Age of Information: Foundations and Applications PDF
Preview Age of Information: Foundations and Applications
AgeofInformation Attheforefrontofcutting-edgetechnologies,thistextprovidesacomprehensivetreat- ment of a crucial network performance metric, ushering in new opportunities for rethinkingthewholedesignofcommunicationsystems.Adetailedexpositionofthe communicationandnetworktheoreticfoundationsofAgeofInformation(AoI)gives thereaderasolidbackground,andadiscussionoftheimplicationsforsignalprocess- ing and control theory shed light on the important potential of recent research. The textincludesextensivereal-worldapplicationsofthisvitalmetric,includingcaching, theInternetofThings(IoT),andenergy-harvestingnetworks.Thefar-reachingappli- cations of AoI include networked monitoring systems, cyber-physical systems such astheIoT,andinformation-orientedsystemsanddataanalyticsapplicationsranging from the stock market to social networks. The future of this exciting subject in 5G communicationsystemsandbeyondmakesthisavitalresourceforgraduatestudents, researchersandprofessionals. Nikolaos Pappas is an associate professor at the Department of Computer and Information Science, Linköping University. He serves as an editor for four IEEE journals. Mohamed A. Abd-Elmagid is a graduate research assistant with the Department of ElectricalandComputerEngineeringatVirginiaTech. Bo Zhou is a professor at the College of Electronic and Information Engineering, NanjingUniversityofAeronauticsandAstronautics,China.Hereceivedthebestpaper awardsatIEEEGLOBECOMin2018andIFIPNTMSin2019.Hewasrecognizedas anexemplaryreviewerofIEEETransactionsonCommunicationsin2019and2020. WalidSaadisaprofessorattheDepartmentofElectricalandComputerEngineeringat VirginiaTech,whereheleadstheNetworkScience,WirelessandSecuritylaboratory. He is the author/coauthor of ten conference best paper awards and recipient of the 2015IEEEComSocFredW.EllersickPrize.HeisanIEEEfellow. HarpreetS.DhillonisaprofessorofElectricalandComputerEngineeringatVirginia Tech.HeisaClarivateAnalyticsHighlyCitedResearcherandarecipientofsixbest paperawards,includingtheIEEELeonardG.AbrahamPrize,theIEEEHeinrichHertz Award,andtheIEEECommunicationsSocietyYoungAuthorBestPaperAward. Published online by Cambridge University Press “As communication networks become increasingly integrated with sensing, comput- ing, and storage platforms, the age of information is emerging as a versatile and tractableperformancemeasurethatcapturestherelevanceofinformationforapplica- tionssuchascontrolandmachinelearning.Editedandcontributedbyleadingexperts inthefield,thisbookisanexcellentintroductiontothetopicandanessentialreference forresearchersincommunications.” OsvaldoSimeone,King’sCollegeLondon “With the inception of the fifth generation (5G) of wireless cellular systems and its projected use in various real-time applications there has been an increased interest in the low-latency performance of wireless systems. Beyond the sole focus of low latency, during the last decade the notion of Age of Information (AoI), information freshness, and its derivatives have sparked interest into analysis and design of com- munication systems with general timing requirements. This book provides a timely and fresh view on the area of AoI, featuring a highly competent Editorial team and excellent contributions from well-established researchers. Various important aspects arecovered,rangingfromanalyticaltreatmentandstochasticmodelsforAoI,sched- uling and transmission policies, interplay with