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北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文外文文献原稿和译文原稿IntegratedFrameworkforReverseLogisticsAbstract:Althoughreverselogisticshasbeendisregardedformanyyears,pressuresfrombothenvironmentalawarenessandbusinesssustainabilityhaverisen.Reverselogisticalactivitiesincludereturn,repairandrecycleproducts.Traditionally,sincetheinformationtransparencyoftheentiresupplychainisrestricted,businessisdifficulttopredict,andprepareforthesereverseactivities.Thisstudypresentsanagent-basedframeworktoincreasethedegreeofinformationtransparency.Thecooperationbetweensensoranddisposalagentshelpspredictreverseactivities,avoidreturn,speeduprepairandprepareforrecyclingbehaviors.Keywords:ReverseLogisticsinformationtransparencyagent-basedsystem1IntroductionAcompletesupplychainconcepttypicallyincludesforwardandreverselogistics.However,reverselogisticshasbeenmuchlessexaminedthanforwardlogistics.Reverselogisticshasrecentlyemergedascrucialissuesinbothpracticesandacademicstudies.Reverselogisticsencompassesplanning,implementingandcontrollingtheefficientandcosteffectiveflowofrawmaterials,in-processinventory,finishedgoodsandrelatedinformationfromthepointofconsumptiontothepointoforigintorecapturevalueordisposeproperly.IntheEuropeanUnion,theWasteElectricalandElectronicEquipment(WEEE)directive,thiscameintoforceinAugust2005,andtheRestrictionofHazardousSubstances(RoHS)directive,whichcameintoforcein2006;requirescompaniestotakeresponsibilityforproductthattheysellthroughouttheproductentirelifecycle.Reverselogisticshasbecomeimperativeforbusiness.Manypreviousstudieshaveattemptedtoformulatemathematicalmodelsofreverselogistics.Amongthesestudies,Minetal.15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文presentedageneticalgorithmmodeltodeploycentralizedreturncenters.KlausnerandHendricksonexploredtherelationshipbetweenproductreturnratioandreverselogisticsstrategy.KulshreshthaandSarangiexaminedthelinkbetweenrecyclingandpricediscrimination.Althoughtheseoptimizationmodelsprovidepartialreverselogisticsolutions,theyincludemanyassumptionsthatwouldnotholdinreality.Sincereverselogisticactivitiesaretoouncertaintoformulize,theinformationaboutthemshouldideallybecombined.Additionally,somestudieshaveinvestigatedthisissuefromtheperspectiveoftheentiresupplychain.Forinstance,Beamonextendedtheforwardsupplychain,andproposedthegreensupplychainconcept.Tibben-LembakeandRogersdiscussedthedistinctionbetweenforwardandreverselogisticsinmultipledimensions.MollenkopfandClossdiscussedthehiddenvalueofreverselogisticsfromtheentiresupplychain.Richeyetal.surveyedreverselogisticsprograms,andclaimedthatinformationisacriticalfactor.Companiesareincreasinglyutilizingreverselogisticsasabusinessstrategy.Forinstance,loosereturnpoliciesmightgivecustomerstheimpressionofhighproductquality.Additionally,abusinessmayearngoodwillfromsociallyorenvironmentresponsiblebehavior.However,thesereverselogisticsstrategiesmightleadtoalargeamountofreturnedandrecycledmerchandise.Businessesrequireadditionalinformationtoresolvethisviciouscircle.Otherwise,theopaqueinformationmightinvokeahugebullwhipeffect.Asbusinessobtainsmoreinformation,theycanpredictandprepare,orevenpreventbadeffectsinreverseactivities.Ifthereturnedproductsarefashionmerchandise,suchas3Celectronicproductorseasonalclothes,thentheproductremainingvaluemightfallwhentheyaresentbackbytheconsumertotheproducersite.Therefore,ifsufficientinformationisavailabletoenablebusinessestopredictreturnsearly,thenbusinesscouldproperlyprepareandreduceprocesstimetomaintaintheirremainingvalues.Additionally,duetotheenforcementofWEEEorRoHSinEuropeanUnion,manufacturerswouldbecomeconcernedwiththerecycleratioatanytime.Thisstudyconsidersthesereverselogisticactivitiesmoreactively.Anagent-basedmodelispresentedtoincreaseinformationtransparencydegree(ITD)oftheentiresupplychainmanagement(SCM).AsupplychainwithahighITDservesasanearlywarningsystem,andworksveryefficiently.AHighITDenhancesinformationsharingwithinanentiresupplychainmanagement(SCM).15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文2ProblemDescriptionsPreviousstudieshavecategorizedreverselogisticactivitiesintothreegroups,asshowninTable1,namelyreturn,repairandrecycle.Intheprocessofforwardlogistics,suppliersproviderawmaterialtomanufacturers,whomakeproducts,whicharethensenttocustomers,generallythroughdistributors.Conversely,acustomermightsendaproductbackforreturn,repairorrecycling.Additionally,manufacturersandsuppliersalsoneedtodealwithdefectiveornonworkingproducts.Recyclingcollectorsneedtodisposeoftheserecycledproductsproperly,andtransferreusablematerialsbacktothesupplierandmanufacturer.Thisprocessisknownasreverselogistics.Thesereverseactivitieshavethefollowingproblems.(1)Ifacustomerreturnsproducttoadistributor,thenthedistributormightstockreturnedproductstoaparticularlevel,thensendthembacktomanufacturer.However,thispracticeadverselyaffectsthemanufacturer,whohaslesstimetoprocessthereturnedproducts,thustheloweringtheirremainingvalue.(2)Recyclinglaws,suchasWEEEandRoHSintheEuropeanUnion,increasetheimportanceofrecyclingactivities.Businessesneedtomonitorrecycleratios,andraisethemtocomplywithrecyclinglaws.(3)Finally,intherepairaspect,repairingprocessingtimeshouldbereducedtomaintaintheimageofabusiness.Alltheseproblemsarecustomer-centricanddifficulttopredict.However,iftheITDoftheentiresupplychaincouldbeimproved,thenthepredictionaccuracycouldbeenhancedtoenabletheupstreamanddownstreamenterprisesofsupplychaintobepreparedearly.3ProposedFrameworkThisstudyassumessymbiosisintheentiresupplychainsystem.Thesupplychain’sparticipantsareassumedtosharethreedatabases,namelycustomer,productandtransaction.Theaccesspermissionsareasfollows.(1)InthecustomerDB,thedistributorcaninsertandupdateandallotherparticipantscanonlyquery.(2)IntheproductDB,themanufacturercaninsertandupdateandallotherparticipantscanonlyquery.