Using Data Stream Management Systems for Traffic Analysis

Using Data Stream Management Systems for Traffic Analysis

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时间:2019-08-12

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1、UsingDataStreamManagementSystemsforTrafficAnalysis–ACaseStudy–2,12,11ThomasPlagemann,VeraGoebel,AndreaBergamini,111GiacomoTolu,GuillaumeUrvoy-Keller,ErnstW.Biersack1InstitutEurecom,CorporateCommunications,2229RoutedesCrêtesBP193F-06904SophiaAntipolisCedex

2、,France{bergamin,tolu,urvoy,erbi}@eurecom.fr2UniversityofOslo,DepartmentofInformatics,Postbox1080Blindern,0316Oslo,Norway{plageman,goebel}@ifi.uio.noAbstract.Manytrafficanalysistasksaresolvedwithtoolsthataredevelopedinanad-hoc,incremental,andcumbersomeway

3、insteadofseekingsystematicsolutionsthatareeasytoreuseandunderstand.Thehugeamountofdatathathastobemanagedandanalyzedtogetherwiththefactthatmanydifferentanalysistasksareperformedoverasmallsetofdifferentnetworktraceformats,motivatesustostudywhetherDataStream

4、ManagementSystems(DSMSs)mightbeusefultodeveloptrafficanalysistools.Wehaveperformedanex-perimentalstudytoanalyzetheadvantagesandlimitationsofusingDSMSinpractice.WestudyhowsimpleandcomplexanalysistaskscanbesolvedwithTelegraphCQ,apublicdomainDSMS,andpresenta

5、preliminaryperformanceanalysis.1IntroductionandMotivationThenumberoftoolsforanalyzingdatatrafficintheInternetiscontinuouslyincreas-ing,becausethereisanincreasingneedinmanydifferentapplicationdomains.Forexample,networkoperatorsandserviceprovidersneedtomoni

6、tordatatraffictoanalyzetheprovidedservicelevel,toidentifybottlenecks,andinitiateappropriatecountermeasures,ifpossible.ThisisespeciallyimportantintheInternet,becausetheamountofdatatrafficcontinuouslyincreasesandthebehaviorandrequirementsofend-usersarechang

7、ingovertime,likeacceptedresponsetimefromwebservers.Anotherapplicationdomainisthedevelopmentandimprovementofnewprotocolsandapplications,likeoverlaynetworksandpeer-to-peer(P2P)filesharingapplica-tions.Thecomplexityoftheseprotocolsandapplications,aswellasthe

8、complexityoftheenvironmenttheyareusedin,oftenimposethatameaningfulanalysiscanonlybedoneduringtheiroperationintheInternet.Thetypicalcoarsegrainarchitectureofthesetoolsconsistoftwocomponents,first,apacketcapturingorfl

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