基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法

基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法一、本文概述Overviewofthisarticle隨著信息技術(shù)的飛速發(fā)展，數(shù)據(jù)包絡(luò)分析（DataEnvelopmentAnalysis，簡稱DEA）和模糊綜合評價方法在眾多領(lǐng)域，如企業(yè)管理、項目評估、決策分析等中得到了廣泛應(yīng)用。這兩種方法各有優(yōu)勢，數(shù)據(jù)包絡(luò)分析擅長處理多輸入多輸出問題，通過對比決策單元之間的相對效率，為優(yōu)化資源配置提供決策支持；而模糊綜合評價方法則能夠處理評價信息中的模糊性和不確定性，使評價結(jié)果更加貼近實際情況。本文旨在將這兩種方法相結(jié)合，構(gòu)建一種基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法，以期在保留各自優(yōu)點的進一步提升評價的準(zhǔn)確性和有效性。Withtherapiddevelopmentofinformationtechnology,DataEnvelopmentAnalysis(DEA)andfuzzycomprehensiveevaluationmethodshavebeenwidelyappliedinmanyfields,suchasenterprisemanagement,projectevaluation,decisionanalysis,etc.Thesetwomethodshavetheirownadvantages.Dataenvelopmentanalysisisgoodathandlingmultiinputandmultioutputproblems,andprovidesdecisionsupportforoptimizingresourceallocationbycomparingtherelativeefficiencybetweendecisionunits;Thefuzzycomprehensiveevaluationmethodcanhandlethefuzzinessanduncertaintyintheevaluationinformation,makingtheevaluationresultsmorecloselyrelatedtotheactualsituation.Thisarticleaimstocombinethesetwomethodstoconstructafuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysis,inordertofurtherimprovetheaccuracyandeffectivenessoftheevaluationwhileretainingtheirrespectiveadvantages.本文首先介紹了數(shù)據(jù)包絡(luò)分析和模糊綜合評價方法的基本理論和發(fā)展歷程，為后續(xù)研究奠定理論基礎(chǔ)。接著，詳細(xì)闡述了基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法的構(gòu)建過程，包括評價指標(biāo)體系的構(gòu)建、數(shù)據(jù)包絡(luò)分析模型的構(gòu)建、模糊綜合評價模型的構(gòu)建等。在此基礎(chǔ)上，通過案例分析，驗證了該方法的可行性和有效性?？偨Y(jié)了該方法的應(yīng)用前景和進一步研究的方向。Thisarticlefirstintroducesthebasictheoryanddevelopmentprocessofdataenvelopmentanalysisandfuzzycomprehensiveevaluationmethods,layingatheoreticalfoundationforsubsequentresearch.Next,theconstructionprocessofthefuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysiswaselaboratedindetail,includingtheconstructionoftheevaluationindexsystem,theconstructionofthedataenvelopmentanalysismodel,andtheconstructionofthefuzzycomprehensiveevaluationmodel.Onthisbasis,thefeasibilityandeffectivenessofthismethodwereverifiedthroughcaseanalysis.Summarizedtheapplicationprospectsandfurtherresearchdirectionsofthismethod.本文的創(chuàng)新點在于將數(shù)據(jù)包絡(luò)分析和模糊綜合評價方法相結(jié)合，既考慮了決策單元的相對效率，又考慮了評價信息中的模糊性和不確定性，使評價結(jié)果更加全面、客觀和準(zhǔn)確。本文還探討了該方法在不同領(lǐng)域中的應(yīng)用前景，為未來的研究提供了有益的參考。Theinnovationofthisarticleliesinthecombinationofdataenvelopmentanalysisandfuzzycomprehensiveevaluationmethod,whichconsidersboththerelativeefficiencyofdecision-makingunitsandthefuzzinessanduncertaintyinevaluationinformation,makingtheevaluationresultsmorecomprehensive,objective,andaccurate.Thisarticlealsoexplorestheapplicationprospectsofthismethodindifferentfields,providingusefulreferencesforfutureresearch.