版权说明:本文档由用户提供并上传,收益归属内容提供方,若内容存在侵权,请进行举报或认领
文档简介
ETSIWhitePaperNo.54
nextdecade
EvolvingNFVtowardsthe
1stedition–May2023
Authors(alphabeticalorder):
XuhuiCAI,HuiDENG,LingliDENG,AhmedELSAWAF,ShenGAO,ArturoMARTINDENICOLAS,YoshihiroNAKAJIMA,JanuszPIECZERAK,JoanTRIAY,XuliangWANG,BaoguoXIE,HammadZAFAR
ETSI
06921SophiaAntipolisCEDEX,France
Tel+33492944200
info@
EvolvingNFVtowardsthenextdecade2
Abouttheauthor
ThisWhitePaperhasbeenproducedasacollectiveeffortwithintheETSIISGNFV,andonitsbehalfthe
followingeditingteam(listedinalphabeticalorder):
XuhuiCAI(ChinaMobile)
HuiDENG(Huawei,ETSIISGNFVVice-Chair)
LingliDENG(ChinaMobile)
AhmedELSAWAF(Nokia)
ShenGAO(ChinaTelecom)
ArturoMARTINDENICOLAS(Ericsson)
YoshihiroNAKAJIMA(NTTDOCOMO,ETSIISGNFVChair)
JanuszPIECZERAK(Orange,ETSIISGNFVVice-Chair)
JoanTRIAY(NTTDOCOMO)
XuliangWANG(ChinaTelecom)
BaoguoXIE(ZTE)
HammadZAFAR(NEC)
EvolvingNFVtowardsthenextdecade3
Contents
Abouttheauthor2
Contents3
ExecutiveSummary5
1NFV:ashorthistory6
2Challenges,trends,andopportunitiesforNFV7
2.1Declarativeintent-drivennetworkoperations7
2.2Theriseofcontainerizationandheterogeneousinfrastructure8
2.3Autonomousnetworking,automation,andunified/soledatasource9
2.4Fragmentationoftelcocloudimplementations11
2.5Businesssustainabilityversusrapidreleaseevolutionofopensource13
2.6Hyper-distributed&full-interconnectededgedeployments13
3TowardsthenextdecadeofNFV14
3.1ContextforNFV:5Gadvanced,6Gandbeyond14
3.2APIsdevelopmentandrelationshiptoopensource15
3.3NFVmulti-cloudandmulti-technology16
3.4UnifiedNFVmanagementandorchestration17
3.5Autonomousnetworking,automation,andAI18
4Conclusionandsummary19
References21
EvolvingNFVtowardsthenextdecade4
EvolvingNFVtowardsthenextdecade5
ExecutiveSummary
NetworkFunctionsVirtualization(NFV)hasbeenthecatalystofaradicalchangetothetelecomindustry,leadingthetransitionfromthetraditionalphysical(hardware)networkapplianceintoanewsoftware-basedvirtualizednetworkfunction(VNF)era.Basedontheuseofgeneral-purpose(commodity-off-the-shelf,COTS)serversandthedeploymentofnetworkfunctionsassoftwareapplications,NFVhasbrokenthroughthetechnicalchallengesofsoftwareandhardwaredecoupling.Themigrationofnetworkfunctionsfromdedicatedphysicalappliancestodistributedcloudinfrastructurehasrevolutionizedthewaycommunicationsnetworksaredeveloped,deployed,andoperatednowadays.
In2012variousinternationalleadingtelecomserviceproviders(networkoperators)jointlyreleasedtheseminalWhitePaperaboutNFV’sconceptandvisionandannouncedthebeginningofanewerainthetelecomindustry.SincethecreationoftheETSINFVIndustrySpecificationGroup(ISG)inlate2012(thefirststandardsorganizationofthiskindinthisdomain)networkoperators,communicationstechnology(CT)vendors,informationtechnology(IT)vendors,smallandmedium-sizedenterprises(SME)andothercorecontributors(e.g.,fromopensource,academiaandresearchcommunities)havebeenactivelydiscussingandstandardizingtheNFVframework,whichhasbecomethetelcocloud&virtualizationnetworkarchitectureofreference.
