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Communication and Computing Networks: Applications, Technologies, and Approaches Dinh Thai Hoang

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MetaverseCommunication andComputingNetworks

IEEEPress

445HoesLane

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IEEEPressEditorialBoard

SarahSpurgeon, EditorinChief

JónAtliBenediktsson

AnjanBose

JamesDuncan

AminMoeness

DesineniSubbaramNaidu

BehzadRazavi

JimLyke

HaiLi

BrianJohnson

JeffreyReed

DiomidisSpinellis

AdamDrobot

TomRobertazzi

AhmetMuratTekalp

MetaverseCommunication andComputingNetworks

Applications,Technologies,andApproaches

Editedby

DinhThaiHoang

UniversityofTechnologySydney,Australia

DiepN.Nguyen

UniversityofTechnologySydney,Australia

CongT.Nguyen

DuyTanUniversity,Vietnam

EkramHossain UniversityofManitoba,Canada

DusitNiyato

NanyangTechnologicalUniversity,Singapore

Copyright©2024byTheInstituteofElectricalandElectronicsEngineers,Inc. Allrightsreserved.

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Tomyfamily

—DinhThaiHoang

Tomyfamily

—DiepN.Nguyen

Tomyfamily

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Tomyparents

—EkramHossain

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Contents

Editors’Biography xvi

ListofContributors xix

Preface xxiv

Acknowledgments xxv

Introduction xxvi

1Metaverse:AnIntroduction 1

Lik-HangLee,DimitrisChatzopoulos,PengyuanZhou,andTristanBraud

1.1Introduction 1

1.2TheMetaverse:Fantasy,Text,3DWorlds 3

1.3TheRiseofEdgeComputing 4

1.3.1Offloading 4

1.3.2ScaletoOutdoor 5

1.4Universality,Interoperability,andOpenness 6

1.4.1UsingtheWorldWideWebasanIllustration 6

1.4.2RealizingthePotentialofInteroperabilityintheMetaverse 7

1.4.3TheArgumentinFavorofImmersiveTechnologies 8

1.5StepsTowardMobileUserInteractionWithintheMetaverse 9

1.6BringingUsers’ProfilesandAssetsontheMetaverse 10

1.6.1TheRoleofDistributedLedgers,SmartContracts,andDecentralized Storage 11

1.7ConclusionsandFutureResearchDirections 12 Bibliography 13

2PotentialApplicationsandBenefitsofMetaverse 17

MshariAljumaie,HieuChiNguyen,NamH.Chu,CongT.Nguyen, DiepN.Nguyen,DinhThaiHoang,andErykDutkiewicz

2.1MetaverseApplicationsforEntertainment 17

2.1.1IntroductiontoEntertainment 17

2.1.2ExistingEntertainmentActivities 18

2.1.3EntertainmentActivitiesinMetaverse 20

2.1.4ChallengesofEntertainmentintheMetaverse 22

2.2VirtualOfficeinMetaverse 22

2.2.1IntroductiontoVirtualOffice 22

2.2.2CurrentVirtualOfficePlatformsTowardMetaverse 23

2.2.3BenefitsandPotentialUseCasesofMetaverseWorkplace 25

2.2.4ChallengesofVirtualOfficeinMetaverse 26

2.3Education 27

2.3.1TheDevelopmentofOnlineLearning 27

2.3.2CurrentOnlineLearningPlatformsandChallenges 28

2.3.3EducationinMetaverse 29

2.3.4ChallengesofEducationinMetaverse 30

2.4MetaverseforHealthcareServices 31

2.5MetaverseforAutonomousVehicles 32

2.6MetaverseforVirtualTravelling 33

2.7ConclusionsandFutureResearchDirections 34 Bibliography 34

3MetaversePrototype:ACaseStudy 39 HaihanDuanandWeiCai

3.1Overview 39

3.1.1RelatedWork 39

3.1.2MotivationandImplementation 40

3.2NewbieatCUHKSZ 42

3.2.1Gameplayin NewbieatCUHKSZ43

3.2.1.1UniversityCampusExploration 43

3.2.1.2SchoolandMajorSelection 44

3.2.1.3TheSenseofSocialGood 45

3.2.2LimitationsandIteration 46

3.3CUHKSZMetaverse 47

3.3.1Three-LayerSystemDesign 47

3.3.2CampusMetaversePrototype 49

3.3.2.1InfrastructureLayer 49

3.3.2.2InteractionLayer 50

3.3.2.3EcosystemLayer 55

3.4ConclusionsandFutureResearchDirections 59 Acknowledgement 60 Bibliography 61

4WirelessTechnologiesfortheMetaverse 63

HongliangZhang,ShiwenMao,andZhuHan

4.1Introduction 63

4.2XRoverNR:Standardizationin3GPP 64

4.2.1SelectedXRApplications 65

4.2.2TrafficModels 65

4.2.3MajorXR-Specific3GPPKPIs 66

4.2.3.1Capacity 66

4.2.3.2PowerConsumption 66

4.3CaseStudy:Location-DependentARServicesintheWireless Edge-EnabledMetaverse 67

4.3.1SystemModel 67

4.3.1.1UplinkPhase 69

4.3.1.2DownlinkPhase 70

4.3.2ProblemFormulation 72

4.3.2.1ImpactofEstimationError 73

4.3.2.2QoEModel 74

4.3.2.3ProblemStatement 74

4.3.3AlgorithmDesign 75

4.3.3.1WaveformDesignAlgorithmfortheUplinkSubproblem 75

4.3.3.2JointResolutionandTransmitPowerOptimizationAlgorithmforthe DownlinkSubproblem 76