machine learning techniques, as well as the very recent aspects of data economics and valuation. Beyond 5G and towards 6G systems,the relevanceof timing performancein wirelesscommunication insys- temsandstandardswillonlycontinuetogrow,renderingthisbookintoavaluableand reliablereferenceforresearchersandengineers.” PetarPopovski,AalborgUniversity,Denmark Published online by Cambridge University Press Age of Information Foundations and Applications Editedby NIKOLAOS PAPPAS LinköpingUniversity,Sweden MOHAMED A. ABD-ELMAGID VirginiaTech BO ZHOU NanjingUniversityofAeronauticsandAstronautics WALID SAAD VirginiaTech HARPREET S. DHILLON VirginiaTech Published online by Cambridge University Press ShaftesburyRoad,CambridgeCB28EA,UnitedKingdom OneLibertyPlaza,20thFloor,NewYork,NY10006,USA 477WilliamstownRoad,PortMelbourne,VIC3207,Australia 314–321,3rdFloor,Plot3,SplendorForum,JasolaDistrictCentre,NewDelhi–110025,India 103PenangRoad,#05–06/07,VisioncrestCommercial,Singapore238467 CambridgeUniversityPressispartofCambridgeUniversityPress&Assessment,adepartmentof theUniversityofCambridge. WesharetheUniversity’smissiontocontributetosocietythroughthepursuitof education,learningandresearchatthehighestinternationallevelsofexcellence. www.cambridge.org Informationonthistitle:www.cambridge.org/9781108837873 DOI:10.1017/9781108943321 (cid:13)c CambridgeUniversityPress&Assessment2023 Thispublicationisincopyright.Subjecttostatutoryexception andtotheprovisionsofrelevantcollectivelicensingagreements, noreproductionofanypartmaytakeplacewithoutthewritten permissionofCambridgeUniversityPress&Assessment. Firstpublished2023 AcataloguerecordforthispublicationisavailablefromtheBritishLibrary. ACataloging-in-PublicationdatarecordforthisbookisavailablefromtheLibraryofCongress. ISBN978-1-108-83787-3Hardback CambridgeUniversityPress&Assessmenthasnoresponsibilityforthepersistenceoraccuracyof URLsforexternalorthird-partyinternetwebsitesreferredtointhispublication anddoesnotguaranteethatanycontentonsuchwebsitesis,orwillremain, accurateorappropriate. Published online by Cambridge University Press Contents Contributors pagevii Acknowledgments xii 1 TheProbabilityDistributionoftheAgeofInformation 1 YoshiakiInoue,TetsuyaTakine,andToshiyukiTanaka 2 OntheDistributionofAoI 36 JayaPrakashChampatiandJamesGross 3 MultisourceQueueingModels 59 SanjitK.KaulandRoyD.Yates 4 ControllingtheAgeof Information:BufferSize,Deadlines,andPacket Management 86 SastryKompellaandClementKam 5 TimelyStatusUpdatingviaPacketManagementinMultisourceSystems 115 MohammadMoltafet,MarkusLeinonen,andMarianCodreanu 6 AgeofInformationinSourceCoding 140 MelihBastopcu,BaturalpBuyukates,andSennurUlukus 7 SamplingandSchedulingforMinimizingAgeofInformationofMultiple Sources 166 AhmedM.Bedewy,YinSun,SastryKompella,andNessB.Shroff 8 Age-EfficientSchedulinginCommunicationNetworks 199 BinLi,BoJi,andAtillaEryilmaz 9 Age-DrivenTransmissionSchedulinginWirelessNetworks 230 QingHe,DiYuan,GyörgyDán,andAnthonyEphremides 10 AgeofInformationandRemoteEstimation 259 TasmeenZamanOrneeandYinSun Published online by Cambridge University Press vi Contents 11 RelationbetweenValueandAgeofInformationinFeedbackControl 283 TourajSoleymani,JohnS.Baras,andKarlH.Johansson 12 AgeofInformationinPractice 297 ElifUysal,OnurKaya,SajjadBaghaee,andHasanBurhanBeytur 13 Reinforcement Learning for Minimizing Age of Information overWirelessLinks 327 ElifTug˘çeCeran,DenizGündüz,andAndrásGyörgy 14 InformationFreshnessinLarge-ScaleWirelessNetworks:AStochastic GeometryApproach 364 