(3)InthetransactionDB,thedistributorcaninsertandupdate;manufacturercanupdate,andallotherparticipantscanonlyquery.Theshareddataareupdatedregularly.Thissymbiosisassumptionisconsistentwiththeconceptofstrategicpartners,inwhichinnovative15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文enterprisessharesalesdata,customerbuyingpatternsandfutureplanswiththeirpartners.Sincemostreverseactivitiesaretriggeredbycustomers,andarehardtopredictaccuratelybyconventionalanalyticapproaches,heuristicsandAItechniquesmighthelp.Intheforwardsupplychain,Piramuthudevelopedanagent-basedframeworktoautomatesupplychainconfiguration,andtoimprovetheperformanceofthesupplychainwithdynamicconfiguration.However,toourknowledge,nostudyhasappliedagentstoreverseactivities.Thisstudypresentsanagent-basedapproach.AsillustratedinFigure1,twoagents,thesensoragentandthedisposalagent,areintegratedwithintheproposedframework.Sinceanagentcouldautonomouslymonitorthechangingenvironmentandreactautomaticallytocompleteagoal,theymighthelpfullymanagethiscustomer-centricproblem.3.1TheSensorAgentThesensoragentautonomouslymonitorstherecentdata,andtransmitswarningsignalstothedisposalagentatappropriatetimes.Additionally,itperformsmarketingsurveysifrequired.Sinceproductreturnsmightresultinserioussupplychainproblems,returndatashouldbemonitoredatleastweekly.Conversely,sincemonitoringrepairdataislikelytobelessurgentthanmonitoringreturndata,amonthlymonitoringperiodmightbesufficient.Thepossibleproductrecycletimecouldbeestimatedfromtheproductlifecycle.Therefore,thisstudyrecommendsenablingactivedatabasetriggersincustomerprofiledatatoprovidenoticesignals.Themonitoringshouldfollowrulestodetectpossiblereverseactivities.Table2listssomesuchrules.Theserulescomefromheuristicsanddataminingresults.Thesensoragentshouldperiodicallyperformdataminingonthehistoricaldataordatawarehouse.Somedataminingtechniques(e.g.,thoseinTable3)couldbeconsidered.Theclusteranalysisconsiderssometransactionlevelattributes,e.g.,recency,frequencyandmonetary(RFM)attributes,toclustercustomeranddiscoverthereverseactivitypatternsofcustomerdemographicinformation.Additionally,intheproductdimension,productcharacteristicscouldbeadoptedtoclusterproductsratherthanoriginalproducttypes.Furthermore,sincesomepatternsmightbecrossclusters,theassociationanalysiswouldtakeatleasttwoclusterresultsfromclusteranalysisasinputstodiscoverthereversepatternsbetweenthese15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文twoinputs.Forinstance,someclustersofcustomers,whoboughtproducts,mightbefoundtohavehighreturnratios.Thesediscoveredpatternswouldbereviewedbyexperts,andthenfedintotherulebaseofthesensoragent.Therefore,thesensoragentwouldhavealearningcapabilitytoimproveitsownmonitoringcorrectness.3.2TheDisposalAgentAfterreceivingsignalsfromthesensoragent,thedisposalagentrecommendstreatmentsbycase-basedreasoning(CBR)[1],andreferencesupplementaryrulesifnecessary.Thecasebasestoressuccessfulcasesfrompreviousexperience