Computer Performance Engineering: 18th European Workshop, EPEW 2022, Santa Pola, Spain, September 21–23, 2022, Proceedings PDF
Preview Computer Performance Engineering: 18th European Workshop, EPEW 2022, Santa Pola, Spain, September 21–23, 2022, Proceedings
Katja Gilly Nigel Thomas (Eds.) 9 5 6 3 Computer 1 S C Performance Engineering N L 18th European Workshop, EPEW 2022 Santa Pola, Spain, September 21–23, 2022 Proceedings Lecture Notes in Computer Science 13659 FoundingEditors GerhardGoos KarlsruheInstituteofTechnology,Karlsruhe,Germany JurisHartmanis CornellUniversity,Ithaca,NY,USA EditorialBoardMembers ElisaBertino PurdueUniversity,WestLafayette,IN,USA WenGao PekingUniversity,Beijing,China BernhardSteffen TUDortmundUniversity,Dortmund,Germany MotiYung ColumbiaUniversity,NewYork,NY,USA Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/558 · Katja Gilly Nigel Thomas (Eds.) Computer Performance Engineering 18th European Workshop, EPEW 2022 Santa Pola, Spain, September 21–23, 2022 Proceedings Editors KatjaGilly NigelThomas MiguelHernandezUniversity NewcastleUniversity Elche,Spain NewcastleuponTyne,UK ISSN 0302-9743 ISSN 1611-3349 (electronic) LectureNotesinComputerScience ISBN 978-3-031-25048-4 ISBN 978-3-031-25049-1 (eBook) https://doi.org/10.1007/978-3-031-25049-1 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2023 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface This volume of LNCS contains papers presented at the 18th European Performance EngineeringWorkshopheldinSantaPola,Alicante,SpaininSeptember2022. Theacceptedpapersreflectthediversityofmodernperformanceengineering.The sessionscovered awiderangeoftopicsincluding robustnessanalysis,machine learn- ing,edgeandcloudcomputing,aswellasmoretraditionaltopicsrelatedtostochastic modelling,techniquesandtools.ThiswasthefirsttimethatEPEWwasheldinperson sincetheCovid-19pandemic.Whiletheoverallnumberofpapersandpresentationswas lowerthansomepreviousevents,itwasneverthelessanimportantstepinrenormalising workshopparticipationandsharinghigh-qualityworkinapositiveandproductiveenvi- ronment.Atotalof14fullpaperswereacceptedintheWorkshopaftergoingthrougha singleblindrevisionprocessthatguaranteedaminimumof3reviewsforeachpaper. WeweredelightedtohavekeynotepresentationsfromDr.XavierCostaPérezfrom NECLaboratoriesEuropeandProfAadvanMoorselfromtheUniversityofBirmingham. Thesetalksreflectedthestateofperformanceengineeringtoday.XavierCostaPérez’s talkconcernedAIforFuture6GSystems,coveringAI-drivenautomationforindustry verticals,O-RANnetworkdisaggregation,smartsurfacesandwirelesssensing.Aadvan Moorsel’s talk on Probabilistic Models for Blockchain presented a number of results givinginsightintothebehaviourandchallengesofblockchainsystems. Asworkshopco-chairswewouldliketothankeveryoneinvolvedinmakingEPEW 2022 a success: Springer for their continued support of the workshop series, the pro- gramme committee and reviewers, and of course the authors of the papers submitted, withoutwhomtherecouldnotbeaworkshop.Wewouldespeciallyliketoextendour thankstothestaffoftheMuseodelMarattheCastilloFortaleza,SantaPola,forhosting the workshop and providing an excellent environment and support. We trust that you, thereader,findthepapersinthisvolumeinteresting,usefulandinspiring,andwehope toseeyouatfutureEuropeanPerformanceEngineeringWorkshops. November2022 KatjaGilly NigelThomas Organization Chair KatjaGilly MiguelHernándezUniversity(UMH),Spain OrganizingCommittee SalvadorAlcaraz MiguelHernàndezUniversity(UMH),Spain CristinaBernad MiguelHernàndezUniversity(UMH),Spain PedroPabloGarrido MiguelHernàndezUniversity(UMH),Spain EduardoLópez MiguelHernàndezUniversity(UMH),Spain PedroJ.Roig MiguelHernàndezUniversity(UMH),Spain EPEW2022ProgramCommittee Chair NigelThomas NewcastleUniversity,UK Members NouraAknin AbdelmalekEssaadiUniversity,Morocco SalvadorAlcaraz MiguelHernandezUniversity,Spain ElvioGilbertoAmparore UniversitàdeglistudidiTorino,Italy