二、數(shù)據(jù)包絡(luò)分析（DEA）理論概述OverviewofDataEnvelopmentAnalysis(DEA)Theory數(shù)據(jù)包絡(luò)分析（DataEnvelopmentAnalysis，簡稱DEA）是一種非參數(shù)的評價方法，由著名的運籌學(xué)家A.Charnes和W.W.Cooper等人在1978年首次提出。DEA使用數(shù)學(xué)規(guī)劃模型來比較決策單元（DecisionMakingUnits，簡稱DMU）之間的相對效率，從而實現(xiàn)對評價對象的綜合評價。該方法的核心思想在于，通過構(gòu)建一個包含所有評價對象的“生產(chǎn)前沿面”，并將每個評價對象與這個前沿面進行比較，以確定其在整體中的相對位置。DataEnvelopmentAnalysis(DEA)isanonparametricevaluationmethoddevelopedbyrenownedoperationsresearcherACharnesandWW.Cooperetal.firstproposeditin1DEAusesmathematicalprogrammingmodelstocomparetherelativeefficiencybetweenDecisionMakingUnits(DMUs),inordertoachievecomprehensiveevaluationofevaluationobjects.Thecoreideaofthismethodistoconstructa"productionfrontier"thatincludesallevaluationobjects,andcompareeachevaluationobjectwiththisfrontiertodetermineitsrelativepositioninthewhole.在DEA模型中，每個DMU都被視為一個生產(chǎn)系統(tǒng)，其投入和產(chǎn)出數(shù)據(jù)被用來衡量其效率。DEA通過求解線性規(guī)劃問題，找到使得所有DMU效率值最大化的權(quán)重，從而得到每個DMU的效率評價值。這些效率值反映了DMU在現(xiàn)有投入和產(chǎn)出條件下的相對效率水平，即它們距離“生產(chǎn)前沿面”的遠近。IntheDEAmodel,eachDMUisconsideredasaproductionsystem,anditsinputandoutputdataareusedtomeasureitsefficiency.DEAsolvesalinearprogrammingproblemtofindtheweightsthatmaximizetheefficiencyvaluesofallDMUs,therebyobtainingtheefficiencyevaluationvaluesforeachDMU.TheseefficiencyvaluesreflecttherelativeefficiencylevelofDMUsunderexistinginputandoutputconditions,thatis,theirdistancefromthe"productionfrontier".DEA具有多種優(yōu)點，如無需預(yù)先設(shè)定函數(shù)形式、無需估計參數(shù)、能夠處理多投入多產(chǎn)出問題等。這使得DEA在多個領(lǐng)域得到了廣泛應(yīng)用，包括企業(yè)績效評價、項目管理、政策評估等。然而，DEA也存在一些局限性，如對數(shù)據(jù)量的要求較高、對異常值敏感等。因此，在實際應(yīng)用中，需要根據(jù)具體問題和數(shù)據(jù)特點來選擇合適的評價方法。DEAhasvariousadvantages,suchasnoneedtopre-setfunctionforms,noneedtoestimateparameters,andtheabilitytohandlemultiinputandmultioutputproblems.ThishasenabledDEAtobewidelyappliedinmultiplefields,includingenterpriseperformanceevaluation,projectmanagement,policyevaluation,etc.However,DEAalsohassomelimitations,suchashighrequirementsfordatavolumeandsensitivitytooutliers.Therefore,inpracticalapplications,itisnecessarytochooseappropriateevaluationmethodsbasedonspecificproblemsanddatacharacteristics.在模糊綜合評價中引入DEA，可以有效解決傳統(tǒng)模糊評價方法中權(quán)重確定的主觀性和模糊性問題。通過DEA的客觀性和精確性，可以得到更加科學(xué)和可靠的評價結(jié)果。DEA還可以處理多投入多產(chǎn)出問題，使得模糊綜合評價更加符合實際情況。因此，基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法具有廣闊的應(yīng)用前景和重要的實踐價值。IntroducingDEAinfuzzycomprehensiveevaluationcaneffectivelysolvethesubjectivityandfuzzinessissuesinweightdeterminationintraditionalfuzzyevaluationmethods.ThroughtheobjectivityandaccuracyofDEA,morescientificandreliableevaluationresultscanbeobtained.DEAcanalsohandletheproblemofmultipleinputsandoutputs,makingfuzzycomprehensiveevaluationmoreinlinewithpracticalsituations.Therefore,thefuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysishasbroadapplicationprospectsandimportantpracticalvalue.三、模糊綜合評價方法理論概述OverviewofFuzzyComprehensiveEvaluationMethodTheory模糊綜合評價方法是一種基于模糊數(shù)學(xué)理論的決策工具，它允許處理那些無法用精確數(shù)值描述的復(fù)雜問題。