ThemixtureofITandtraditionaltelecomnetworksviewpointsinNFVhavealsobroughtachallenging,yetanimportantnetworktransformationenvironment.Traditionally,networkoperatorsandCTvendorshavebecomeaccustomedtotheconsensus-basedstandarddevelopmentprocess,fromwhichproductsarethendevelopedandcommercialized.However,thescenarioofITvendorsandopensourcecommunitiesisdifferent;thesearebasedona"code-first"process,wherebycodeisfirstdevelopedandthencontributed.Thesetwowaysofdevelopingcurrenttelecomnetworkstechnologyneedtobebroughttogether,as"sidesofthesamecoin";inthisscenario,networkoperators,CTandITvendors,andopensourcecommunitiesneedtoworktogethertobridgethegapbetweenthetwoperspectivesandfacilitatebroadersupportofNFVstandards.Forinstance,whileopensourcecouldfurthersupportandimplementthestandardsasmuchaspossible,standardscouldconsiderthe"borrow-inphilosophy"totakeadvantageofthecorestrengthofopensourceinthespecifications.
TenyearsaftertheemergenceofNFV,andaftermajorinvestmentsandnetworkdeploymentsbasedonit,itistherighttimetoconsiderhowNFVcanandwillevolve.Forthis,itisimportanttounderstandandtakeactionstotherequirementsthattelecomserviceprovidersconsiderfortheirtelcocloud:1)unifiednetworkmanagement;2)useoflatestcloud-native,IT,automationandArtificialIntelligence(AI)opensourcesoftware,and3)multi-vendorinteroperabilityandmigrationamongdifferentclouds.
Buildingonpreviousachievements,thisWhitePaperanalyzesdifferentchallengesandtechnologytrends,andproposesseveralpotentialdirectionsonhowNFVcanevolveinthenextdecade.AspectsaboutAPIdevelopment,opensource,NFVmulti-cloud,unifiedmanagement,automation,andAIareconsideredaskeydriversfortheevolution.
TheWhitePaperisorganizedasfollows:section1summarizesNFV’shistory;section2recapslearnings,experiencesandchallengesrelatedtoNFVandintroducesvarioustrendsandopportunitiesinnetworktransformationthatcanplayanimportantroleforNFV.Section3developsthewayforwardforevolvingNFV.Finally,section4concludestheWhitePaper.
EvolvingNFVtowardsthenextdecade6
1NFV:ashorthistory
TheNFVconceptwasfirstproposedin2012,almostatthesametimeastheETSIISGNFVwasestablished.Thegroupstarteditsjourneyfromajointeffortamongtelecomserviceprovidersandvendors.Keyexpertswereentrustedtothedevelopmentofanewapproachtoprovidetelecomnetworksbasedonvirtualizedtechnologies.
ETSIISGNFVattractednotonlyvendorsoftelecomnetworksystems,butalsovendorsofinfrastructureandsoftwareenablingvirtualization.Fromtheverybeginning,itwasidentifiedthatajointeffortwasneededtodefinerequirementsforaninfrastructurerequiredtobeefficient,reliable,andcapable(e.g.,withaccelerationsupport)inordertobuildasolidbasefortransitioningtelecomnetworkstowardscloudsandNFV.NFV'ssuccesshighlyreliesonthiscollaborationbetweennetworkoperatorsandvendors,andtheconsensusreachedbetweenthem.