4.3.4SimulationResults 77

4.3.4.1Settings 77

4.3.4.2EvaluationResults 79

4.4ConclusionsandFutureResearchDirections 81 Acknowledgment 82 Bibliography 82

5AIandComputerVisionTechnologiesforMetaverse 85

Thien-HuynhThe,Quoc-VietPham,Xuan-QuiPham,TanDo-Duy, andThippaReddyGadekallu

5.1Introduction 85

5.1.1MainContributions 86

5.1.2ChapterOrganization 87

5.2AIfortheMetaverse 87

5.2.1PreliminaryofAI 87

5.2.1.1ConventionalTechniques 87

5.2.1.2AdvancedTechniques 89

5.2.2RolesofAIintheMetaverse 90

5.2.2.1DataProcessing 91

5.2.2.2DataManagement 92

5.2.2.3ResourceManagement 93

5.2.2.4Modeling 95

5.2.2.5NeuralInterface 96

5.2.3AIforMetaverseApplications 97

5.2.3.1Healthcare 97

5.2.3.2Manufacturing 98

5.2.3.3SmartCities 99

5.2.3.4Gaming 100

5.2.3.5Others 101

5.3ComputerVisionfortheMetaverse 101

5.3.1FundamentalComputerVisionTasks 103

5.3.1.1ImageClassification 103

5.3.1.2ObjectDetection 104

5.3.1.3ImageSegmentation 105

5.3.1.4HumanPoseEstimation 107

5.3.1.5Others 109

5.3.2ComputerVisionforMetaverseApplications 110

5.3.2.1AutonomousDriving 110

5.3.2.2Healthcare 111

5.3.2.3Manufacturing 113

5.3.2.4Others 114

5.4ConclusionsandFutureResearchDirections 115 Bibliography 117

6Virtual/Augmented/MixedRealityTechnologies forEnablingMetaverse 125 HoweYuanZhuandChin-TengLin

6.1Introduction 125

6.1.1IntotheMetaverse:HumanConsciousnessinaVirtualWorld 125

6.1.2VR/AR/MRChallenges 127

6.2VirtualReality 129

6.2.1TechnologyOverview 129

6.2.2UserImmersion 130

6.2.3MetaverseContinuity 132

6.2.4UserInteraction 133

6.2.5Summary 135

6.3AugmentedReality 135

x Contents

6.3.1TechnologyOverview 135

6.3.2UserImmersion 136

6.3.3MetaverseContinuity 137

6.3.4UserInteraction 138

6.3.5Summary 139

6.4MixedReality 139

6.4.1TechnologyOverview 139

6.4.2UserImmersion 140

6.4.3MetaverseContinuity 141

6.4.4UserInteraction 141

6.4.5Summary 143

6.5ConclusionsandFutureResearchDirections 143 Acknowledgments 144 Bibliography 145

7BlockchainfortheMetaverse:State-of-the-Art andApplications 157 PawanKumarHegde,RajeswariChengoden,NancyVictor, ThienHuynhThe,SwetaBhattacharya,PraveenKumarReddy Maddikunta,ThippaReddyGadekallu,andQuoc-VietPham

7.1Introduction 157

7.2Background 161

7.2.1Blockchain 161

7.2.2Blockchain-BasedSolutionsfortheMetaverse 164

7.3UseCasesofBlockchainfortheMetaverse 167

7.3.1Privacy 168

7.3.2Security 169

7.3.3Traceability 170

7.3.4Decentralization 170

7.3.5Ownership 171

7.3.6Governance 172

7.3.7TrustandAccountability 173

7.4Projects 174

7.4.1AxieInfinity 174

7.4.2DecentralandMANA 174

7.4.3TheSandbox(SAND) 175

7.4.4Enjin(ENJ) 176

7.5ConclusionsandFutureResearchDirections 176 Bibliography 177

8EdgeComputingTechnologiesforMetaverse 183 MinruiXuandDusitNiyato

8.1AnOverviewofEdge-enabledMetaverse 184

8.1.1CommunicationandNetworking 185

8.1.1.1Rate-Reliability-Latency3DMultimediaNetworks 186

8.1.1.2Human-in-the-loopCommunication 187

8.1.1.3Real-timePhysical-VirtualSynchronization 187

8.1.2ComputationattheEdge 188

8.1.2.1EfficientAR/VRCloud-Edge-EndRendering 189

8.1.2.2ScalableAIModelTraining 190

8.1.2.3ComputationalPrivacyandSecurity 190

8.2OpportunitiesandChallengesintheEdge-enabledMetaverse 191

8.2.1OpportunitiesandChallengesinEdgeCommunication 191

8.2.2OpportunitiesandChallengesinEdgeComputing 192

8.3Edge-EnabledMetaverse:ReleasetheUbiquitousComputingand IntelligenceattheEdge 194