PaoloBallarini CentraleSupelec,France EnricoBarbierato UniversitàCattolicadelSacroCuore,Italy MarcoBeccuti UniversitàdeglistudidiTorino,Italy MarcoBernardo UniversityofUrbino,Italy LauraCarnevali UniversityofFlorence,Italy IoannisDimitriou UniversityofPatras,Greece DieterFiems GhentUniversity,Belgium SonjaFiliposka UniversityofSs.CyrilandMethodius, NorthMacedonia MatthewForshaw NewcastleUniversity,UK Jean-MichelFourneau UniversityofVersailles,France PedroPabloGarrido MiguelHernandezUniversity,Spain MarcoGribaudo PolitecnicodiMilano,Italy BoudewijnHaverkort TilburgUniversity,Netherlands AndrásHorváth UniversityofTurin,Italy viii Organization EsaHyytia UniversityofIceland,Iceland MauroIacono UniversitàdellaCampaniaLuigiVanvitelli,Italia AlainJean-Marie Inria,France CarlosJuiz UniversityoftheBalearicIslands,Spain WilliamKnottenbelt ImperialCollegeLondon,UK LasseLeskelä AaltoUniversity,Finland AndreaMarin UniversityofVenice,Italy AnastasMishev UniversityofSs.CyrilandMethodius, NorthMacedonia NihalPekergin UniversitéParis-EstCréteil,France TuanPhung-Duc UniversityofTsukuba,Japan AgapiosPlatis UniversityoftheAegean,Greece AnneRemke WWUMünster,Germany MarkusSiegle UniBwMunich,Germany MiklosTelek BudapestUniversityofTechnologyand Economics,Hungary JorisWalraevens GhentUniversity,Belgium KatinkaWolter FreiUniversitätBerlin,Germany Contents RobustnessAnalysis Measuring Streaming System Robustness Using Non-parametric Goodness-of-FitTests .................................................. 3 StuartJamiesonandMatthewForshaw Effectiveness of Pre-computed Knowledge in Self-adaptation - ARobustnessStudy ................................................... 19 MaxKorn, PhilippChrszon, SaschaKlüppelholz, ChristelBaier, andSaschaWunderlich Applications EnergyConsumptionEstimationforElectricVehiclesUsingRoutingAPI Data ................................................................. 37 SaadAlateefandNigelThomas A Robust Approximation for Multiclass Multiserver Queues withApplicationstoMicroservicesSystems ............................... 54 SiyuZhouandMurrayWoodside StochasticModelling ProductFormSolutionfortheSteady-StateDistributionofaMarkov ChainAssociatedwithaGeneralMatchingModelwithSelf-loops ............ 71 AnaBusic,ArnaudCadas,JosuDoncel,andJean-MichelFourneau M/M/c/Setup Queues: Conditional Mean Waiting Times and a Loop AlgorithmtoDeriveCustomerEquilibriumThresholdStrategy .............. 86 HungQ.NguyenandTuanPhung-Duc CheckpointingModelsforTaskswithWidelyDifferentProcessingTimes ..... 100 PaulEzhilchelvanandIsiMitrani MachineLearning AnalysisofReinforcementLearningforDeterminingTaskReplication inWorkflows ......................................................... 117 AndrewStephenMcGoughandMatthewForshaw x Contents Performability Requirements in Making a Rescaling Decision forStreamingApplications ............................................. 133 PaulOmoregbeeandMatthewForshaw Edge-cloudComputing EdgePerformanceAnalysisChallengesinMobileSimulationScenarios ....... 151 CristinaBernad, PedroJ.Roig, SalvadorAlcaraz, KatjaGilly, andSonjaFiliposka ADeterministicModeltoPredictExecutionTimeofSparkApplications ...... 167 HinaTariqandOliviaDas ModellingParadigmsandTools AScalableOpinionDynamicsModelBasedontheMarkovianAgent Paradigm ............................................................. 185 MarcoScarpa,SalvatoreSerrano,andFrancescoLongo UsingtheORISToolandtheSIRIOLibraryforModel-DrivenEngineering ofQuantitativeAnalytics ............................................... 200 LauraCarnevali, MarcoPaolieri, RiccardoReali, LeonardoScommegna,FedericoTammaro,andEnricoVicario Places, Transitions and Queues: New Proposals for Interconnection Semantics ............................................................ 216 MarcoGribaudoandMauroIacono AuthorIndex ......................................................... 231
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