Byadoptingcutting-edgeITtechnologies,NFVhasbeenincreasinglyinfluencedbyopensourcecommunities,especiallyconsideringcommerciallyavailablenetworkdeploymentswhereinintegratedsolutionshavebeenbuiltbasedonkeyreferenceopensourceprojects.Indeed,atveryearlystagesitwasidentifiedthat,inordertorealizetheNFVfromasimpletheoreticalconcepttorealcommercialization,theETSIISGNFVneededtojoineffortswithopensourcecommunitiesaswell,togetbenefitsfrombothformalstandardsandde-factostandardsandacceleratethedevelopmentbasedonreadilyavailableopensourcebasedsolutions.ExamplesofsuchcollaborationcameinearlyduringthefirstyearsoftheISG,likethecreationoftheOPNFVwhichwastaskedtoreleaseNFVintegrationsolutionsbasedonexistingITandopensourcesoftware.Later,asthenetworkandserviceorchestrationbecameparticularlyimportantforserviceproviders,anumberofotheropensourcecommunitiessuchasOSM,OPEN-O,andONAPbuiltupontheconceptsfromNFV.
InitialstagesoftheISGfocusedoncheckingthefeasibilityofNFV,whichsubsequentlytransitionedintoformaldevelopmentofstandardsforinteroperability.Sincethen,theETSIISGNFVhaspublisheddozensofNFVspecifications.Thesehavebeengrouped,released,andevolvedthroughasequenceof"NFVReleases",inashortrecapitulation:NFVRelease1laidtheconceptsfoundation,NFVRelease2providedthefirstsetofinteroperableimplementationsolutions,andNFVRelease3enhancedtheNFVframeworkbyaddressingoperationalmatters.FromNFVRelease4,additionalsupportforcontainerizedVNFstowardsmorecloud-nativedeploymentandautomationhasbeenspecified.Finally,theongoingNFVRelease5isdealingwiththeconsolidationofvariousecosystemswhichhavehadaprofoundimpactonmanyNFVrelatedstandardsorganizationsandopensourcecommunities,including3GPP,TMForum,LFN(e.g.,Anuket,ONAP,Nephio,etc.).
Asapromoterofnetworktransformationandakeyenableroftechnologyevolution,NFVtechnologiesarecontinuouslyevolving,startingfromtheearliestLTE’scorenetworkvirtualizationbasedonvirtualmachine(VM)virtualizationtechnology,to5GnetworkclouddeploymentsbasedonOScontainervirtualizationtechnologyandwithbasiclevelofautomationcapabilities.Asamatteroffact,NFVhasplayedakeyroleindefining5G.Asanexample,the3GPPdefined5Gsystemarchitectureandthedesignof5Gcorenetworkservice-basedarchitecture(SBA)wereheavilyinfluencedbyNFV,eventoapointthatonecouldclaimthat“5GisanNFV-nativenetwork”.Today,practicallyallproductportfoliosfor5GcorenetworkdeploymentsofferedbyvendorscompriseofvirtualizednetworkfunctionsbasedonETSINFVstandards.
EvolvingNFVtowardsthenextdecade7
Recently,withtheintroductionoftheconceptofautonomousnetwork,theNFVstandardsarenotscopedtonetworkvirtualizationmattersonly(likeVMorOScontainer-basedvirtualization)butareratherextendingaswelltoothermoretransversalandmulti-facetedtechnologyareas.ExamplesaretheeffortstoconsiderAIforIToperations(AIOps)relatedservices,modelsandinterfacesintoscope,suchasintent-drivennetworkservice(NS)lifecyclemanagement,managementdataanalysis,Platform-as-a-Service(PaaS)andrelatedVNFgenericOAMfunctions.