8.3.1VRRemoteRenderingviaEdgeComputingTechnologies 194

8.3.1.1Background 194

8.3.1.2Motivation 194

8.3.1.3Contribution 195

8.3.2Edge-EnabledPhysical–VirtualSynchronization 196

8.3.2.1Background 196

8.3.2.2Motivation 197

8.3.2.3Contribution 198

8.4ConclusionsandFutureResearchDirections 199 Bibliography 200

9SecurityIssuesinMetaverse 205 YuntaoWang,ZhouSu,NingZhang,DongxiaoLiu,RuiXing,TomH.Luan, andXueminShen

9.1OverviewofSecurityandPrivacyThreatsinMetaverse 205

9.2ThreatsandCountermeasurestoAuthenticationandAccessControlin Metaverse 207

9.2.1ThreatstoAuthenticationinMetaverse 207

9.2.2ThreatstoAccessControlinMetaverse 208

9.2.3SecurityCountermeasurestoMetaverseAuthenticationandAccess Control 209

9.2.3.1KeyManagementforWearableDevices 210

9.2.3.2IdentityAuthenticationforWearableDevices 210

9.2.3.3Cross-DomainIdentityAuthentication 211

9.2.3.4Fine-GrainedAccessControlandUsageAuditforWearablesand UGCs 211

9.3ThreatsandCountermeasurestoDataManagementinMetaverse 212

9.3.1ThreatstoDataManagementinMetaverse 212

9.3.2SecurityCountermeasurestoMetaverseDataManagement 213

9.3.2.1DataReliabilityofAIGC,DigitalTwin,andPhysicalInput 214

9.3.2.2DataQualityofUGCandPhysicalInput 215

9.3.2.3SecureDataSharinginXREnvironment 215

9.3.2.4ProvenanceofUGC 216

9.4PrivacyThreatsandCountermeasuresinMetaverse 216

9.4.1PrivacyThreatsinMetaverse 216

9.4.2PrivacyCountermeasuresinMetaverse 219

9.4.2.1PrivacyinMetaverseGames 219

9.4.2.2Privacy-PreservingUGCSharingandProcessing 219

9.4.2.3ConfidentialityProtectionofUGCandPhysicalInput 220

9.4.2.4DigitalFootprintsProtection 220

9.4.2.5PersonalizedPrivacy-PreservingMetaverse 220

9.4.2.6Privacy-EnhancingAdvancesinIndustry 221

9.5Network-RelatedThreatsandCountermeasuresinMetaverse 222

9.5.1ThreatstoMetaverseNetwork 222

9.5.2SituationalAwarenessinMetaverse 222

9.5.2.1LocalSituationalAwareness 223

9.5.2.2GlobalSituationalAwareness 224

9.6Economy-RelatedThreatsandCountermeasuresinMetaverse 225

9.6.1ThreatstoMetaverseEconomy 225

9.6.2OpenandDecentralizedCreatorEconomy 226

9.6.2.1TrustedUGC/Asset/ResourceTrading 226

9.6.2.2EconomicFairnessforManipulationPrevention 227

9.6.2.3OwnershipTraceabilityofDigitalAssets 227

9.7ThreatstoPhysicalWorldandHumanSocietyandCountermeasures inMetaverse 228

9.7.1ThreatstoPhysicalWorldandHumanSociety 228

9.7.2PhysicalSafety 229

9.7.2.1CyberInsurance-BasedSolutions 229

9.7.2.2CPSS-BasedSolutions 229

9.7.3SocietyManagement 229

9.7.3.1MisinformationSpreadingMitigation 229

9.7.3.2HumanSafetyandCyberSyndromes 230

9.8Governance-RelatedThreatsandCountermeasuresinMetaverse 230

9.8.1ThreatstoMetaverseGovernance 230

9.8.2DigitalGovernanceinMetaverse 231

9.8.2.1AIGovernance 231

9.8.2.2DecentralizedGovernance 232

9.9ConclusionsandFutureResearchDirections 232 Bibliography 233

10IoT-AssistedMetaverseServices 241 YueHan,CyrilLeung,andDongInKim

10.1WhyNeedIoTforMetaverseServices 241

10.1.1MetaverseandVirtualServices 241

10.1.1.1AugmentinganIndividual’sExperience 242

10.1.1.2AugmentingIndustryServicesorOperations 242

10.1.2DigitalTwins 243

10.1.2.1DefinitionofDTs 244

10.1.2.2DifferenceBetweenMetaverseandDTs 244

10.1.2.3PositionofIoTinMetaverseDTConstruction 245

10.2HowtoUseIoTforMetaverseDTs 246

10.2.1MobileCrowdsensing 246

10.2.2Scenarios 247

10.2.3ChallengesofUsingIoT-EnabledMCSforMetaverseDTs 247

10.2.3.1Incentives 248

10.2.3.2DataQuality 248

10.2.3.3ResourceManagement 248

10.2.3.4DTValuefortheVirtualBusiness 248

10.2.3.5VSPs’TolerancetoNonupdatedDTs 248

10.2.3.6DecisionSequenceAmongVSPsintheMetaverseEcosystem 249

10.3ADynamicalHierarchicalGame-TheoreticalApproachfor IoT-AssistedMetaverseSynchronization 249

