2025年5GA×AI新技术、新服务、新模式白皮书653mb

5G-AxAINewTechnology,NewCase,NewModelWhitePaper

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5G-AxAINewTechnology,NewCase,NewModelWhitePaper

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5G-AxAINewTechnology,NewCase,NewModelWhitePaper

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5G-AxAINewTechnology,New

Case,NewModelWhitePaper

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5G-AxAI

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Project1:NetworkIntelligence

Project2:DigitalTwinNetworkIntelligenceProject3:ApplicationIntelligence

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ChinaMobile,DOCOMOBeijingLabs,Huawei,Ericsson,ZTE,Nokia,Intel,Qualcomm,MTK,Unisoc,Xiaomi,OPPO,vivo,

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TableofContents

GTI5G-AxAINewTechnology,NewCase,NewModelWhitePaper 2

DocumentHistory 3

TableofContents 4

ExecutiveSummary 5

5G-AxAI:NewCapabilitiesmeetNewNeed,unleashNewValue 5

5G-ACommercialprogress 5

NewAICapabilities 6

OpportunitiesfortheCross-domainConvergence 7

MultiplierEffectof5G-AandAI 11

5G-AxAIBreedsNewTechnologies 13

Networkintelligence 14

DigtalTwinNetworkIntelligence 20

ApplicationIntelligence 23

SustainabilityIntelligence 29

5G-AxAIEnablesNewCases 31

DifferentiatedExperienceAssurance 31

NewCallingService 33

IndustrialDeterministicService 37

GreenEnergySaving 39

High-ReliabilityNetwork 41

Multi-ModalPersonalAssistant 45

EmbodiedArtificialIntelligence 47

ImmersiveExperience 48

NetworkedSmartDriving 53

Low-AltitudeIntelligentConnectivity 55

IndustryRevolutionofNewModels 59

ThreeInnovativeBusinessModelsforToC/BtoC 59

ThreeInnovativeBusinessModelsforToB 60

GlobalIndustryCollaborationProposal 62

Glossary 62

References 64

ExecutiveSummary

Inthecurrenteraoftechnologyinnovation,theArtificialIntelligence(AI)technologyhasbeenadvancingrapidly,bringingnewopportunitiesforthenetwork.Theconvergenceof5G-Advanced(5G-A)andAIwouldbeaninevitableindustrialtrend,unleashingthemultipliereffectintelecommunicationsandotherindustries.Ontheonehand,5G-AxAIwouldmeetnetworkdemand,improvingnetworkperformanceandefficiency.Ontheotherhand,5G-AxAIwouldalsoprovidenewservicesfortheindustries,acceleratingtheindustryintelligentrevolution.Innovativetechnologyof5G-AxAIhasemergedandmadeeffectin4majorareas:innetworkintelligencefield,itmakesthenetworkdisplayexceptionallyhighquality;indigitaltwinnetworkintelligencefield,itenablesthelow-costtrialandhigh-efficiencyinnovation;inapplicationintelligencefiled,itexpandsthenetworkservicescope;insustainabilityintelligence,itachievesthegoaloflow-carbon.Allofthesetechnologyprovidesaninnovationengineforthenewapplications,whichinvolveserviceguarantee,personalAIagent,embodiedAI,autonomousdriving,etc.Anditalsoleadtonewbusinessmodel,indicatingthenetworkservicetransformationfromtheconnectivitytotheconnectivity,computingandintelligencefusion.

5G-AxAI:NewCapabilitiesmeetNewNeed,unleashNewValue

Thecutting-edgeAItechnologybringsnewcapabilitiesforthesociety,enablinganovelwayofhumanproductionandlife[1].TheAIdevelopmenthasenteredintoanewphaseandbecomelight-weighted,generalized,andconcrete.TheoptimizedalgorithmsgreatlydecreasetheAIcost,andreducethebarriersforthesmallbusiness;themulti-modalfoundationmodelsunifytheheterogeneoushumandata,andexpandtheapplicationscope;therobotsareintegratedwithunderstandingandthinkingabilities,andmaketheAIobjectifiedinrealworld.

Atthesamestage,thecommunicationnetworkisgoingthroughtheperiodoflarge-scaledeploymentandinnovation.Thenumberof5Gnetworkshasreached398while5GSAoperatorsreach154globally.Andthenext-phase5G-Asystembeginstotakeshapeandisimplementedbymorethan15operators.