WhilethelevelofachievementsandrealbenefitsofNFVmightnotequateamongallserviceprovidersworldwide,partlyalsoduetotheparticularusecasesandcontextswheretheseoperate,therealityshowsusthat,basedontheETSINFVarchitecture,serviceprovidershavebeenabletobuildultra-large-scaletelcocloudinfrastructuresbasedoncross-layerandmulti-vendorinteroperability.Forexample,oneoftheworld'slargesttelcocloudsbasedontheETSINFVstandardarchitectureincludesdistributedinfrastructureofmultiplecentralizedregionsandhundredsofedgedatacenters,withatotalofmorethan100,000servers.Inaddition,somenetworkoperatorshavealsoachievedveryhighratiosofvirtualization(i.e.,amountofvirtualizednetworkfunctionscomparedtolegacyATCA-basednetworkelements)intheirtargetednetworksystems,e.g.,above70%inthecaseof4Gand5Gcorenetworksystems.Inaddition,ETSINFVstandardsarecontinuouslyprovidingessentialvalueforwider-scalemulti-vendorinteroperability,alsointothehyperscalerecosystemasexemplifiedbyrecentannouncementsonofferingsupportforETSINFVspecificationsinofferedtelconetworkmanagementservicesolutions.
2Challenges,trends,andopportunitiesforNFV
2.1Declarativeintent-drivennetworkoperations
Itisbecomingapparentthatthereisgrowingcomplexityinherenttodisaggregatednetworkdeployments,duetotheintroductionofvirtualizationandcloudificationtechnologies(fromaverticalnetworkdisaggregationperspective),aswellastoofined-grainedcustomizationexperiencedinactualnetworkdevelopment.
Tocopewiththegrowingcomplexityandtosimplifynetworkoperations,moregenericmanagementsolutionsarebeingenvisionedandbecomingareality.Thiscanhelpserviceproviderscoverabroaderspectrumofusecases,bothatthenetworkdeploymentlevel,aswellasattheoperationslevelwithacommongenericmanagementtoolset.Inbothlevels,NFVtechnologiesbringmajoropportunities,notonlyinofferingaframeworkfordeployingnetworksonamoreunifiedphysicalandvirtualinfrastructure,butalsoinprovidingagenericmanagementandresourceservicesplatform.Moreover,simplificationdrivestowardsnetworkoperations’efficiencyandagility,whichappliestothenetworkitselfandtheservicesofferedoverthenetwork.Thisimprovescustomersatisfactionandtheperceptionoftelecomoperators.
Inparticular,theintroductionofdeclarativeintent-basedoperationscanplayakeyroletosimplifyNFVnetworkoperations.Thedeclarativeintent-drivenoperationonlyneedsAPItobeconsumedandexposedby/tomanagedobjects’desiredstatetomaintain.ThisshiftsmoreresponsibilitytotheAPIproducermanagementfunctionintofulfillingthedesiredstate,aswellasitdemandsadditionalorchestrationcapabilitiestobesupportedbyit.Thismoredeclarativeoperationmannerhasbeensuccessfulindiversemanagementandorchestrationsystems,likethosededicatedtomanagingOScontainersfromaninfrastructurepointofview,aswellasothersintheserviceslevelmanagement.
EvolvingNFVtowardsthenextdecade8
2.2Theriseofcontainerizationandheterogeneousinfrastructure
WhenNFVstarted,virtualmachinewasthedominantandmostmaturevirtualizationtechnologyintheindustryatthetime.Therefore,itwasanaturalchoicefortheNFVcommunitytodesignthearchitecture,models,andinterfacesaroundVM-basedvirtualizationtechnologylikethoseofferedbyKVMashypervisorlayer,OpenvSwitchforvirtualnetworking,OpenStackasvirtualinfrastructuremanagement,etc.However,NFVhas,sincetheverybeginning,theambitiontocreateavirtualizationtechnologyagnosticreferencearchitectureandassociatedsolutions;asexamples,conceptssuchas"virtualizationcontainer"andvirtualizationdeploymentunit(VDU)werecreatedtoabstractthedifferencesoftheunderlyinginfrastructure.However,abstractingdifferentvirtualizationtechnologiesisnotaneasytaskasavailableupstreamsolutionstobuildNFVhaveveryspecifictechnology-dependentfactors.
ThebenefitsofVM-basedvirtualizationtechnology,suchastheirmoredynamicmanageabilitywithrespecttolegacyhardware-basedsolutions,aswellasthegoodlevelsofisolation,securityandperformancehaveprovedtobeakeyassetinpastandcurrentNFVdeployments.ItcouldevenbesaidthatsomenetworkfunctionsbenefitgreatlybythestabilityandmaturityoftheVM-basedvirtualizationtechnologies,whichisaperfectmatchwhenconsideringthestringentlong-termsupportandmaintenancerequirementsoftelecomnetworks.
TheOScontainervirtualizationtechnology(ormorecommonlyreferredascontainers)isbecomingovertimethemainchoicebymanydevelopmentsofcloud-nativebasedmicroservicesapplications.Amongitsadvantagesarethedeploymentspeedandmuchsmallerfootprint,factorsthatcanhelpinimprovingtheresourceutilizationandloweringtheresourcesconsumption.
WhilstNFVisrapidlydevelopedanddeployedintheworld,virtualizationtechnologiesarealsoevolvingquickly.ThevirtualizationtechnologyrepresentedbymicroVM,KataContainerandunikernelcombinestheadvantagesofVMsandcontainers,whichnotonlysatisfiesthegoodlevelsofisolation,security,andperformance,butalsohasothercharacteristicssuchasflexibility,rapiddeployment,andefficientresourceutilization.Inaddition,WebAssembly(Wasm)ismoreportableandflexiblethancontainerandcanalsobeagoodchoiceasavirtualizationtechnologyforedgedevices.
AsmorenetworkoperatorsandvendorsarealreadyleveragingthepotentialofOScontainervirtualization(containers)technologiesfordeployingtelecomnetworks,theETSIISGNFValsostudiedhowtoenhanceitsspecificationstosupportthistrend.Duringthiswork,thecommunityhasfoundwaystoreusetheVNFmodelingandexistingNFVmanagementandorchestration(NFV-MANO)interfacestoaddressbothOScontainerandVMvirtualizationtechnologies,henceensuringthattheVNFmodelingembracesthecloud-nativenetworkfunction(CNF)concepts,whichisatermcommonlyreferredintheindustrynowadays.ThishasbeenachieveddespiteOScontainerandVMtechnologieshavingsomewhatdifferentmanagementlogicandresourcedescriptions.However,diverseandquicklychangingopensourcesolutionsmakeithardtodefineunifiedandstandardizedspecifications.Nevertheless,duetothefactthatbothkindofvirtualizationtechnologiescanandwillstillplayamajorroleinthefuturetofulfillthevariousandbroadsetoftelecomnetworkusecases,effortstofurtherevolvethemaswellastocomplementthemwithothernewervirtualizationtechnologies(e.g.,unikernels)areneeded.
Furthermore,drivenbynewapplicationscenariosanddifferentworkloadrequirements(e.g.,video,CloudRAN,etc.),newrequirementsfordeployingdiversifiedheterogeneoushardwareresourcesintheNFVsystemarebecomingareality.Forexample,tomeethigh-performanceVNFs,requirementsforheterogeneousaccelerationhardwareresourcessuchasDPUs,GPUs,NPU,FPGAs,andAIASICarebeingbroughtforward.Inanotherexample,tomeettheubiquitousdeploymentofedgedevicesinthefuture,
EvolvingNFVtowardsthenextdecade9
othertypesofheterogeneoushardwareresources,suchasintegratededgedevicesandspecializedaccessdevices,arealsostartingtobeconsidered.
Inhigh-performance,high-integration,andlow-costscenariossuchasAItraining,videoprocessing,andnetworksecurity,heterogeneoushardwaresuchasDPUs,GPUs,andNPUcanbeusedtoflexiblyoffloadbasicserviceandapplicationworkloads,suchasbigdataanalysis,network,storage,andsecuritydataprocessing.HeterogeneoushardwaresuchasSmartNICsandsmartcloudcardscanbeusedtooffloadvirtualswitchflowtablesorhypervisors,whichcangreatlyimprovenetworkperformancesuchaspacketforwarding,storageaccelerationandsecurityencryption.