10.3.1Lower-LevelEvolutionaryGame 252

10.3.2Upper-LevelDifferentialGameforVSPs 253

10.3.2.1SimultaneousDecision-MakingSetting 253

10.3.2.2Open-LoopNashSolutions 255

10.3.2.3HierarchicalDecision-MakingSetting 257

10.3.3SimulationResults 259

10.4ConclusionsandFutureResearchDirections 260 Bibliography 262

11QuantumTechnologiesfortheMetaverse:Opportunities andChallenges 267 MahdiChehimiandWalidSaad

11.1Introduction 267

11.2Preliminaries 270

11.3QuantumComputingforaFasterMetaverse 274

11.3.1QuantumComputingSpeedups 274

11.3.2QuantumComputingforLowLatency 275

11.3.3QuantumComputingforSynchronizedDTs 275

11.3.4QuantumComputingforResponsiveXR 275

11.3.5ChallengesforQuantumComputingintheMetaverse 276

11.4QuantumMachineLearningforContextualMetaverse 277

11.4.1ThePowerofQMLModels 277

11.4.2QMLforSemantics’Extraction 278

11.4.3QMLforQuantumConversationalAI 279

11.4.4QuantumFederatedLearningintheMetaverse 279

11.4.5ChallengesFacingQMLintheMetaverse 280

11.5QuantumCommunicationsforSecureMetaverse 281

11.5.1Quantum-EnhancedSecurity 281

11.5.2Quantum-SecuredXRandDTs 282

11.5.3Quantum-EnhancedThroughput 283

11.5.4QuantumCloudService 283

11.5.5ChallengesFacingQuantumCommunicationsintheMetaverse 284

11.6ConclusionsandFutureResearchDirections 285 Bibliography 286

12TheMetaversewithLifeandEverything:AnOverview ofPrivacy,Ethics,andGovernance 293 Lik-HangLee,CarlosBermejo,andPanHui

12.1Introduction 293

12.2PrivacyandSecurity 295

12.2.1ConfidentialitywithRegardtotheSenses 295

12.2.2ProtectionofOne’sActionsandConversationsinPrivate 296

12.2.3TheProtectionofParticipantsandBystanders 297

12.2.4OpenChallenges 298

12.3Governance 299

12.3.1StatutesandRegulations 299

12.3.2DistributedLedgerTechnology(DLT)andDecentralizedAutonomous Organizations(DAO) 300

12.3.3EthicalGovernanceBasedonModules 300

12.3.4TheRoleofOnlinePlatformsinContributingtotheCommon Good 301

12.3.5OpenChallenges 301

12.4Creation,SocialGood,andEthicalDesign 302

12.4.1TheBeginningofEverythingintheMetaverse 302

12.4.2TheOnlineCommunitySpace 304

12.4.3EthicalStructurewithModularDesigns 305 12.5ConclusionsandFutureResearchDirections 308 Bibliography 308

Index 311

Editors’Biography

DinhThaiHoang receivedhisPhDdegreefromtheSchoolofComputerScience andEngineering,NanyangTechnologicalUniversity,Singapore,in2016.Heis currentlyafacultymemberattheUniversityofTechnologySydney(UTS), Australia.Overthepast10years,hehassignificantlycontributedtoadvanced wirelesscommunicationsandnetworkingsystems.Thisisevidencedbyhis excellentrecordwithonepatentfiledbyAppleInc.,twoauthoredbooks,one editedbook,fourbookchapters,morethan80IEEEQ1journals,and60flagship IEEEconferencepapersintheareasofcommunicationsandnetworking.Most ofhisjournalpapershavebeenpublishedintopIEEEjournals,includingIEEE JSAC,IEEETWC,IEEECOMST,andIEEETCOM.Furthermore,hisresearch papershavehadahighimpact,asevidencedbynearly14,000citationswith anh-indexof44(accordingtoGoogleScholar)overthepast10years.Since joiningUTSin2018,hehasreceivedmorethanAUD3millioninexternal fundingandseveralpreciousawards,includingtheAustralianResearchCouncil DiscoveryEarlyCareerResearcherAwardforhisproject“IntelligentBackscatter CommunicationsforGreenandSecureIoTNetworks”andIEEETCSCAward forExcellenceinScalableComputingforContributionson“IntelligentMobile EdgeComputingSystems”(EarlyCareerResearcher).Alternatively,heisthelead authoroftwoauthoredbooks,“AmbientBackscatterCommunicationNetworks,” publishedbyCambridgePublisherin2020and“DeepReinforcementLearningfor WirelessCommunicationsandNetworking,”publishedbyIEEE-WileyPublisher in2022.HeiscurrentlyanEditorofIEEETMC,IEEETWC,IEEETCCN,IEEE TVT,andIEEECOMST.