.Therulebaseincludessomesupplementaryheuristicsfromdomainexperts.AsrevealedinFigure2,awarningsignalconsistsofthreeparts{urgentdegree(UF),signalflag(SF),triggerfeatures}.SFcouldbe“return”,“recycle”,or“repair”.UFindicatesdegreesofimpact.InFigure3,dependingonthedifferentUF,thesystemwouldhavedifferentactions.Itcompares{SF,triggerfeatures}tothose{CF,casefeatures}ofcasesincasebase,andretrievethetreatmentsofthefittestcasetodecisionmaker.Itmightrefertosupplementaryrulesfordetailedsuggestionsorothersuggestions(ifnosuitablecasecouldbefound).Then,disposalagentmightperformtreatmentsautomaticallyorsuggesttodecision-makers.Itwouldcooperatewithothersystems,e.g.,programsofscheduling,inventorymanagementorqualitychecking.Iftheresponseofthisproblemsolvingisgood,thentheexperiencesmaybeannotatedbyhumanexperts,andthenretainedinthecasebaseasfurtherreferences.Therefore,thedisposalagentcouldhavelearningcapabilitytoimproveitsperformancenexttime.3.3TheIntegratedSystemFrameworkTheframeworkhasthreestages.AtstageI,thesensoragentmonitorsthedata;predictsthepossibilitiesofreverseactivities,andtransmitsdifferentwarningsignalstothedisposalagent.Therulebasecomesfromheuristics,andisperiodicallyupdatedbydataminingtechniques(e.g.,clusteringandassociationanalyses).AtstageII,thedisposalagentrecommendsfeasibletreatmentsfrompastcasesandreferencingrules.AtstageIII,forpossibleseriouseffects,disposalmightfurtherrecommendorautomaticallyinitiatesomerelatedbusinessprocesspreparations(e.g.,scheduling).Additionally,thedisposalagentshouldnotifythesensoragentofitstreatment,andaskforanecessaryfollow-up.For15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文instance,ifasensoragentdiscoversthatthefrequenciesofcustomercomplaintphoneshaverisen,andpredictsthatthepossiblereturnrateislikelytoincrease,thenthedisposalagentrecommendsemployingcustomerspecialiststolistentocustomerconcerns.Afterthetreatmenthasbeencompleted,thesensoragentperformsacustomersatisfactionsurveytocheckwhethertheproblemshavebeensolved.Thesensoragentalsogivesthedisposalagenttheevaluationfeedbackconcerningtheeffectivenessofthetreatment.Basedonthefeedback,thedisposalagentaddsannotationstotheoriginalcasebase,andrecommendsfurthertreatmentifneeded.4BusinessIllustrativeScenariosTounderstandtheproposedframeworkclearly,thethreeclassesofreverselogisticactivityaredescribedasfollows.4.1ReturnScenarioAccordingtotheproposedframework,thesensoragentmonitorsthedata,whicharegatheredfromtheconsumersiteandshareddatacenter;performsweeklycrossanalysestodiagnosethereturnprobability,andtransmitsalarmsignals.Forinstance,assumecustomerismakinganincreasingnumberofcomplaints,andthather(his)profile(Gender,Education)=(Female,High)matchesonereturnpatterninTable3.Thesensoragentverifiesthewarrantperiodoftherelatedtransaction.Iftheguaranteeperiodhasexpired,thena“moderate”signalissent.Conversely,iftheproductisstillunderguarantee,thenan“influential”signalissent,whileiftheoriginaltransactionamountwasalsolarge,thena“serious”signalisflagged.Thedisposalagentthenrecommendsappropriatetreatments.Formoderatesignals,thedisposalagentautomaticallysendsane-mailtoacustomeracknowledgingthecustomer’sconcerns.For“influential”signals,thedisposalagentadvisesacustomerspecialisttocontactthecustomerinordertopreventpossiblereturn.Forserioussignals,thedisposalagentrecommendsperformingrelatedbusinessprocessessuchaspreparingreturnstock-location.Afterthetreatmentiscompleted,thesensoragentshouldfollowupthecustomersatisfactionandgivefeedbacktothedisposalagent.Theproposedframeworkcouldprovideanearlywarningtothemanufactureraboutpossiblereturns,andadditionallycouldsummarizethetop10returnreasonsforproductre-design.TheITDwouldincreaseunderthisframework.15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文4.2RepairScenarioBasedontheproposedframework,thesensoragentwouldanalyzethecomplaintsfromconsumersmonthly,andcalculatetherepairpossibilities.Forinstance,supposethatsomecustomersofelectronicproductsliveinthemoistarea,matchingaruleinTable2.Thesensoragentjudges,accordingtothepastdata,thatsomepartsoftheseproductsmightmalfunctionlater.Ifthesepartsarenormalmaterials,thena“moderate”signalistransmitted.Ifthesepartscontainspecialmaterials,thenan“influential”signalissent.Iftherepairingbehaviorswouldrequireparticularengineerskills,thena“serious”signalisflagged.Thedisposalagentrecommendsappropriatetreatmentstothedecisionmaker.Fora“moderat”signal,thedisposalagentverifiesthematerialstocks,andautomaticallyschedulestheserepairrequirements.For“influential”signals,thedisposalagentrecommendsmaterialprocurementstothedecisionmaker.Inthiscase,owingtothelongerrepairperiod,thedisposalagentarrangesatemporaryreplacementproductforcustomers.Forserioussignals,thedisposalagentschedulesanotherengineer,orrecommendsfurthertrainingforengineers.Afterthetreatmentiscompletedforcertainperiod(sayonemonth),thesensoragentfollowsupcustomeropinions,andgivesfeedbacktothedisposalagentforfurtherimprovement.TheITDoftheSCMishigherundertheproposedframeworkthaninothersystems,enablingtherepaircentertoprepareforpossiblerepairstoacceleratetherepairtime.4.3RecyclingScenarioAccordingtotheproposedframework,databasetriggersnotifythesensoragentthepossibilitiesforrecyclingwhentheproductapproachestheenditslife.Theproductsizeandmaterialsischecked.Iftheproductmaterialsarenormal,thenthesensoragentsendsamoderatesignal.Iftheproductscontaintoxicorharmfulmaterials,thenthesenoragentsends“serious”signal.Thedisposalagentthenrecommendstreatmentstothedecisionmaker.Fora“moderate”signal,distributorsarerecommendedtoconductrelationshipmarketingtotheircustomerstoexpressconcernsabouttheirproductusage.Additionally,somenotificationmessagescouldbetransmittedautomaticallytotherecyclingcollectortoraisetheratioofrecycledmaterial.Forserioussignals,thedisposalagentshouldreporttothedecisionmakerto15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文complywithWEEEandRoHSrequirements.TheproposedframeworkraisestheITDofSCM.Moreover,therecyclingratiocouldbeexpectedtoincreaseiftherecyclingpromotionbecomesmoreactive.5ConclusionsReverselogisticactivitieshaverecentlybecomeacriticalissueforbothconsumerandproducersites,butpresentsomedilemmas.