該方法的核心思想是將模糊的、非定量的評價轉(zhuǎn)化為定量的評價，從而更準(zhǔn)確地反映實際情況。模糊綜合評價方法廣泛應(yīng)用于各個領(lǐng)域，包括項目管理、經(jīng)濟分析、環(huán)境評估等。Fuzzycomprehensiveevaluationmethodisadecision-makingtoolbasedonfuzzymathematicaltheory,whichallowsforhandlingcomplexproblemsthatcannotbeaccuratelydescribedbynumericalvalues.Thecoreideaofthismethodistotransformfuzzyandnonquantitativeevaluationsintoquantitativeevaluations,inordertomoreaccuratelyreflecttheactualsituation.Thefuzzycomprehensiveevaluationmethodiswidelyusedinvariousfields,includingprojectmanagement,economicanalysis,environmentalassessment,etc.建立評價指標(biāo)體系：根據(jù)評價對象的特性和評價目的，確定一系列的評價指標(biāo)。這些指標(biāo)應(yīng)該全面、客觀地反映評價對象的各個方面。Establishanevaluationindexsystem:Determineaseriesofevaluationindicatorsbasedonthecharacteristicsoftheevaluationobjectandtheevaluationpurpose.Theseindicatorsshouldcomprehensivelyandobjectivelyreflectallaspectsoftheevaluationobject.確定指標(biāo)權(quán)重：通過專家打分、層次分析法、數(shù)據(jù)包絡(luò)分析等方法，確定各評價指標(biāo)的權(quán)重。權(quán)重的大小反映了各指標(biāo)在整體評價中的重要程度。Determineindicatorweights:Determinetheweightsofeachevaluationindicatorthroughmethodssuchasexpertscoring,AnalyticHierarchyProcess,andDataEnvelopmentAnalysis.Thesizeoftheweightreflectstheimportanceofeachindicatorintheoverallevaluation.構(gòu)建模糊評價矩陣：通過收集數(shù)據(jù)或?qū)＜掖蚍?，對各個指標(biāo)進行模糊評價，得到模糊評價矩陣。該矩陣反映了各指標(biāo)在不同評價等級上的分布情況。Buildingafuzzyevaluationmatrix:Bycollectingdataorexpertscoring,fuzzyevaluationsareperformedonvariousindicatorstoobtainafuzzyevaluationmatrix.Thismatrixreflectsthedistributionofvariousindicatorsatdifferentevaluationlevels.模糊合成與決策：利用模糊合成算子，將模糊評價矩陣與指標(biāo)權(quán)重進行合成，得到綜合評價結(jié)果。根據(jù)綜合評價結(jié)果，可以進行決策分析或排序。Fuzzysynthesisanddecision-making:Usingfuzzysynthesisoperators,thefuzzyevaluationmatrixiscombinedwithindicatorweightstoobtainacomprehensiveevaluationresult.Basedonthecomprehensiveevaluationresults,decisionanalysisorrankingcanbecarriedout.數(shù)據(jù)包絡(luò)分析（DataEnvelopmentAnalysis,DEA）是一種非參數(shù)的前沿效率評價方法，它通過比較決策單元（DecisionMakingUnits,DMUs）的相對效率來評價其性能。在模糊綜合評價方法中，可以利用數(shù)據(jù)包絡(luò)分析確定各評價指標(biāo)的權(quán)重，從而更加客觀地反映各指標(biāo)在整體評價中的地位和作用。DataEnvelopmentAnalysis(DEA)isanonparametricfrontierefficiencyevaluationmethodthatevaluatesitsperformancebycomparingtherelativeefficiencyofDecisionMakingUnits(DMUs).Inthefuzzycomprehensiveevaluationmethod,dataenvelopmentanalysiscanbeusedtodeterminetheweightsofeachevaluationindicator,therebymoreobjectivelyreflectingthestatusandroleofeachindicatorintheoverallevaluation.基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法結(jié)合了模糊數(shù)學(xué)和數(shù)據(jù)包絡(luò)分析的優(yōu)勢，能夠更全面地反映評價對象的實際情況，為決策者提供更加準(zhǔn)確、可靠的信息支持。Thefuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysiscombinestheadvantagesoffuzzymathematicsanddataenvelopmentanalysis,whichcanmorecomprehensivelyreflecttheactualsituationoftheevaluationobjectandprovidedecision-makerswithmoreaccurateandreliableinformationsupport.