DiepN.Nguyen isafacultymemberoftheFacultyofEngineeringand InformationTechnology,UniversityofTechnologySydney(UTS).Hereceived MEandPhDinElectricalandComputerEngineeringfromtheUniversityof CaliforniaSanDiego(UCSD)andtheUniversityofArizona(UA),respectively. BeforejoiningUTS,hewasaDECRAResearchFellowatMacquarieUniversity,

amemberoftechnicalstaffatBroadcom(California),ARCONCorporation (Boston),consultingtheFederalAdministrationofAviationonturningdetection ofUAVsandaircraft,USAirForceResearchLabonanti-jamming.Hehasreceived severalawardsfromLGElectronics,theUniversityofCaliforniaSanDiego,the UniversityofArizona,USNationalScienceFoundation,andAustralianResearch Council,includingnominationsfortheoutstandingRA(2013)awards,thebest paperawardattheWiOptconference(2014),DiscoveryEarlyCareerResearcher Award(DECRA,2015),andoutstandingEarlyCareerResearcheraward(SEDE, UniversityofTechnologySydney,2018).Hisrecentresearchinterestsareinthe areasofcomputernetworking,wirelesscommunications,andmachinelearning application,withanemphasisonsystems’performanceandsecurity/privacy.

Dr.NguyenisaseniormemberofIEEEandaneditor/associateeditorofthe IEEE TransactionsonMobileComputing, IEEEAccess,Sensors journal,and IEEEOpen JournaloftheCommunicationsSociety (OJ-COMS).

CongT.Nguyen receivedhisBEdegreeinElectricalEngineeringandInformationTechnologyfromFrankfurtUniversityofAppliedSciencesin2014,hisMSc inGlobalProductionEngineeringandManagementfromtheTechnicalUniversityBerlinin2016,andhisPhDinInformationTechnologyfromUniversityof TechnologySydneyin2023.HeiscurrentlywithDuyTanUniversity,Vietnam. Hisresearchinterestsincludeblockchaintechnology,operationresearch,game theory,andoptimization.

EkramHossain isaprofessorandanassociatehead(GraduateStudies)atthe DepartmentofElectricalandComputerEngineering,UniversityofManitoba, Canada.Heisamember(Classof2016)oftheCollegeoftheRoyalSocietyof Canada.Hiscurrentresearchinterestsincludedesign,analysis,andoptimization of6Gcellularwirelessnetworks.HewaslistedasaClarivateAnalyticsHighly CitedResearcherinComputerScienceforsixyearsinarowfrom2017to2022.He receivedthe2017IEEEComSocTechnicalCommitteeonGreenCommunications andComputingDistinguishedTechnicalAchievementRecognitionAward“for outstandingtechnicalleadershipandachievementingreenwirelesscommunicationsandnetworking.”Hehaswonseveralresearchawards,includingthe 2017IEEECommunicationsSocietyBestSurveyPaperAwardandthe2011IEEE CommunicationsSocietyFredEllersickPrizePaperAward.Heservedasthe editor-in-chieffortheIEEECommunicationsSurveysandTutorialsfrom2012to 2016andtheeditor-in-chiefforIEEEPress.Hewasadistinguishedlecturerofthe IEEECommunicationsSocietyandtheIEEEVehicularTechnologySociety.He wasanelectedmemberoftheboardofgovernorsoftheIEEECommunications Societyforthetermfrom2018to2020.HewaselevatedtoanIEEEfellow“for contributionstospectrummanagementandresourceallocationincognitiveand

cellularradionetworks.”HeisafellowoftheCanadianAcademyofEngineering andafellowoftheEngineeringInstituteofCanada.

DusitNiyato isaprofessorattheSchoolofComputerScienceandEngineering,NanyangTechnologicalUniversity,Singapore.HereceivedBEfromKing Mongkuk’sInstituteofTechnologyLadkrabang(KMITL),Thailand,in1999and aPhDinElectricalandComputerEngineeringfromtheUniversityofManitoba, Canada,in2008.Dusit’sresearchinterestsareintheareasofdistributedcollaborativemachinelearning,theInternetofThings(IoT),edgeintelligentmetaverse, mobileanddistributedcomputing,andwirelessnetworks.DusitwontheBest YoungResearcherAwardofIEEECommunicationsSociety(ComSoc)AsiaPacific andthe2011IEEECommunicationsSocietyFredW.EllersickPrizePaperAward andtheIEEEComputerSocietyMiddleCareerResearcherAwardforExcellence inScalableComputingin2021andDistinguishedTechnicalAchievementRecognitionAwardofIEEEComSocTechnicalCommitteeonGreenCommunications andComputing2022.Dusitalsowonanumberofbestpaperawards,including IEEEWirelessCommunicationsandNetworkingConference(WCNC),IEEE InternationalConferenceonCommunications(ICC),IEEEComSocCommunicationSystemsIntegrationandModellingTechnicalCommittee,andIEEEComSoc SignalProcessingandComputingforCommunicationsTechnicalCommittee 2021.Currently,Dusitisservingaseditor-in-chiefofIEEECommunicationsSurveysandTutorials,anareaeditorofIEEETransactionsonVehicularTechnology, editorofIEEETransactionsonWirelessCommunications,associateeditorof IEEEInternetofThingsJournal,IEEETransactionsonMobileComputing,IEEE WirelessCommunications,IEEENetwork,andACMComputingSurveys.He wasaguesteditoroftheIEEEJournalonSelectedAreasonCommunications.He wasadistinguishedlectureroftheIEEECommunicationsSocietyfor2016–2017. Hewasnamedthe2017–2021highlycitedresearcherincomputerscience.Heis afellowofIEEEandafellowofIET.