(1)Businessesareincreasinglyadoptingloosereturnpolicyasstrategy.However,inpractice,thereturnedproductsarestockedbydistributors,cannotbeprocessedquicklybymanufacturerstoregaineconomicvaluequickly.(2)Asnewenvironmentallawsareincreasinglybeingenforced,recyclingactivitiesareadditionalburdenstothemanufacturer,butarealsosocialandenvironmentresponsibilities.Additionally,therecyclingbehaviorsarenotnecessaryforcustomer,forwhomtherewardislimited.Therefore,recyclingisdifficulttoimplementwellinpractice.(3)Repairisinconvenientforbothcustomersandrepaircenters.Customerscannotusetheirproductsduringtherepairperiod.Thus,decreasingtherepairtimecouldimprovecustomer’ssatisfaction.However,withoutproperinformation,repaircenterscannotscheduletherequiredresourcestoshortentherepairtime.Thisstudypresentsanagent-basedframeworktoimproveinformationtransparencydegreeofthesereverseactivities.Asensoragentoperateslikeanearlywarningsystemtodetectpossiblereverseactivitiesactively.Adisposalagentoperateslikeaconsultant,recommendingtreatmentstodecisionmaker,andevenarouserelatedbusinessprocessesautomatically.Theproposedframeworkisexpectedtoincreasethesupplychain’sinformationtransparencydegree,andimprovetheperformanceofreversesupplychainactivities.Futureresearchwillconcentrateonimplementingthisframework,andonverifyingitsperformanceandeffectivenessusingreal-worlddataandfieldstudies.15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文译文综合框架逆向物流摘要:尽管逆向物流已经被无视了很多年,从环境意识和业务持续性压力上升。逆向物流活动包括恢复,修复和再生产品。传统上,从整个供应链的信息透明度是受限制的,企业是很难预测的,并准备这些反向活动。本研究提出了增加信息透明度基于代理的框架。合作关系的传感器和处理剂有助于预测反向活动,避免返回,加快修复和准备回收行为。关键词:逆向物流信息透明度1引言 一个完整的供应链的概念,通常包括正向和反向物流。然而,逆向物流比正向物流研究得少的多。逆向物流最近已逐渐成为重要的问题并分为两种方法进行学术研究。逆向物流就是规划执行和控制的效率和成本原料的有效流动,从消费点开始在过程库存,成品及相关信息处置适当以夺回原点价值。在欧盟,废弃电器及电子设备(WEEE协议)协议在2005年8月开始生效,有害物质限制(官方协议)的协议在2006年生效;协议要求公司对出售的整个产品的整个生命周期反向物流负责,这已成为公司刻不容缓的责任。许多以前的研究曾试图制订的逆向物流数学模型,Min等人就在这些研究的基础上介绍了部署集中返回中心的遗传算法的模型。克劳斯诺和亨德里克森探索了产品的回报率和逆向物流的策略之间的关系。库勒和塞兰奇研究回收和价格贬值之间的联系。虽然这些优化模型提供部分逆向物流解决方案但它们包括的许多假设在现实中很难得到实施。由于逆向物流活动不太明朗,关于他们的信息最好以公式化结合起来。此外,一些研究调查表明这个问题要从整个供应链角度来看,举例来说,蒙在延长供应链里提出了绿色供应链的概念。雷蒙德和罗杰斯讨论正向和反向物流在多个层面之间的区别。莫勒科普和卡洛斯从整个供应链过程中讨论隐藏价值的逆向物流。瑞奇等人在接受调查的逆向物流程序中宣称资料是一个关键因素。越来越多的公司正在利用逆向物流作为一个商业策略。举例来说,宽松的退货政策可能给客户的印象是产品高质量,此外企业从社会或环境负责的行为还可能获得顾客更高的满意度15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文。然而这些逆向物流的战略可能会导致大量的商品返回和回收,企业需要额外的信息来解决此恶性循环,否则不透明的信息可能会引起一个巨大的牛鞭效应。作为企业可以在业务中获得更多信息来预测和准备来防止在逆向活动引起的不良影响。如果当他们由消费者向生产者的网站送回的产品是时尚商品,如电子产品或季节性的衣服,其价值可能下降。因此,如果具备足够的信息可以使企业早预测回报,企业就可以作适当的准备减少处理时间以维持其剩余的价值。另外,由于产品在欧洲联盟有执行电子设备协议所以制造商比在任何时间都要关注。这项研究的结果使这些逆向物流活动更加积极。一种基于代理的模型是增加整个供应链管理(SCM)信息透明度的程度。供应链中将具有有高效率的信息技术ITD作为一个早期预警系统,。一个高信息技术的ITD能提高的整个供应链管理(SCM)的信息共享程度。