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EdgeComputingThecloudcomputingparadigmisaserviceprovisioningmodelthatprovidesuseraccesstoscalabledistributedcapabilitiesincludingcomputing,networking,andstorageintheclouddatacenters.Cloudserviceproviders(CSPs)provideflexibilityandefficiencyforendusersbyprovidingservicessuchassoftwareasaservice(SaaS),platformasaservice(PaaS)andinfrastructureasaservice(IaaS).edgen.邊緣,刀刃paradigmn.范例,范式provisionn.規(guī)定,條款,準(zhǔn)備;v.供給---食物及必需品scalablea.可擴(kuò)展的,可攀登的distributev.分配,散布flexibilityn.靈活性,柔韌性Forexample,servicevendorscanscaleservicestofittheirneeds,customizeapplicationsandaccesscloudservicesfromanywherewithaninternetconnection.Thuscloud-basedservicesareidealforbusinesseswithgrowingorfluctuatinginternetbandwidthdemands.Moreover,withcloudcomputing,enterpriseuserscanshipapplicationstomarketmorequickly,withoutworryingaboutunderlyinginfrastructurecosts,maintenance,disasterrecovery,andautomaticsoftwareupdates.platformn.平臺,站臺customizev.定制,量身定制fluctuatev.波動,起伏disastern.災(zāi)難,災(zāi)害automatica.自動的,機(jī)械的Toleveragethebenefitsofcloudcomputing,variousdeploymentmodelsincludingprivatecloud,publiccloud,andhybridcloud,arekeyfactorsforsystemreliabilityandscaleforbusinessneeds.Cloudcomputinghaschangedthewayofbusinessofallverticaldomainsaswellashumanbeing’sdailylifedramatically.leveragev.利用;n.杠桿deploymentn.部署,展開hybrida.混合的,雜種的reliabilityn.可靠性,可靠度verticala.垂直的,直立的dramaticallyad.顯著的,劇烈的Therefore,it’spredictedthatcloudserviceisinevitablybecomingpervasiveandubiquitousinanycommercialorpersonalmarket,whichissimilarwiththeprevalentdominanceofInternetinnowadays.inevitablea.必然的,不可避免的pervasivea.普遍的,到處滲透的ubiquitousa.普遍存在的,無所不在的prevalenta.普遍的,流行的dominancen.優(yōu)勢,統(tǒng)治

Althoughcloudcomputingcanprovideorganizationsdynamic,cloud-basedoperatingmodelsforcostoptimizationandincreasedcompetitiveness,italsohassomedisadvantagesinmanyscenarioslikeindustrialIoT,connectedautonomousvehicles(CAVs),smarthomes,andsmartcities.dynamica.動態(tài)的,動力的optimizationn.最佳化,最優(yōu)化scenariosn.場景,情節(jié)Forexample,cloudcomputingbasedprocessingrequireshugevolumeofdatatransportationfromenddevicesandsensors,whichconsumeslargenetworkbandwidth.Moreover,clouddatacenterbasedanalysisisnotpossibleforhugedatageneratedfromthousandsofmillionsofenddevicesduetotheincapabilityofcomputingandstorage.Therefore,cloudcomputingbasedprocessingcan’tprovidepromptresponsivenessandshortlatencyforbigdataanalyticsfrommassiveIoTdevices.Insomescenarioswheredataprivacyandsecurityisthefirstconcern,cloudcomputingdatacentersarenottrustfultoconductthedataanalytics.consumev.消費(fèi),消耗Incapabilityn.無能力,無資格latencyn.潛伏,延遲,時延securityn.安全,安全性

Edgecomputingisemergedasapromisingparadigmthatprovidescapabilitiesofprocessingorstoringcriticaldatalocallyandpushingallreceiveddatatoacentraldatacenterorcloudstoragerepository.Forexample,inIoTusecases,theedgedevicescollectdatafromsensorsandprocessitthere,orsenditbacktoadatacenterorthecloudforprocessingifthelocalprocessingpowerisnotenough.repository

n.倉庫,知識庫Tothisend,edgecomputingparadigmcantakesomeoftheloadoffthecentralclouddatacentersandmigratethetasksfromcloudcomputingcenterstonetworkedgedevices,reducingoreveneliminatingtheprocessingworkloadatthecentrallocation.Thedemandforscalablereal-timedataanalyticsinIoTscenariosisthemaindrivingforceforedgecomputing.Inedgecomputingenvironment,datagenerationandconsumptionareconcentratedtotheedgeofthenetworkinmanyapplicationsofsmarthome,smartcity,andindustrialinternet.eliminatev.消除,排除environmentn.環(huán)境,外界