ListofContributors

MshariAljumaie SchoolofElectricalandData Engineering UniversityofTechnologySydney

Ultimo,NSW

Australia and DepartmentofInformation Technology

TaifUniversity

Taif SaudiArabia

CarlosBermejo DepartmentofComputerScienceand Engineering,SchoolofEngineering

TheHongKongUniversityofScience andTechnology

HongKongSAR

China

SwetaBhattacharya SchoolofInformationTechnologyand Engineering

VelloreInstituteofTechnology

TamilNadu

India

TristanBraud DivisionofIntegrativeSystemsand Design

HongKongUniversityofScienceand Technology HongKongSAR

China

WeiCai SchoolofScienceandEngineering TheChineseUniversityofHongKong Shenzhen,Shenzhen

China

DimitrisChatzopoulos SchoolofComputerScience UniversityCollegeDublin Dublin

Ireland MahdiChehimi Wireless@VT BradleyDepartmentofElectricaland ComputerEngineering,VirginiaTech Arlington,VA USA

xx ListofContributors

RajeswariChengoden

SchoolofInformationTechnologyand Engineering

VelloreInstituteofTechnology

TamilNadu

India

HieuChiNguyen

SchoolofElectricalandData Engineering

UniversityofTechnologySydney Ultimo,NSW

Australia

NamH.Chu

SchoolofElectricalandData Engineering

UniversityofTechnologySydney Ultimo,NSW

Australia

TanDo-Duy DepartmentofComputerand CommunicationEngineering

HoChiMinhCityUniversityof TechnologyandEducation

HoChiMinhCity

Vietnam

HaihanDuan SchoolofScienceandEngineering

TheChineseUniversityofHongKong Shenzhen,Shenzhen

China

ErykDutkiewicz

SchoolofElectricalandData Engineering

UniversityofTechnologySydney Ultimo,NSW

Australia

ThippaReddyGadekallu SchoolofInformationTechnologyand Engineering

VelloreInstituteofTechnology

TamilNadu

India and

DepartmentofElectricaland ComputerEngineering

LebaneseAmericanUniversity

Byblos

Lebanon

ZhuHan DepartmentofElectricaland ComputerEngineering UniversityofHouston

Houston,TX

USA

YueHan

Alibaba-NTUSingaporeJoint ResearchInstitute

NanyangTechnologicalUniversity

Singapore

PawanKumarHegde SchoolofInformationTechnologyand Engineering

VelloreInstituteofTechnology

TamilNadu

India

DinhThaiHoang SchoolofElectricalandData Engineering

UniversityofTechnologySydney Ultimo,NSW

Australia

PanHui DepartmentofComputerScienceand Engineering,SchoolofEngineering

TheHongKongUniversityofScience andTechnology

HongKongSAR China

DongInKim DepartmentofElectricaland ComputerEngineering

SungkyunkwanUniversity Suwon,Gyeonggi-do

Korea

CyrilLeung DepartmentofElectricaland ComputerEngineering UniversityofBritishColumbia Vancouver,BC

Canada

Lik-HangLee

DepartmentofIndustrialandSystems Engineering(ISE)

TheHongKongPolytechnicUniversity HongKongSAR

China

Chin-TengLin ComputationalIntelligenceand Brain-ComputerInterface, AustralianArtificialIntelligence Institute

UniversityofTechnologySydney Ultimo,NSW

Australia

DongxiaoLiu DepartmentofElectricaland ComputerEngineering UniversityofWaterloo Waterloo,ON

Canada

TomH.Luan SchoolofCyberScienceand Engineering

Xi’anJiaotongUniversity

Xi’an,Shaanxi

China

PraveenKumarReddyMaddikunta SchoolofInformationTechnologyand Engineering

VelloreInstituteofTechnology TamilNadu

India

ShiwenMao DepartmentofElectricaland ComputerEngineering

AuburnUniversity Auburn,AL

USA

DusitNiyato SchoolofComputerScienceand Engineering

NanyangTechnologicalUniversity

Singapore

CongT.Nguyen SchoolofElectricalandData Engineering UniversityofTechnologySydney Ultimo,NSW

Australia

xxii ListofContributors

DiepN.Nguyen

SchoolofElectricalandData

Engineering

UniversityofTechnologySydney Ultimo,NSW

Australia

Quoc-VietPham SchoolofComputerScienceand Statistics

TrinityCollegeDublin

Dublin Ireland

Xuan-QuiPham

ICTConvergenceResearchCenter

KumohNationalInstituteof Technology

Gumi

Korea

WalidSaad Wireless@VT

BradleyDepartmentofElectricaland ComputerEngineering,VirginiaTech Arlington,VA

USA

XueminShen DepartmentofElectricaland ComputerEngineering UniversityofWaterloo Waterloo,ON Canada