四、基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法構(gòu)建ConstructionofFuzzyComprehensiveEvaluationMethodBasedonDataEnvelopmentAnalysis數(shù)據(jù)包絡(luò)分析（DataEnvelopmentAnalysis，簡稱DEA）是一種非參數(shù)統(tǒng)計方法，用于評估決策單元的相對效率。模糊綜合評價方法則是一種處理模糊信息、進行多因素決策的有效工具。結(jié)合這兩者，可以構(gòu)建一種基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法，旨在更準(zhǔn)確、全面地評價復(fù)雜系統(tǒng)中的多因素問題。DataEnvelopmentAnalysis(DEA)isanonparametricstatisticalmethodusedtoevaluatetherelativeefficiencyofdecision-makingunits.Thefuzzycomprehensiveevaluationmethodisaneffectivetoolforhandlingfuzzyinformationandmakingmultifactordecisions.Bycombiningthesetwo,afuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysiscanbeconstructed,aimingtomoreaccuratelyandcomprehensivelyevaluatemultifactorproblemsincomplexsystems.確定評價指標(biāo)體系：根據(jù)評價對象的特點和目的，選取合適的評價指標(biāo)，構(gòu)建評價指標(biāo)體系。這些指標(biāo)應(yīng)能夠全面反映評價對象的各個方面。Determinetheevaluationindicatorsystem:Basedonthecharacteristicsandobjectivesoftheevaluationobject,selectappropriateevaluationindicatorsandconstructanevaluationindicatorsystem.Theseindicatorsshouldbeabletocomprehensivelyreflectallaspectsoftheevaluationobject.數(shù)據(jù)收集與處理：收集各決策單元在各項指標(biāo)上的數(shù)據(jù)，并進行必要的預(yù)處理，如數(shù)據(jù)清洗、歸一化等，以確保數(shù)據(jù)的準(zhǔn)確性和可比性。Datacollectionandprocessing:Collectdatafromvariousdecision-makingunitsonvariousindicatorsandperformnecessarypreprocessing,suchasdatacleaningandnormalization,toensuretheaccuracyandcomparabilityofthedata.基于DEA的效率評價：利用DEA方法，對各決策單元的效率進行評價。通過構(gòu)建DEA模型，計算各決策單元的效率得分，以衡量其在各項指標(biāo)上的相對表現(xiàn)。EfficiencyevaluationbasedonDEA:UsingDEAmethodtoevaluatetheefficiencyofeachdecision-makingunit.ByconstructingaDEAmodel,calculatetheefficiencyscoresofeachdecision-makingunittomeasuretheirrelativeperformanceonvariousindicators.模糊綜合評價：在DEA效率評價的基礎(chǔ)上，引入模糊綜合評價方法。通過確定各指標(biāo)的權(quán)重和隸屬度函數(shù)，將定量評價與定性評價相結(jié)合，對各決策單元進行綜合評價。模糊綜合評價可以充分考慮評價過程中的模糊性和不確定性，使評價結(jié)果更加貼近實際情況。Fuzzycomprehensiveevaluation:OnthebasisofDEAefficiencyevaluation,thefuzzycomprehensiveevaluationmethodisintroduced.Bydeterminingtheweightsandmembershipfunctionsofeachindicator,combiningquantitativeevaluationwithqualitativeevaluation,acomprehensiveevaluationofeachdecision-makingunitisconducted.Fuzzycomprehensiveevaluationcanfullyconsiderthefuzzinessanduncertaintyintheevaluationprocess,makingtheevaluationresultsmorecloselyrelatedtotheactualsituation.結(jié)果分析與決策：根據(jù)模糊綜合評價的結(jié)果，對各決策單元進行比較和排序，找出優(yōu)勢和不足，為決策提供科學(xué)依據(jù)。同時，還可以根據(jù)評價結(jié)果對評價指標(biāo)體系進行調(diào)整和優(yōu)化，以提高評價方法的準(zhǔn)確性和有效性。Resultanalysisanddecision-making:Basedontheresultsoffuzzycomprehensiveevaluation,compareandrankeachdecision-makingunit,identifyadvantagesanddisadvantages,andprovidescientificbasisfordecision-making.Atthesametime,theevaluationindexsystemcanbeadjustedandoptimizedbasedontheevaluationresultstoimprovetheaccuracyandeffectivenessoftheevaluationmethod.通過構(gòu)建基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法，可以充分發(fā)揮DEA和模糊綜合評價方法的優(yōu)勢，實現(xiàn)對復(fù)雜系統(tǒng)中多因素問題的全面、準(zhǔn)確評價。這種方法不僅適用于企業(yè)績效評價、項目管理等領(lǐng)域，也可以廣泛應(yīng)用于其他需要多因素決策的場景。Byconstructingafuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysis,theadvantagesofDEAandfuzzycomprehensiveevaluationmethodscanbefullyutilizedtoachievecomprehensiveandaccurateevaluationofmultifactorproblemsincomplexsystems.Thismethodisnotonlyapplicabletofieldssuchasenterpriseperformanceevaluationandprojectmanagement,butcanalsobewidelyappliedtootherscenariosthatrequiremultifactordecision-making.五、基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法應(yīng)用ApplicationofFuzzyComprehensiveEvaluationMethodBasedonDataEnvelopmentAnalysis隨著社會的快速發(fā)展和技術(shù)的不斷進步，決策問題變得越來越復(fù)雜。在許多領(lǐng)域，如企業(yè)管理、工程項目評估、環(huán)境質(zhì)量評價等，都需要運用科學(xué)、合理的評價方法來解決實際問題?；跀?shù)據(jù)包絡(luò)分析的模糊綜合評價方法，作為一種綜合性的評價技術(shù)，能夠有效地處理這類問題，其應(yīng)用前景十分廣闊。Withtherapiddevelopmentofsocietyandthecontinuousprogressoftechnology,decision-makingproblemshavebecomeincreasinglycomplex.Inmanyfields,suchasenterprisemanagement,engineeringprojectevaluation,environmentalqualityevaluation,etc.,scientificandreasonableevaluationmethodsareneededtosolvepracticalproblems.Thefuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysis,asacomprehensiveevaluationtechnique,caneffectivelyhandlesuchproblems,anditsapplicationprospectsareverybroad.基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法，在實際應(yīng)用中主要體現(xiàn)在以下幾個方面：Thefuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysisismainlyreflectedinthefollowingaspectsinpracticalapplications:多屬性決策問題：在處理多屬性決策問題時，該方法能夠通過構(gòu)建模糊數(shù)據(jù)包絡(luò)分析模型，將各個屬性的屬性值轉(zhuǎn)化為相對效率值，從而為決策者提供清晰、直觀的評價結(jié)果。例如，在企業(yè)投資決策中，可以通過該方法對不同的投資方案進行綜合評價，選擇出最優(yōu)的投資方案。Multiattributedecision-makingproblem:Whendealingwithmulti-attributedecision-makingproblems,thismethodcanconverttheattributevaluesofeachattributeintorelativeefficiencyvaluesbyconstructingafuzzydataenvelopmentanalysismodel,therebyprovidingdecision-makerswithclearandintuitiveevaluationresults.Forexample,inenterpriseinvestmentdecision-making,thismethodcanbeusedtocomprehensivelyevaluatedifferentinvestmentplansandselecttheoptimalinvestmentplan.多目標(biāo)優(yōu)化問題：在多目標(biāo)優(yōu)化問題中，該方法可以通過構(gòu)建多目標(biāo)模糊數(shù)據(jù)包絡(luò)分析模型，對各個目標(biāo)進行權(quán)重分配，從而得出各方案的綜合評價結(jié)果。例如，在工程項目管理中，可以通過該方法對不同的設(shè)計方案進行綜合評價，選擇出最符合項目需求的設(shè)計方案。Multiobjectiveoptimizationproblem:Inmulti-objectiveoptimizationproblems,thismethodcanconstructamulti-objectivefuzzydataenvelopmentanalysismodeltoassignweightstoeachobjective,therebyobtainingcomprehensiveevaluationresultsforeachscheme.Forexample,inengineeringprojectmanagement,thismethodcanbeusedtocomprehensivelyevaluatedifferentdesignschemesandselectthedesignschemethatbestmeetstheprojectrequirements.