2问题说明先前的研究将逆向物流活动分为3组,即返回,修理和回收。在这一过程中正向物流中供应商提供原材料到制造商,制造商制造产品通过分销商然后再发送给客户。反之,客户可能会让一个产品返回、修理或循环再造。此外制造商和供应商还需要处理非工作原因或有缺陷的产品。回收者需要处理这些循环再造的产品,妥善转让可重复使用的材料给供应商和制造商,这一过程被称为逆向物流。这些逆向的活动有以下的问题:1)如果客户将产品转回给分销商,然后分销商将可返回的产品以某一方式传送回制造商。这种做法会对制造商产生不利影响,因为在这过程中谁能减少传回的产品的时间就能降低其剩余的价值。2)回收的法律,如欧盟的电子设备协议和RoHS协议明确了回收活动的重要性,企业需要监察回收比率以提高他们遵守回收的法律的意识。3)在处理解决方面,处理解决的时间应减少可以以维持一个企业的形象,这也是逆向物流活动的定义,消费的产品在买了一定的时间内以任何理由(合理或不合理的)结果都要回报消费者。保证客户可能会收到一个完全相同的新产品并且相当于收回产品交换或全部的钱,客户一般会从厂家得到可使用的产品。回收方回收消费者发送的没有价值的或不想要的产品但这样的客户可能会得不到厂家给的优惠。所有这些问题都是以客户为中心的和难以预料的。但如果在信息技术的整个供应链可以加以改善的话那么预测精度可以提高,让上游和下游企业的供应链尽量准备早。3拟议的框架15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文本研究假设在整个供应链系统的共生。供应链的参与者都分享三个数据库,即客户,产品和交易。访问权限如下。(1)在客户数据库,经销商可以插入、更新和所有其他参与者只能查询。(2)在产品数据库,制造商可以插入、更新和所有其他参与者只能查询。(3)在事务数据库,经销商可以插入和更新;制造商可以更新,和所有其他参与者只能查询。共享数据的定期更新。这种共生关系的假设是与战略合作伙伴的概念相一致,在创新企业的销售数据,客户的购买模式和与他们的合作伙伴的未来计划。由于大多数反活动引发的客户,而且很难预测准确地通过常规的分析方法,启发式算法和人工智能技术可以帮助。在正向供应链,piramuthu开发自动化的供应链配置一个基于代理的框架,以提高动态配置的供应链绩效。然而,据我们所知,还没有研究反向活动应用代理。本研究提出了一个基于代理的方法。如图1所示,两个代理,代理的传感器和处理剂,集成在所提出的架构。由于代理可以自主地改变环境监测和反应,自动完成一个目标,他们可能会帮助管理这种以客户为中心的问题。3.1传感器代理传感器代理自主监控最近的数据,并发送报警信号的处理剂,在适当的时候。此外,如果需要进行市场调查。由于产品的回报可能会导致严重的供应链问题,返回数据的监测应至少每周一次。相反,由于监测维修数据可能比监测数据返回不那么紧迫,每月监测期间可能就足够了。可能的产品回收的时间可以从产品生命周期的估计。因此,本研究建议能够主动数据库触发器在顾客资料提供的通知信号。监测应遵循的规则来检测可能的反向活动。出了一些规则。这些规则是启发式算法和数据挖掘结果。传感器代理应定期进行数据挖掘历史数据或数据仓库。一些数据挖掘技术可以考虑。聚类分析认为一些事务级的属性,例如,近因,频率和货币(RFM)属性聚类客户,发现客户的人口统计信息的逆向活动模式。此外,在产品层面,产品特性可以通过集群的产品而不是原始的产品类型。此外,由于一些模式可能是跨集群的关联分析,至少需要两个聚类的聚类分析结果作为发现相反的模式,这两个输入之间的输入。例如,用户的集群,谁买的产品,可能会有高回报率。这些发现的模式将被审查的专家,然后进入了传感器代理商仓库。因此,传感器的代理会有学习能力的提高自己的监测的正确性。3.2处理器15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文接收来自传感器的信号处理后,推荐治疗的基于案例的推理(CBR)[1],如果必要,参考补充规则。案例库中存储的成功案例,从以往的经验。规则库包括从领域专家的一些补充的启发式算法。一个警告信号,由三部分组成,紧急程度(UF),信号旗(SF),触发功能}。SF可能是“回归”,“回收”,或“修理”。用友表示程度的影响。根据不同的脲醛树脂,系统会有不同的行为。比较了{SF,触发功能}的{CF,在案例库的案例特征},和检索的优胜劣汰的治疗决策。它可能是指具体的建议或其他建议补充规则(如果没有合适的例子可以发现)。然后,处理剂进行处理,可以自动或建议决策者。它将与其他系统,如合作,计划,调度,库存管理或质量检验。如果这个问题解决的反应良好,那么经验可能是由人类专家的注释,然后保留在案例库作为参考。因此,处理剂能有学习能力,提高其性能的下一次。3.3集成系统框架该框架有三个阶段。在第一阶段,传感器剂监测数据;预测反向活动的可能性,并将不同的预警信号的处理剂。规则库是启发式的,并定期更新的数据挖掘技术(例如,聚类分析和关联分析)。在第二阶段,该处理剂建议可行的处理从过去的案例和引用的规则。在第三阶段,可能有严重的影响,处理可能会进一步建议或自动启动相关业务流程的准备(例如,调度)。此外,该处理剂应通知其治疗的传感器剂,和要求一个必要的随访。例如,如果一个传感器代理发现顾客投诉电话的频率上升,并预测可能的回报率很可能会增加,然后处理剂使用客户推荐专家听取客户的关注。治疗后已经完成,该传感器代理执行客户满意度调查,检查是否的问题已经解决了。传感器代理也给出了处理剂对疗效的评价反馈。基于反馈的处理剂,添加注释到原来的案例库,并提出进一步的治疗,如果需要的话。4商业说明情况要明白拟议的框架,三类逆向物流活动的描述如下:4.1返回的情况根据建议的框架内,传感器剂监测数据,这是所收集到的消费者的网站和共享数据中心;执行每周交叉分析诊断的回报概率,并传送报警信号。举例来说,假设顾客是使越来越多的投诉,和她(他)个人资料(性别,教育)或女士较多。传感器代理验证手令日期的关联交易。如果保证期间已经过期,那么“委婉”的发送信息。反过来说,如果产品仍然是不保证,那么发送一个“有威慑力的”信号,而如果初始15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文的交易金额很大那么会发送标志“情况严重”的信号。系统处理器处理情况然后建议适当的解决,如果是温和的信号处理器自动发送电子邮件给客户确认客户的关注。“有威慑力”的信号是处理器的意见通过客户代表联络客户以防止可能的投诉升级为严重的信号,处理器的建议执行相关的业务处理流程比如治疗后完成准备返回股票的位置,该传感器的代理人应跟进客户满意度并给予反馈给处置的信息。拟议的框架可以提供一个早期预警以防止制造商可能的回收情况,另外可以总结先前产品重新设计的原因,该信息技术将增加本框架下的效率。4.2处理情况在提出的框架的基础上,传感器的代理人分析消费者每月投诉并计算解决问题的可能性。