Furthermore,currentoperatorneedsextendbeyondperformance,scalability,andflexibility,intootheraspectssuchasprivacyandsecurity.Inthatrealm,theconceptofsecureisolationandprivacyprotectionaregainingtraction.Thesenewinfrastructureoptionscannotsimplybeconsideredasanotherembodimentofexistinghypervisor-basedorOS-basedNFVIduetotheintroductionofsomefundamentalelements,suchasSecurityMonitor,andconceptssuchasencryptedmemoryspace,truststatusverification,hypervisorpartitioning,etc.Goingforward,suchsecurity-relatedelementsneedtobeconsideredasanadditionalkeybuildingblockforaddressingnewchallengingsecurityrequirementsin
NFV.
2.3Autonomousnetworking,automation,andunified/soledata
source
Theautonomousnetworktechnologyisamainstreamtransformationtrendinthetelecomindustry.Itaimstoenhancetheautomaticandintelligentoperation,administration,andmaintenance(OAM)capabilityinthewholelifecycleofthenetwork,provideendconsumersandverticalindustrycustomersa"zerowaiting,zerofault,andzerotouch"experience,supportcustomer,individual,enterpriseandnewverticalservicedevelopment,andbuild"self-configuration,self-healing,andself-optimization"capabilitiesforintelligentnetworkOAM.Manydifferentstandardsorganizations,suchasETSI,TMF,3GPP,GSMA,NGMN,andopensourcecommunities,suchastheLinuxFoundation,haveembracedwithintheirrespectivetechnicalworkingscopesthistechnologyandformulatingstandardstojointlypromotethedevelopmentofautomationforthetelecomecosystem.
Themainobjectivesoftheautonomousnetworkarediverse.Thefirstisreducingoperationalcostsanderrorscausedfrommanualoperations,andthecomplexityofsystemmanagementandmaintenancebyintroducingmorecloseloopautomation.BuildingandmaintaininganNFV-basednetworkdeploymentcanberathercomplexasthenetworkgetsmoredisaggregated.Variousanddifferentcomponentssuchasresourceorchestrationandmanagementfunctions,infrastructureplatformandmanagement,theVNFsthemselves,etc.needtobeallconsidered.Awell-designedautonomoussystemcouldhelphidethecomplexityoftheinterworkingbetweenthesecomponents,andthuseasetheworkofhumanoperators.
Thesecondobjectiveisimprovingtheefficiencyindevelopingandhelpingtoreducethetimeinlaunchingnewservices.Here,anexamplecanbetheautomationcapabilitiesofasystemthatrunsthroughandautomatesatseveralstepsintheprocesssuchassoftwareversionmanagement,integration,testing,distribution,servicedeployment,andupgradeprocesses,etc.Figure1belowillustratesthetrendwherebyatransitionoccursbetweenacase(shownontheleftside)wherefullautomationtakesplacesatselectedstepsinthelifecycleofcurrenttelecomnetworkstoacase(shownontherightside)wherefullautomationcantakeplaceateachandeverystep,thusrealizingafullend-to-endautomatedlifecycle.
EvolvingNFVtowardsthenextdecade10
Figure1:Transitiontoend-to-endautomation
Thirdly,AI,machinelearning,andothertechnologiesarebeingintroducedtohelpnetworkoperationspersonnelhandlefaultalarmsandoptimizesystemperformancemoreeffectivelybyanalyzingmassdataandbuildingmodels.