Anewtalehappenswhentwoadvancedandfast-developingindustriesmeettogether.Alongwiththe5G-Anetwork,theeffectandvalueofAIarefurtherenlarged.Theconvergenceof5G-AandAIbecomesaninevitabletrendandbringschangesinmanyaspectsoftechnology,applications,industryandsoon.Newneedofnetworkandindustrywillbesatisfiedbasedonthe5G-AxAItechnologydevelopment,promotingsocialefficiencyandcreatingnewvalue.

5G-ACommercialprogress

Inthemidof2024,the3GPPhasalreadyfinishedtheworkonRelease18,anditsworkonRelease19isexpectedtobecompletedbytheendof2025.5Ghasofficiallyenteredthe5G-Astage,anditprovidesmultiplevaluesforsociety[2-4].First,high-speed,low-latency,andalmostubiquitousconnectivitycapabilities.Second,integrationofvariousinnovativeinformation

technologies.Third,theabilitybasefortheindustryservices.Inaword,5G-Ahasachievedsignificantupgradesintermsofrateandintelligencecapabilities.Accordingtodata,theactual5G-Aratehasjumpedto3-5Gbpsandisexpectedtoexceed10Gbpsinthefuture,a10-foldincreasecomparedwithtraditional5Gnetwork.TechnologiessuchasExtremelyLargeAntennaArray(ELAA)areusedtoimprovecoverageofhighfrequencybands,andthemultiplecarrierscoordinationtechnologyisusedtoefficientlyaggregatebandwidthsofmultiplefrequencybands,therebygreatlyimprovingspectralefficiency.Ontheterminalside,novelhigh-endchipsarereleasedin2024tosupportlargebandwidthcapabilitiesbeyond6ComponentCarriers(CC).Moreover,5G-Acontinuouscapabilityupgradinghasalsoopenedupanewblueoceanintheindustry.Forexample,The5G-AInternetofVehicles(IoV)supportslarge-scalepilotprojectsonvehicleroadcloudsandacceleratesthedevelopmentoftheintelligentconnectedautomobileindustry.

Fromaglobalperspective,morethan60operatorsandpartnersaroundtheworldhaveannounced5G-Acommercialplans.5G-Ahasbecomeahottopicintheindustry.OnDecember10,2024,aspecialseminaronthethemeof"WorldFirst5G-ARegionSetsSail"waslaunched.Expertsfromauthoritativeindustryorganizations,regulators,leadingoperatorsandequipmentvendors,suchasGSMA,TDRA,DU,e&,Vodafone,Ooredoo,Huawei,Ericsson,andNokiaDelegatessharedtheinnovationsof5G-A.InChina,5G-Anetworkshavebeenlaunchedinmorethan300cities,andChinahassetangoodcommercialexamplefortheworld.Inotherregions,lotsofoperatorshavecarriedout5G-Averification,suchasAsiaPacificHKT,CTM,MalaysiaMaxis,EuropeDNA,Vodafone,LatinAmericaVIVO,andTIM.

InChina,ChinaMobileactivelypromotestheimplementationof5G-Anetwork,whotakestheleadinadoptinginnovativetechnologies.Forinstance,itdeploys3CCaggregationnetworksand5G-Aintelligentcontrolplane(NWDAF),improvingthetransmissionefficiencyandprovidinguniqueassurancecapabilitiesforkeycustomers.ChinaMobilehasalsoissued5G-Achargeplansfortravel,game,andlivebroadcast,andaresubscribedbymorethan500,0005G-Ausers.Forexample,the5G-Abusinesstravelplanprovidesahigh-speedexperienceofupto3Gbpsinthedownlinkand200Mbpsintheuplink.

IntheMiddleEast,operatorshaveissuedwirelessbroadbandpackagesupto300Mbps.Wirelesshomebroadbandusesthe5G-Ahigh-speednetworktoprovidehigh-qualityexperiencesimilartoopticalfibers,andsolvestheproblemsofdifficultfiberdeploymentandhighconstructioncosts.

Overall,5G-Ahasgreatpotentialfordevelopmentandmonetization.Itisinthestageofcontinuousdevelopingandlarge-scaleimplementation,awaitingforthenewdrivingforcestoachievefurtherbreakthroughs.