HowardH.YangandTonyQ.S.Quek 15 TheAgeofChannelStateInformation 384 ShahabFarazi,AndrewG.Klein,andD.RichardBrownIII 16 TransmissionPreemptionforInformationFreshnessOptimization 406 SongtaoFeng,BoyuWang,ChenghaoDeng,andJingYang 17 EconomicsofFreshDataTrading 429 MengZhang,AhmedArafa,JianweiHuang,andH.VincentPoor 18 UAV-AssistedStatusUpdates 456 JuanLiu,XijunWang,BoBai,andHuaiyuDai Index 478 Published online by Cambridge University Press Contributors AhmedArafa DepartmentofElectricalandComputerEngineering,UniversityofNorthCarolinaat Charlotte,UnitedStates SajjadBaghaee DepartmentofElectricalandElectronicsEngineering,MiddleEastTechnical University,Turkey BoBai TheoryLab(FKAFutureNetworkTheoryLab),2012Labs,HuaweiTechnologies Co.,Ltd.,HongKong JohnS.Baras InstituteforSystemsResearch,UniversityofMarylandCollegePark,UnitedStates MelihBastopcu DepartmentofElectricalandComputerEngineering,UniversityofMaryland,United States AhmedM.Bedewy DepartmentofECE,TheOhioStateUniversity,Columbus,OHUSA HasanBurhanBeytur DepartmentofElectricalandComputerEngineering,UniversityofTexasatAustin, UnitedStates DonaldRichardBrownIII WorcesterPolytechnicInstitute,UnitedStates BaturalpBuyukates DepartmentofElectricalandComputerEngineering,UniversityofMaryland,United States Published online by Cambridge University Press viii Contributors ElifTugceCeran DepartmentofElectricalandElectronicEngineering,MiddleEastTechnical University,Turkey JayaChampati SchoolofElectricalEngineeringandComputerScience,KTHRoyalInstituteof Technology,Sweden MarianCodreanu DepartmentofScienceandTechnology(ITN),LinköpingUniversity,Sweden HuaiyuDai DepartmentofElectricalandComputerEngineering,NorthCarolinaState University,UnitedStates GyörgyDán DivisionofNetworkandSystemsEngineering,SchoolofElectricalEngineeringand ComputerScience,KTHRoyalInstituteofTechnology,Sweden ChenghaoDeng DepartmentofElectronicEngineering,TsinghuaUniversity, China AnthonyEphremides ElectricalandComputerEngineering,InstituteforSystemsResearch,Universityof Maryland,UnitedStates AtillaEryilmaz OhioStateUniversity,UnitedStates ShahabFarazi WorcesterPolytechnicInstitute,UnitedStates SongtaoFeng SchoolofElectricalEngineeringandComputerScience,PennsylvaniaState University,UnitedStates JamesGross SchoolofElectricalEngineeringandComputerScience,KTHRoyalInstituteof Technology,Sweden DenizGunduz DepartmentofElectricalandElectronicEngineering,ImperialCollegeLondon, UnitedKingdom Published online by Cambridge University Press Contributors ix AndrásGyörgy Deepmind,UnitedKingdom QingHe DivisionofNetworkandSystemsEngineering,SchoolofElectricalEngineeringand ComputerScience,KTHRoyalInstituteofTechnology,Sweden JianweiHuang SchoolofScienceandEngineering,ChineseUniversityofHongKong,China YoshiakiInoue DepartmentofInformationandCommunicationsTechnology,OsakaUniversity, Japan BoJi VirginiaTech,UnitedStates KarlHenrikJohansson DivisionofDecisionandControlSystems,KTHRoyalInstituteofTechnology, Sweden ClementKam U.S.NavalResearchLaboratory,UnitedStates SanjitK.Kaul IndraprasthaInstituteofInformationTechnologyDelhi,India OnurKaya DepartmentofElectricalandElectronicsEngineering,IsikUniversity,Turkey AndrewG.Klein WesternWashingtonUniversityCollegeofScienceandEngineering,UnitedStates SastryKompella InformationTechnologyDivision,NavalResearchLaboratory,UnitedStates MarkusLeinonen CentreforWirelessCommunications–RadioTechnologies,UniversityofOulu, Finland BinLi PennsylvaniaStateUniversity,UnitedStates Published online by Cambridge University Press
The list of books you might like