WiththeadvancesofIoT,5Gcommunication,autonomousdriving,andsmartcities,edgecomputingisconnectingandbridgingthegapbetweennumerousenddevicesandthecentralizedcloudcomputingdatacenters.Moreover,insomecaseswheredataprivacyandsecurityisthemainconcern,edgecomputingpromisestoprovidedataprivacypreservationbykeepingdatainsidethenetworkedgeratherthansendingthedatatocentralizedclouddatacenters,whichinturnprovideslowerlatency,increasereliabilityandimprovesoverallnetworkefficiency.bridgev.架橋,渡過privacyn.隱私,秘密preservationn.保存,保留Sincehundredsofmillionsofedgedevicesaregeographicallydeployedinadistributedmanner,andtheprocessingtodataisalsoperformedonheterogeneousdistributeddevices,it’sveryimportanttodesignnewsystemarchitecturesuitableforedgecomputingenvironments.Thedatavolumegeneratedbyvariousapplicationsanddevicesrunningintheedgecomputingenvironmentishugeandhighlyheterogeneous.Withtheever-increasingdeploymentofvariousIoTdevices,lotsofmobiledevicesandapplicationsneedsmorestringentrequirementsonservicequalityandrealtimeresponsivenessofdataprocessing.geographicala.地理的,地理學(xué)的heterogeneousa.混雜的,異質(zhì)的stringenta.嚴(yán)格的,嚴(yán)厲的elaboratea.精心制作的,詳盡的alternativea.選擇性的,交替的offloadv.卸載,分流analyticsn.解析學(xué),分析論Threepopularapplicationcasesarelistedasfollows:1)IoTThewidedeploymentofIoTdevicesandtheincreasingcommercialdemandforreal-timedataprocessingandthehighqualityofserviceofuserexperiencesurgethecreationofedgecomputing.SincemoreandmoreintelligentdevicesandsensorsaredeployedintheIoTenvironment,dataproductionandconsumptionareperformedandshiftedtotheedgeofnetworkgradually,whichalsoneedselaboratecomputingtechnologyforrealtimeanalyticsandpervasiveprocessing.2)SMARTHOMETechnologiesforbetterqualitylifeandlivingconditionshavechangedhumanbeing’slifestyleandliftquality.Deployingvarioussensorsathomeandsendingcollecteddatatoremoteclouddatacenterforprocessingintroducehighriskofprivatedataleakage,dataabuse,andphysicalthreattomassivelocalresidents.Therefore,thetraditionalcloudcomputingbaseddataprocessingisnotsuitableforsmarthomeapplications,anddataprivacypreservationenablededgecomputingemergesastheperfectalternativetosmarthome.leakage泄露abuse濫用3)SMARTCITYCityistheplacethatconsistsofmanysmarthomes,whichimpliesthattheedgecomputingparadigmcanbeextendedfromfamilyleveltocitylevel,i.e.,thesmartcity.However,sinceatypicalcityalsoproduceslargevolumeofpublicservicesrelateddata,eventhemostadvancedclouddatacenterscan’tprocessthesedatainrealtimeforcity-scaleinteractiveanalyticsduetothelackofcapabilitiesofcomputing,storage,andnetworking.implyIfdataprocessingcanbeoffloadedtotheedgeofthenetwork,itcanreducethepressureofclouddatacentersandmakeitpossiblefornearrealtimeanalytics.Moreover,inasmartcity,oneofthemostimportantapplicationscenariosisintelligenttransportation.Networkedtrafficsensorsandcamerasprovideperfectplatformforedgedataprocessingclosetolocaldatasource,whichmakesitpossibletosolvetrafficproblemsfacingtheurbanresidents,fromtrafficconditionsalertstoroadconditionsprediction.offload卸下,卸載intelligent

智能的Althoughthetraditionalcloudcomputingtechnologycannotmeetrequirementsintermsofreal-timeresponse,privacyprotection,andlessenergyconsumption,theedgecomputingparadigmisnotinessencereplacingthecloudcomputingtechnology.Incontrast,thecloudcomputingandedgecomputingarecomplementaryandmutuallyreinforcingeachotherinmanyscenarios.Moreover,theedgecomputingandcloudcomputingwillcollaborateinthenetworkedcomputingenvironmentincludingscenariossuchasIoT,smartcity,smarthome,industrialinternet,connected

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