyingcompetitors’products.Weassumethatcompetitorsrespondtothemanufacturer’smoves,meaningthat,thecompetitionreactbyintroducingnewproducts.buyerrule.Theyhavetheo4.ProblemformulationThepresentpaperconsidersamarketwithGsegments,
S={s1,...,sg,...,sG},and2manufacturersthateachofthemcan
offerNmproducts,
andJmproductportfolios,
.Thisgivesthebimatrix-game(双矩阵对策)
problemwith2playersandJmstrategyforeach,(m=1or2).Thepayoffforeachplayerwillofcoursedependonthecombinedactionsofbothplayers.Apayoffmatrixshowswhatpayoff
eachplayerwillreceiveat4.ProblemformulationThepres
theoutcomeofthegame.Forplayer
m(m=1or2),thepayoffmatrix,Fm,isasfollows:theoutcomeofthegame.FInsummary,aJ1
×J2–bimatrixgameisplayedbytwoplayers,player1andplayer2.Player1hasafinitesetandplayer2hasafinite
set
of
purestrategies.Thepayoffmatrixes[f1(
)],
ofplayer1
and
ofplayer2aredenotedbyF1andF2respectively.Thisgameisdenotedby(F1,F2).Nowthegame(F1,F2)isplayedasfollows.Players1and2choose,independentofeachother,astrategyInsummary,aJ1×J2–bimatr
andrespectively.Here
canbeseenastheprobabilitythatplayer1(2)chooseshis–throw(–thcolumn).The(expected)payoffforplayer1isx1F1x2andtheexpectedpayofftoplayer2isx1F2x2.Astrategypair()isanequilibriumforthegame(F1,F2)ifandThesetofallequilibriaforthegame(F1,F2)isdenotedbyE(F1,F2).ByatheoremofNashthissetisnon-emptyforallbimatrix-games(Nash,1950).Somemethodsforcalculatingpayoffmatrixarrays,,arethere(seeSection2).WeusedthefunctionthatproposedbyJiaoandZhang(2005).Thisfunctionisbasedoncustomer-engineeringinteractionmodelinPPM.Thisisasfollows:ThesetofallequilibriaforEq.(3)istheexpectedsharedsurplusbyofferingaproductportfolio,consistingofproducts,tocustomersegments,sg,eachwithsizeQg.Themarketpotentials,Qg,canbegivenexogenouslyattheoutsetorestimatedthroughavarietyoftechniquesbasedonhistoricaldataortestmarkets.Theutilityofthegthsegmentforthenthproductofmthmanufacturerisdenotedas.ThismodelassumesthatcustomersonlychooseaEq.(3)istheexpectedshared
productwithapositivesurplus.Thechoiceprobability,,
thatacustomerorasegment,sg,choosesaproduct,,withNcomcompetingproducts,isdefinedasfollows:whereuisascalingparameter(尺度参数).Accordingtomatrix(1)andEq.(3),letthefunctionbedefined
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