ByusingtheNFVtechnology,telcocloudmanagementhasimplementedbasicautomationofnetworkfunctiondeployment,monitoring,andmanagement.However,thetrendshowsthattelcocloudmanagementisevolvingtowardshigher-orderself-intelligentnetworking,byusingcutting-edgetechnologiessuchasbigdata,AI,anddeclarativeAPIs.Self-service,self-distribution,andself-assuredtelecomnetworkinfrastructuretosupporttelecomnetworkscanopenupthedoortomulti-service,multi-field,full-scenario,andfull-lifecycleclosed-loopself-intelligencecapabilitiesandprovideefficientmethodsforoperatorsinnetworkplanningandOAM.
Onebasisofimplementingautomationisdatamanagement.Withoutaccurate,real-time,andreliabledata,itbecomesimpossibletodrivethesystemtomakedecisionsandtakeappropriateactions,therebyhamperingtheeffectofthemanagementsystem.Thecurrentmulti-vendor,multi-componentandlayeredconstructionofanNFV-basednetworkbringsadditionalchallengestodatamanagement.Thefirstchallengeisdatadispersionandnon-standardizeddata:differentcomponentsinthesystemcollectandmaintaintheirowndataformanagementandorchestration.Furthermore,solutionsfromdifferentvendorsoropensourceprojectsusuallyhavedifferentdesignswithregardstodatacollectionfrequency,dataformat,etc.,whichmakesitharderfordatacomparison,validation,synchronizationandanalysis.Thesecondchallengeisthelimitedscopeofdatacollec
温馨提示
- 1. 本站所有资源如无特殊说明,都需要本地电脑安装OFFICE2007和PDF阅读器。图纸软件为CAD,CAXA,PROE,UG,SolidWorks等.压缩文件请下载最新的WinRAR软件解压。
- 2. 本站的文档不包含任何第三方提供的附件图纸等,如果需要附件,请联系上传者。文件的所有权益归上传用户所有。
- 3. 本站RAR压缩包中若带图纸,网页内容里面会有图纸预览,若没有图纸预览就没有图纸。
- 4. 未经权益所有人同意不得将文件中的内容挪作商业或盈利用途。
- 5. 人人文库网仅提供信息存储空间,仅对用户上传内容的表现方式做保护处理,对用户上传分享的文档内容本身不做任何修改或编辑,并不能对任何下载内容负责。
- 6. 下载文件中如有侵权或不适当内容,请与我们联系,我们立即纠正。
- 7. 本站不保证下载资源的准确性、安全性和完整性, 同时也不承担用户因使用这些下载资源对自己和他人造成任何形式的伤害或损失。
最新文档
- 石河子大学《药物分析实验》2022-2023学年第一学期期末试卷
- 石河子大学《现代教育技术》2023-2024学年第一学期期末试卷
- 石河子大学《纪录片赏析》2023-2024学年第一学期期末试卷
- 沈阳理工大学《自动检测技术》2022-2023学年第一学期期末试卷
- 沈阳理工大学《色彩构成》2021-2022学年第一学期期末试卷
- 沈阳理工大学《建筑力学》2021-2022学年第一学期期末试卷
- 沈阳理工大学《后期特效》2023-2024学年第一学期期末试卷
- 沈阳理工大学《电工与电子技术实验》2021-2022学年期末试卷
- 沈阳理工大学《测量学》2021-2022学年第一学期期末试卷
- 海商法修改船舶融资租赁合同
- 《市场营销》教案(第3周)市场营销环境分析
- 租地种香蕉合同
- 上海市虹口区2024学年第一学期期中考试初三物理试卷-学生版
- 国开(甘肃)2024年春《地域文化(专)》形考任务1-4终考答案
- 档案整理及数字化服务方案(技术标 )
- 放射性口腔粘膜炎的发病机制及危险因素
- 加油站特殊作业安全管理制度(完整版)
- 质量风险抵押金管理办法
- 村纪检监督小组工作职责
- 《宏观经济学乘数论》PPT课件.ppt
- 警务监督员表态发言(共4篇)
评论
0/150
提交评论