NewAICapabilities

AIisthetechnologythatenablesmachinestomimichumanintelligence,allowthemtotackletaskslikelearning,comprehension,problemsolving,perception,decisionmaking,andautonomy.Thelatestbigfoundationmodels(e.g.,GPT-4o,Deekseek)havedemonstratedtheirremarkableabilityinunderstandingnaturallanguageandthinkingabouttheproblem.AIAlgorithmsincludesupervisedlearning,unsupervisedlearningandreinforcementlearning.Andamongthem,deeplearningisakindofeffectiveandpowerfulmethod,whichhasbeenwidelyusedinvariousfields.Neuralnetworkswithmultipledifferentkindsoflayers(e.g.,MLP,CNN,RNN,Transformers)have

demonstratedtheirgreatcapabilitiesinperception,prediction,decision-makingandoptimization.Thesecapabilitieshavealreadyshownitsvalueinhealthcare,finance,transportation,governanceandmanyotherindustries.

AIPerception

AIisabletoperceiveandunderstandthesurroundingenvironmentthroughprocessingthedatacollectedfromvarioussensors.Itenablesmachinestosimulatethewayhumansperceivetheworld,includingvision,hearing,touch,andothersenses.Itevengoesbeyondhumanbecauseitcouldalsodirectlyobtaininformationfromthecyber-space.Forexample,inhospitals,AIcouldmonitorpatients'vitalsignsanddetectearlysignsofdeterioration,inthiswaythemedicalstaffwouldbealertedintimetoprovideemergencyhelp.

AIPrediction

AIisalsoabletoforecastfutureevents,trends,oroutcomesbasedonhistoricaldataandcurrentinformation.Ithastheabilitytohandlecomplexdataandidentifypatternsthatmaynotbeapparenttohumans.Inweatherforecasting,AImodelscanpredictfutureweatherconditionsaccuratelybyanalyzingalargeamountofmeteorologicaldata,includingtemperature,humidity,windspeed,andpressure.Infinancialfield,AIcouldpredictstockpricesandmarkettrendsbasedonhistoricalstockdata,economicindicators,andnewssentiment.

AIDecision-making

AIcouldanalyzedata,evaluatevariousoptions,andmakerecommendationsordecisionstoachievespecificgoals.Ithastheabilitytonormalizemulti-modalinputconditionstotheunifiedvectorspace,extractthecommonfeatures,andweightthemtogetthefinaldecision.Inautonomousdriving,AIsystemcouldhelpanalyzesdatafromdifferentkindsofsensorssuchascamera,lidar,andradartodetectobstacles,othervehicles,andpedestrians.Itthenmakesdecisionsaboutwhentoaccelerate,brake,orturntoavoidcollisionsandfollowtrafficrules.

AIGeneration

AIiscapableofcreatingnewcontentbylearningandanalyzingvastamountsofrelateddata.Thisabilitycouldbeadaptedandexpandedtodifferentareas(text,audio,image,video).Increativefields,itprovidescreativeinspirationforartists,designers,writers,musicians,helpingthemquicklygeneratecreativecontent.Ineducationfield,itgeneratesteachingresourcessuchasteachinganimationsandpersonalizedlearningmaterials,helpingimprovetheteachingeffect.

AlloftheseAIcapabilitiescouldbeutilizedandimprovedinthenetworkfield.Combinedwiththenetworkcapabilityoflowlatency,high-reliability,ubiquitousconnectivity,etc.,communication-intelligencefusionserviceswouldemergeanddrivetheindustrytothenextphase.

OpportunitiesfortheCross-domainConvergence

MeetingEvolvedNetworkDemands

Theconvergenceof5G-AandAIofferstransformativepotentialinmeetingthenetworkevolutiondemandandenablingsuperiornetworkperformance.AItechniquecouldbeusedtooptimizemultiplefunctionalmodulesacrossanentirelinkorsysteminadata-drivenway,therebyimprovingtheentireend-to-endcommunicationsystem.Bycombiningtheadvancedcapabilitiesof5G-AandAI,networkscanachieveunprecedentedefficiency,adaptability,andreliability,meetingtheever-growingdemandsofmodernconnectivity.Belowisananalysisofhow

AItechnologiesaddresscriticalchallengesinnetworkfields.

