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EdgeComputingThecloudcomputingparadigmisaserviceprovisioningmodelthatprovidesuseraccesstoscalabledistributedcapabilitiesincludingcomputing,networking,andstorageintheclouddatacenters.Cloudserviceproviders(CSPs)provideflexibilityandefficiencyforendusersbyprovidingservicessuchassoftwareasaservice(SaaS),platformasaservice(PaaS)andinfrastructureasaservice(IaaS).edgen.边缘,刀刃paradigmn.范例,范式provisionn.规定,条款,准备;v.供给---食物及必需品scalablea.可扩展的,可攀登的distributev.分配,散布flexibilityn.灵活性,柔韧性Forexample,servicevendorscanscaleservicestofittheirneeds,customizeapplicationsandaccesscloudservicesfromanywherewithaninternetconnection.Thuscloud-basedservicesareidealforbusinesseswithgrowingorfluctuatinginternetbandwidthdemands.Moreover,withcloudcomputing,enterpriseuserscanshipapplicationstomarketmorequickly,withoutworryingaboutunderlyinginfrastructurecosts,maintenance,disasterrecovery,andautomaticsoftwareupdates.platformn.平台,站台customizev.定制,量身定制fluctuatev.波动,起伏disastern.灾难,灾害automatica.自动的,机械的Toleveragethebenefitsofcloudcomputing,variousdeploymentmodelsincludingprivatecloud,publiccloud,andhybridcloud,arekeyfactorsforsystemreliabilityandscaleforbusinessneeds.Cloudcomputinghaschangedthewayofbusinessofallverticaldomainsaswellashumanbeing’sdailylifedramatically.leveragev.利用;n.杠杆deploymentn.部署,展开hybrida.混合的,杂种的reliabilityn.可靠性,可靠度verticala.垂直的,直立的dramaticallyad.显著的,剧烈的Therefore,it’spredictedthatcloudserviceisinevitablybecomingpervasiveandubiquitousinanycommercialorpersonalmarket,whichissimilarwiththeprevalentdominanceofInternetinnowadays.inevitablea.必然的,不可避免的pervasivea.普遍的,到处渗透的ubiquitousa.普遍存在的,无所不在的prevalenta.普遍的,流行的dominancen.优势,统治
Althoughcloudcomputingcanprovideorganizationsdynamic,cloud-basedoperatingmodelsforcostoptimizationandincreasedcompetitiveness,italsohassomedisadvantagesinmanyscenarioslikeindustrialIoT,connectedautonomousvehicles(CAVs),smarthomes,andsmartcities.dynamica.动态的,动力的optimizationn.最佳化,最优化scenariosn.场景,情节Forexample,cloudcomputingbasedprocessingrequireshugevolumeofdatatransportationfromenddevicesandsensors,whichconsumeslargenetworkbandwidth.Moreover,clouddatacenterbasedanalysisisnotpossibleforhugedatageneratedfromthousandsofmillionsofenddevicesduetotheincapabilityofcomputingandstorage.Therefore,cloudcomputingbasedprocessingcan’tprovidepromptresponsivenessandshortlatencyforbigdataanalyticsfrommassiveIoTdevices.Insomescenarioswheredataprivacyandsecurityisthefirstconcern,cloudcomputingdatacentersarenottrustfultoconductthedataanalytics.consumev.消费,消耗Incapabilityn.无能力,无资格latencyn.潜伏,延迟,时延securityn.安全,安全性
Edgecomputingisemergedasapromisingparadigmthatprovidescapabilitiesofprocessingorstoringcriticaldatalocallyandpushingallreceiveddatatoacentraldatacenterorcloudstoragerepository.Forexample,inIoTusecases,theedgedevicescollectdatafromsensorsandprocessitthere,orsenditbacktoadatacenterorthecloudforprocessingifthelocalprocessingpowerisnotenough.repository
n.仓库,知识库Tothisend,edgecomputingparadigmcantakesomeoftheloadoffthecentralclouddatacentersandmigratethetasksfromcloudcomputingcenterstonetworkedgedevices,reducingoreveneliminatingtheprocessingworkloadatthecentrallocation.Thedemandforscalablereal-timedataanalyticsinIoTscenariosisthemaindrivingforceforedgecomputing.Inedgecomputingenvironment,datagenerationandconsumptionareconcentratedtotheedgeofthenetworkinmanyapplicationsofsmarthome,smartcity,andindustrialinternet.eliminatev.消除,排除environmentn.环境,外界