環(huán)境評價問題：在環(huán)境評價領(lǐng)域，該方法可以綜合考慮環(huán)境質(zhì)量的多個指標(biāo)，通過構(gòu)建模糊數(shù)據(jù)包絡(luò)分析模型，對環(huán)境質(zhì)量進行綜合評價。例如，在評價城市環(huán)境質(zhì)量時，可以通過該方法對城市的空氣質(zhì)量、水質(zhì)、噪聲等多個指標(biāo)進行綜合評價，得出城市環(huán)境質(zhì)量的整體評價結(jié)果。Environmentalassessmentissues:Inthefieldofenvironmentalassessment,thismethodcancomprehensivelyconsidermultipleindicatorsofenvironmentalqualityandconductacomprehensiveevaluationofenvironmentalqualitybyconstructingafuzzydataenvelopmentanalysismodel.Forexample,whenevaluatingurbanenvironmentalquality,thismethodcanbeusedtocomprehensivelyevaluatemultipleindicatorssuchasairquality,waterquality,andnoise,andobtaintheoverallevaluationresultsofurbanenvironmentalquality.基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法在實際應(yīng)用中具有廣泛的應(yīng)用前景。該方法不僅能夠處理多屬性決策問題、多目標(biāo)優(yōu)化問題，還能夠應(yīng)用于環(huán)境評價等多個領(lǐng)域。未來，隨著該方法的不斷完善和發(fā)展，相信其在決策評價領(lǐng)域的應(yīng)用將會更加廣泛和深入。Thefuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysishasbroadapplicationprospectsinpracticalapplications.Thismethodcannotonlyhandlemulti-attributedecision-makingproblemsandmulti-objectiveoptimizationproblems,butalsobeappliedinmultiplefieldssuchasenvironmentalevaluation.Inthefuture,withthecontinuousimprovementanddevelopmentofthismethod,itisbelievedthatitsapplicationinthefieldofdecisionevaluationwillbemoreextensiveandin-depth.六、結(jié)論與展望ConclusionandOutlook本文研究了基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法，并進行了詳盡的理論探討和實證分析。數(shù)據(jù)包絡(luò)分析（DEA）作為一種非參數(shù)效率評估方法，在多個領(lǐng)域都展現(xiàn)了其獨特的優(yōu)勢。將其與模糊綜合評價方法相結(jié)合，可以彌補傳統(tǒng)評價方法的不足，特別是在處理復(fù)雜系統(tǒng)、多目標(biāo)、多屬性評價問題時，表現(xiàn)出更強的適應(yīng)性和靈活性。Thisarticlestudiesthefuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysisandconductsadetailedtheoreticalexplorationandempiricalanalysis.DataEnvelopmentAnalysis(DEA),asanonparametricefficiencyevaluationmethod,hasdemonstrateditsuniqueadvantagesinmultiplefields.Combiningitwithfuzzycomprehensiveevaluationmethodscancompensatefortheshortcomingsoftraditionalevaluationmethods,especiallyindealingwithcomplexsystems,multi-objective,andmulti-attributeevaluationproblems,demonstratingstrongeradaptabilityandflexibility.通過本文的研究，我們發(fā)現(xiàn)基于數(shù)據(jù)包絡(luò)分析的模糊綜合評價方法具有以下特點：Throughtheresearchinthisarticle,wefoundthatthefuzzycomprehensiveevaluationmethodbasedondataenvelopmentanalysishasthefollowingcharacteristics:綜合性：該方法能夠綜合考慮多個指標(biāo)、多個維度，提供全面的評價信息。Comprehensiveness:Thismethodcancomprehensivelyconsidermultipleindicatorsanddimensions,providingcomprehensiveevaluationinformation.客觀性：數(shù)據(jù)包絡(luò)分析基于實際數(shù)據(jù)，無需預(yù)先設(shè)定權(quán)重，減少了主觀因素的影響。Objectivity:Dataenvelopmentanalysisisbasedonactualdata,withouttheneedforpre-setweights,reducingtheinfluenceofsubjectivefactors.模糊性處理：對于難以量化的指標(biāo)或存在模糊性的評價，該方法能夠進行有效的處理，提高了評價的準(zhǔn)確性。Fuzzyprocessing:Thismethodcaneffectivelyhandl