EfficientResourceUtilization

Efficientresourceutilizationisessentialin5G-Atomeettheincreasingdemandforconnectivity,particularlyindenseurbanareas,industrialInternetofThings(IoT)applications,andhigh-trafficenvironments.AIplaysapivotalroleinoptimizingkeynetworkresourcessuchasspectrum,bandwidth,andinfrastructure.

DynamicResourceManagement:AIalgorithmsanalyzereal-timetrafficconditionsandpredictdemandpatterns,enabling5G-Anetworkstodynamicallyallocateresourcessuchasbandwidth,power,andspectrumtoareasofhighestneed.Thisensuresefficientutilizationofnetworkassetsandseamlessadaptationtovaryingtrafficloads.

NetworkSlicingOptimization:Through5G-A'snetworkslicingcapabilities,virtualnetworkscanbetailoredforspecificapplications(e.g.,IoT,enhancedmobilebroadband,andlow-latencyservices).AIenhancesthisbyoptimizingresourceallocationforeachsliceinrealtime,adaptingtonetworkperformancemetricsanduserrequirements.

PredictiveTrafficAnalytics:AI-poweredpredictivemodelsleveragehistoricaldataandusagetrendstoforecastnetworkcongestionorbottlenecks.Thisproactiveapproachallowsnetworkstoredistributeresourcesinadvance,ensuringuninterruptedoperationevenduringpeakusageperiods.

AI-EnhancedSpectrumEfficiency:AIalgorithmsdynamicallyassignavailablefrequenciesbasedonreal-timedemand,minimizinginterferenceandmaximizingspectralefficiency.AIcanalsoenableeffectivespectrumsharingbetweenoperatorsandtechnologies,boostingnetworkcapacity.

OptimizingMIMOTechnology:5G-A'sMultipleInputMultipleOutput(MIMO)technologysignificantlyenhancesdatathroughput.AIfine-tunesMIMOparametersdynamically,optimizingsystemperformancewithminimalpowerconsumptionwhilemaintaininghighdatarates.

User-centricNetworkOperation

User-centricoperationiscriticalforensuringusersreceiveaconsistentandreliablelevelofservice,includingkeymetricssuchasbandwidth,latency,jitter,andpacketloss.For5G-A,QualityofService(QoS)optimizationisparticularlyimportantduetothewiderangeofservicesthenetworksupports,whichguaranteestheuserexperienceandbalancesthenetworkload.

Real-TimeMonitoringandAdjustment:AIenablescontinuousmonitoringofnetworkperformanceanduserexperience.Byanalyzingmetricslikelatency,throughput,andpacketlossinrealtime,AIcandynamicallyadjustnetworkparameterstoensureoptimalQoS.Forexample,itcanprioritizetime-sensitivetraffic,suchasautonomousvehiclesorremotesurgeries,tominimizedelaysandpacketlosswhileallocatingsufficientresourcesforotherserviceslikevideostreaming.

IntelligentTrafficShaping:AIalgorithmscanclassifytrafficbasedonthetypeofservice,suchasvideo,voice,orIoT.Byunderstandingthespecificrequirementsofeachservice,AIcanprioritizehigh-prioritytrafficandroutelow-prioritytrafficefficiently,ensuringseamlessperformanceandavoidingcongestion.

Context-AwareTrafficPrioritization:AIleveragescontextualdata,suchastimeofday,userlocation,andnetworkconditions,todynamicallyadjustQoSsettings.Forinstance,duringpeakhours,AIcanprioritizeapplicationsrelatedtoemergencyservicesorhealthcareovergeneralbrowsingorstreaming,ensuringcriticalservicesremainunaffected.

End-to-EndQoSAssurance:AIcanenableend-to-endQoScontrol,ensuringthattheQoSstandardsaremetnotonlyatthenetworklevelbutalsoattheapplicationlevel.AIcananalyzethe

entirenetworkpath—fromtheedgetothecore—todetectanypotentialissuesthatcouldaffectservicedelivery.Thisholisticapproachensuresabetteruserexperience,especiallyincritical-usecaseslikesmartcities,autonomousdriving,andindustrialautomation.