ZhouSu SchoolofCyberScienceand Engineering

Xi’anJiaotongUniversity

Xi’an,Shaanxi

China

Thien-HuynhThe DepartmentofComputerand CommunicationEngineering

HoChiMinhCityUniversityof TechnologyandEducation

HoChiMinhCity

Vietnam

NancyVictor

SchoolofInformationTechnologyand Engineering

VelloreInstituteofTechnology

TamilNadu

India

YuntaoWang

SchoolofCyberScienceand Engineering

Xi’anJiaotongUniversity

Xi’an,Shaanxi

China

RuiXing SchoolofCyberScienceand Engineering

Xi’anJiaotongUniversity

Xi’an,Shaanxi

China

MinruiXu SchoolofComputerScienceand Engineering

NanyangTechnologicalUniversity

Singapore

HongliangZhang SchoolofElectronics PekingUniversity

Beijing China

NingZhang

DepartmentofElectricaland ComputerEngineering UniversityofWindsor

Windsor,ON

Canada

PengyuanZhou

SchoolofCyberScienceand Technology

UniversityofScienceandTechnology ofChina

Hefei China

HoweYuanZhu ComputationalIntelligenceand Brain-ComputerInterface

AustralianArtificialIntelligence Institute

UniversityofTechnologySydney Ultimo,NSW

Australia

Preface

Recently,Metaversehasgainedparamountinterestandhugeinvestmentfrom thetechindustry.MicrosoftacquiredActivisionBlizzardfor$70billionin2022 tosetitsfirstfootstepsintheMetaversegamedevelopmentrace.Alongwithits hugeinvestmentinAR,oneofthecoretechnologiesofMetaverse,Googlehas invested$39.5millioninaprivateequityfundforallMetaverseprojects.Nvidia hascreatedOmniverse,adevelopingtoolforMetaverseapplications.Besideshuge investmentsfrombigtechcompanies,theeconomicactivitiesofvirtualworldsare alsosignificant,withtransactionsthatexceedthemagnitudeofmillionsofdollars.Asaresult,thereisnodoubtthattheMetaversewillbecomeoneofthemost prominentdirectionsofdevelopmentinbothindustryandacademia.However, thedevelopmentoftheMetaverse,especiallyinacademia,isstillinanascentstage. Currently,researchersarestrivingtojudgetheshapeandboundaryofthefuture Metaverse.Theyareonlyabletoenvisionsomeofitspossiblecharacteristics,such asopenspace,decentralization,human–computerinteractionexperience,digital assets,anddigitaleconomy.Moreover,Metaverseapplicationsareexpectedtoface variouschallengessuchasmassiveresourcedemands,ultralowlatencyrequirements,interoperabilityamongapplications,andsecurityandprivacyconcerns. Giventheabove,thisbookaimstoprovideacomprehensiveoverviewofMetaverse anddiscussitsenablingtechnologiesandhowthesetechnologiescanbeutilized todevelopMetaverseapplications.

Sydney,Australia

DinhThaiHoang

DiepN.Nguyen

CongT.Nguyen EkramHossain DusitNiyato

Acknowledgments

ThecontributionmadebyDr.DinhThaiHoangwassupportedinpartby theAustralianResearchCouncil’sDiscoveryProjectsfundingscheme(project DE210100651).

ThecontributiondonebyProf.DusitNiyatowassupportedinpartbythe NationalResearchFoundation(NRF),Singapore,andInfocommMediaDevelopmentAuthorityundertheFutureCommunicationsResearchDevelopment Programme(FCP);DSONationalLaboratoriesundertheAISingaporeProgramme(AISGAwardNo:AISG2-RP-2020-019);andunderDesCartesand theCampusforResearchExcellenceandTechnologicalEnterprise(CREATE) programme.

Introduction

Theterm“Metaverse”referstonext-generationInternetapplicationsthataim tocreatevirtual3Denvironmentswherehumanscaninteractwitheachotherand theapplications’functionalitiesviadigitalavatars.Althoughtheoriginalconcept datesbackto1992,Metaversehasrecentlyattractedparamountattentiondueto thehugepotentialtorival,orevenreplace,conventionalInternetapplicationsin thenearfuture.

However,thedevelopmentoftheMetaverse,especiallyinacademia,isstillina nascentstage.Currently,researchersarestrivingtojudgetheshapeandboundary ofthefutureMetaverse.Theycanonlyenvisionsomeofitspossiblecharacteristics, suchasopenspace,decentralization,human–computerinteractionexperience, digitalassets,anddigitaleconomy.Moreover,Metaverseapplicationsareexpected tofacevariouschallenges,suchasmassiveresourcedemands,ultralowlatency requirements,applicationinteroperability,andsecurityandprivacyconcerns.

Giventheabove,thisbookaimsfirsttointroducetheemergingparadigmof Metaverse,whichisexpectedtopavethewayfortheevolutionofthefuture Internet.Thebookalsoprovidesacomprehensivereviewofthestate-of-the-art researchanddevelopmentcoveringdifferentaspectsofMetaverseforawide rangeofreaders,fromgeneralreaderstoexperts.Advancedknowledgeincluding innovativemodels,techniques,andapproachestoovercomethelimitations andchallengesindevelopingMetaversearethendiscussed.Finally,emerging applicationsofMetaversearepresented,alongwiththerelatedchallengesand openissues.