举例来说,假设有些客户的电子产品放置在潮湿的地区不符合匹配的规则,传感器代理法官根据过去的数据预测部分这些产品可能发生故障的情况。如果这些零件是正常的材料,然后以“模式率”的信号传送。如果这些部分含有特殊的材料,然后一个“有威慑力的”信号发出。如果处理的行为将需要工程师的技能,那么发出“情况严重”的信号。由决策者处置代理人建议适当的治疗方法。一个“模式的影响”的信号,处理器的验证材料储存并自动安排这些处理的要求。“有威慑力”的信号,以决策者来处理器的建议来采购材料,在这种情况下由于较长的处理期间所以需要为客户安排一个临时替代产品。为当遇到处理器发出严重的信号或建议要资深的工程师来解决。处理传感器代理人跟进客户的意见并在一定期限内(例如一个月)给出反馈给处置的代理人进一步的改善。该信息技术的供应链管理让维修中心准备可能发生的维修比在其他制度有更高的可靠性这样可以减少处理的时间。4.3回收情况根据建议的框架内,数据库触发器通知传感器通过产品的大小和材料的检查判断循环再造的可能性判断是否销毁产品。如果该产品的材料是正常的,那么传感器的代理人发出了一个温和的信号。如果产品含有有毒或有害物质,那么传感器代理发送“严重”的信号。处理器通过信号建议决策者做出处理方法,对于一个“温和”的信号,分销商建议进行关系营销让顾客关注他们的产品正确的使用方法。此外,可通过邮件通知顾客对产品问题可以自己提出退货要求。当发出严重的信号时,处置代理人应提交给决策者国际协议拟定方案的该遵守的那些要求,提高供应链管理信息技术的效率同时可以增加预期回收的比例来使回收再利用变得更加灵活。15 北京化工大学北方学院毕业设计(论文)——外文文献原稿和译文5结论逆向物流活动最近已成为消费者和生产者维护自身利益立场的一个关键问题但目前还有一些难题。1)企业正在越来越多地采取宽松的退货政策作为战略。然而在实践中收回的产品分销商无法迅速处理其库存安置这样制造商就不能迅速恢复其经济价值。2)作为新的环保法律越来越多地被执行,回收活动确实是企业对社会和环境责任是制造商额外的负担。此外对是没有必要进行回收的客户,能给他们的答复是有限的,并且在实际操作中循环再造是难以实施的。3)维修中心维修给客户带来不便。客户在产品修复期无法使用他们的产品,因此减少维修的时间可以改善客户的满意度。但是如果没有适当的资料维修中心不能获得附表所需的资源就难以缩短维修时间。这项研究提出了一种基于Agent的框架用来提高在这些反向活动中的信息透明度的程度。一个传感器代理的运作像一个早期预警系统,以侦测可能扭转活动积极。处置代理的运作就像一个顾问向决策人推荐处理方法,甚至可以让相关的业务流程自动运行。拟议的框架预计将增加供应链的资讯透明度的程度以及改善逆向供应链的活动性能。今后的研究将集中于执行本框架并通过真实的数据和通过实地调查研究来核实其业绩和成效。内部资料,请勿外传!9JWKffwvG#tYM*Jg&6a*CZ7H$dq8KqqfHVZFedswSyXTy#&QA9wkxFyeQ^!djs#XuyUP2kNXpRWXmA&UE9aQ@Gn8xp$R#͑Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5ux^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmUE9aQ@Gn8xp$R#͑Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5ux^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z8vG#tYM*Jg&6a*CZ7H$dq8KqqfHVZFedswSyXTy#&QA9wkxFyeQ^!djs#XuyUP2kNXpRWXmA&UE9aQ@Gn8xp$R#͑Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^G89AmUE9aQ@Gn8xp$R#͑Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5ux^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z8vG#tYM*Jg&6a*CZ7H$dq8KqqfHVZFedswSyXTy#&QA9wkxFyeQ^!djs#XuyUP2kNXpRWXmA&UE9aQ@Gn8xp$R#͑Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5ux^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmUE9aQ@Gn8xp$R#͑Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5ux^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNuGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5ux^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$U*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89Amv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5ux^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$U*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz84!z89Amv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5ux^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$U*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$UE9wEwZ#Qc@UE%&qYp@Eh5pDx2zVkum&gTXRm6X4NGpP$vSTT#&ksv*3tnGK8!z89AmYWv*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc^vR9CpbK!zn%Mz849Gx^Gjqv^$U*3tnGK8!z89AmYWpazadNu##KN&MuWFA5uxY7JnD6YWRrWwc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