WiththeadvancesofIoT,5Gcommunication,autonomousdriving,andsmartcities,edgecomputingisconnectingandbridgingthegapbetweennumerousenddevicesandthecentralizedcloudcomputingdatacenters.Moreover,insomecaseswheredataprivacyandsecurityisthemainconcern,edgecomputingpromisestoprovidedataprivacypreservationbykeepingdatainsidethenetworkedgeratherthansendingthedatatocentralizedclouddatacenters,whichinturnprovideslowerlatency,increasereliabilityandimprovesoverallnetworkefficiency.bridgev.架桥,渡过privacyn.隐私,秘密preservationn.保存,保留Sincehundredsofmillionsofedgedevicesaregeographicallydeployedinadistributedmanner,andtheprocessingtodataisalsoperformedonheterogeneousdistributeddevices,it’sveryimportanttodesignnewsystemarchitecturesuitableforedgecomputingenvironments.Thedatavolumegeneratedbyvariousapplicationsanddevicesrunningintheedgecomputingenvironmentishugeandhighlyheterogeneous.Withtheever-increasingdeploymentofvariousIoTdevices,lotsofmobiledevicesandapplicationsneedsmorestringentrequirementsonservicequalityandrealtimeresponsivenessofdataprocessing.geographicala.地理的,地理学的heterogeneousa.混杂的,异质的stringenta.严格的,严厉的elaboratea.精心制作的,详尽的alternativea.选择性的,交替的offloadv.卸载,分流analyticsn.解析学,分析论Threepopularapplicationcasesarelistedasfollows:1)IoTThewidedeploymentofIoTdevicesandtheincreasingcommercialdemandforreal-timedataprocessingandthehighqualityofserviceofuserexperiencesurgethecreationofedgecomputing.SincemoreandmoreintelligentdevicesandsensorsaredeployedintheIoTenvironment,dataproductionandconsumptionareperformedandshiftedtotheedgeofnetworkgradually,whichalsoneedselaboratecomputingtechnologyforrealtimeanalyticsandpervasiveprocessing.2)SMARTHOMETechnologiesforbetterqualitylifeandlivingconditionshavechangedhumanbeing’slifestyleandliftquality.Deployingvarioussensorsathomeandsendingcollecteddatatoremoteclouddatacenterforprocessingintroducehighriskofprivatedataleakage,dataabuse,andphysicalthreattomassivelocalresidents.Therefore,thetraditionalcloudcomputingbaseddataprocessingisnotsuitableforsmarthomeapplications,anddataprivacypreservationenablededgecomputingemergesastheperfectalternativetosmarthome.leakage泄露abuse滥用3)SMARTCITYCityistheplacethatconsistsofmanysmarthomes,whichimpliesthattheedgecomputingparadigmcanbeextendedfromfamilyleveltocitylevel,i.e.,thesmartcity.However,sinceatypicalcityalsoproduceslargevolumeofpublicservicesrelateddata,eventhemostadvancedclouddatacenterscan’tprocessthesedatainrealtimeforcity-scaleinteractiveanalyticsduetothelackofcapabilitiesofcomputing,storage,andnetworking.implyIfdataprocessingcanbeoffloadedtotheedgeofthenetwork,itcanreducethepressureofclouddatacentersandmakeitpossiblefornearrealtimeanalytics.Moreover,inasmartcity,oneofthemostimportantapplicationscenariosisintelligenttransportation.Networkedtrafficsensorsandcamerasprovideperfectplatformforedgedataprocessingclosetolocaldatasource,whichmakesitpossibletosolvetrafficproblemsfacingtheurbanresidents,fromtrafficconditionsalertstoroadconditionsprediction.offload卸下,卸载intelligent
智能的Althoughthetraditionalcloudcomputingtechnologycannotmeetrequirementsintermsofreal-timeresponse,privacyprotection,andlessenergyconsumption,theedgecomputingparadigmisnotinessencereplacingthecloudcomputingtechnology.Incontrast,thecloudcomputingandedgecomputingarecomplementaryandmutuallyreinforcingeachotherinmanyscenarios.Moreover,theedgecomputingandcloudcomputingwillcollaborateinthenetworkedcomputingenvironmentincludingscenariossuchasIoT,smartcity,smarthome,industrialinternet,connected
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