1

Metaverse:AnIntroduction

Lik-HangLee 1 ,DimitrisChatzopoulos 2 ,PengyuanZhou 3 ,and TristanBraud 4#

1 DepartmentofIndustrialandSystemsEngineering(ISE),TheHongKongPolytechnicUniversity, HongKongSAR,China

2 SchoolofComputerScience,UniversityCollegeDublin,Dublin,Ireland

3 SchoolofCyberScienceandTechnology,UniversityofScienceandTechnologyofChina,Hefei,China

4 DivisionofIntegrativeSystemsandDesign,HongKongUniversityofScienceandTechnology, HongKongSAR,China

Afterreadingthischapteryoushouldbeableto:

● Understandthecurrenttrendsandchallengesthatbuildingsuchavirtual environmentwillface.

● FocusonthreemajorpillarstoguidethedevelopmentoftheMetaverse:privacy, governance,andethicaldesignandtoguidethesustainableyetacceptable developmentoftheMetaverse.

● Illustrateapreliminarymodular-basedframeworkforanethicaldesignofthe Metaverse.

1.1Introduction

Theterm“Metaverse”wasfirstintroducedtothepublicin1992byNeal Stephensoninhisworkofsciencefiction,“SnowCrash.”Themaincharactersof thebookareshowntocoexistwiththeiravatarsinaworldthatisanintegration ofthevirtualandthereal,anditispopulatedbypersistentvirtualentitiesthat aresuperimposedonouractualsurroundings.Peopleareabletoexecuteawide varietyofimmersiveactivitiesinthisintegratedreality.

#Allauthorsequallycontributedtothischapter.

MetaverseCommunicationandComputingNetworks:Applications,Technologies,andApproaches,FirstEdition. EditedbyDinhThaiHoang,DiepN.Nguyen,CongT.Nguyen,EkramHossain,andDusitNiyato. ©2024TheInstituteofElectricalandElectronicsEngineers,Inc.Published2024byJohnWiley&Sons,Inc.

Severalnoticeableinstancesofthistrendincludepeoplegettingtogetherwith theirfriendsinadifferentlocation,workingjointlywiththeircoworkers,andparticipatinginsharedvirtualexperiences(e.g.datingandvirtualfitting).Inother words,diversedigitalorvirtualcontentsoriginatingfromcyberspacewilleventuallygobeyondtheboundaryof2DdisplaysintheInternetthatwearenowusing andgraduallymaketheirwayintothree-dimensional(3D)settings.

Aswassaidbefore,coincidentally,theprojectedenvironmentiscongruentwith MarkWeiser’svisionofubiquitouscomputingin1991:computerserviceswould beintegratedintoamultitudeoffacetsofourlives,anduserswillhaveaccessto virtualinformationwheneverandwherevertheychoose.Withsuchacompelling vision,thelandscapeofubiquitouscomputinghasbeenadvancedthroughoutthe courseofthepreviousthreedecadesbytheproliferationofcomputingdevices. Thesecomputingdevicesincludelaptopcomputers,smartphones,theInternetof Things(IoTs),andintelligentwearables.

AccordingtoMilgramandKishino’sReality-VirtualityContinuum[16],thecurrentcyberspacehasundergonesignificantdevelopmentinrecentyears,andrecent attemptshavebeenmadetoprovidehumanuserswithservicesanddigitalexperiencesbymeansofvirtualenvironmentssuchasaugmentedreality(AR)and virtualreality(VR).AlthoughnoonecansayforcertainwhattheMetaversewill bringaboutonceitisfullyrealized,recentpre-metaverseappshavemostlikely identifiedARandVRonsmartphonesasthemajortestbedforimmersiveuser experiences.PokémonGo,forexample,hasbecomethemostpopularARprogramonubiquitoussmartphones,astoundinglywith1billiondownloads,while GoogleCardboardisbringingVRcontenttomainstreamaudiences(forexample, YouTubeVR)[4].

Assuch,theterm“Metaverse”referstoablendedspaceattheintersection betweenphysicalanddigitalinwhichmultipleuserscanconcurrentlyinteract withapersistentandunifiedcomputer-generatedenvironment,andotherusers. Thisspacehasthepotentialtobecomethenextimportantmilestoneinthe developmentofcyberspaceasitexiststoday.

ItisworthnotingthatmoderndevicesthatenableentrancetoMetaverseget accesstomultipletypesofusers’data.Alsoservicesbasedonartificialintelligence (AI)usederivativesofdatageneratedbyusersintheirfunction,makingdatathe newcommoditythatspawnsalucrative,fast-growingindustry.

Thisintroductorychapterfocusesprimarilyondiscussingtheevolutionofthe Metaverseaswellasthedifficultiesthathavebeenencountered.First,wewill provideaconciseoverviewoftheevolutionofcyberspaceaswellastheimportanceoftechnologicalenablers.Asaresult,ourbottom-upmethodologyplacesan emphasisonthefollowingthreecrucialtechnologicalenablersfortheMetaverse: networks,systems,andusers.Inaddition,weemphasizeanumberofessential challenges,bothfromatechnicalandanecosystemicpointofview,thatarenecessaryfortheconstructionandmaintenanceoftheMetaverse.

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