IntelligentTrafficOffloading:AIpredictstrafficpatternsandproactivelyoffloadstraffictoalternative,efficientpaths.Thisincludesreroutingdatatoedgecomputingnodes,neighboringcells,orotheroptimizednetworkpaths.Suchproactivemeasuresensurethecorenetworkremainsuncongested,improvingoverallnetworkstabilityandperformance.

NetworkAutomation

Intelligentalgorithmscansignificantlyenhancetheperformanceofnetworkpipes,reduceOperations&Maintenance(O&M)costs,andincreasetheefficiencyofnewservicerollouts.Furthermore,AIwilldriveO&MpracticestowardslevelsL4/L5,assistingtelecomoperatorsinimprovingservicequalityandincreasingrevenue.

AgileNetwork:InthecurrentO&Msystem,functionsoperateindependentlyofeachother.Toachievetaskgoals,O&Mpersonnelmustmanuallyorchestrateandintegratethesefunctions,whichrequiresfrequentinteractionswiththesystemandleadstoreducedO&Mefficiency.

AItechnologiesaretransformingtheO&Mmodefrombeingfunction-centrictotask-centric,allowingthesystemtobettercatertohumanneeds.ByincorporatingaunifiedknowledgemodelintotheO&Msystem,O&Mpersonnelcancommunicatewithitusingnaturallanguage.Thisenablesthesystemtounderstanduserintentandautonomouslyorchestrateandintegratefunctionstofulfilltaskgoalsseamlessly.

GreenerNetwork:Thereisoftenacontradictionbetweennetworkenergysavingandexperienceassurance.Thebiggestcontradictioninenergysavingisthatwedonotknowwhentoshutdownandtowhatextentweshutdown.

WithAIalgorithms,networkcoulddynamicallybalancenetworkresourceallocationandenergysavingpoliciestoachievesmoothtransitionfromoff-peaktopeakhours.Throughtheimplementationoftheforegoingintelligentstrategies,efficientcollaborationbetweenexperienceassuranceandenergysavingcouldbeachieved,significantlyreducingnetworkenergyconsumptionwhileassuringtheuserexperience.

ServiceInnovationEmpowerment:Telecomindustriesareactivelyexploringnewnetworkcapabilitiesandservices.Tomeetvariousrequirements,itisnecessarytobreakawayfromthetraditionalworkingmodeofserviceprovisioningbasedonmanualexperienceandoperation.

Inthenewserviceprovisioningphase,operatorscoulddirectlydeliverservicerequirementsintheformofnaturallanguage.WiththehelpofAImethods,thenetworkisabletounderstandtheintentbytranslatingtheintenttothemachinecode,performonlinesimulationinthenetworktwinenvironment,andautomaticallygeneratenetworkconfigurationstomeetnewrequirements.

MeetingDiverseIndustryDemands

Theindustrydemandfor5G-AxAIisgrowingrapidlyduetotheconvergenceoftwotransformativetechnologies:5G-AandAI.Thiscombinationisexpectedtoenableawiderangeofnewapplicationsandservicesacrossmultipleindustries.

TelemedicineandRemoteHealthcare

5G-Aofferslowlatencyandhigh-speeddatatransfercapabilities,whichareessentialforenablingreal-timevideoconsultationsandevenremotesurgicalprocedures.AIenhancesthese

capabilitiesbysupportingdiagnostictoolsthatanalyzemedicalimages,sensordata,andpatienthistories,aidinghealthcareprofessionalsinmakinginformedtreatmentdecisions.

TelemedicineandRemoteSurgery:5G-Aprovidesthehighbandwidthandlowlatencynecessaryforreal-timeremoteconsultationsandsurgeries.AIcanassistdoctorsinmakingdiagnosesorperformingsurgerywithroboticassistance,usingAI-poweredimaginganddataanalysistoimproveaccuracy.

HealthMonitoring:AI-powereddevices,enhancedby5G-Anetworks,enablereal-timemonitoringofpatienthealthdata.Thesesystemscanpredictpotentialhealthissuesbeforetheybecomecriticalbyanalyzingdatafromwearable,sensors,andothermedicaldevices.

AI-AssistedDiagnostics:AI-drivenmodelscananalyzemedicalscans,includingX-raysandMagneticResonanceImaging(MRI),withremarkableaccuracy.Whenpairedwith5G-A’scapabilitytotransferlargedatasetsswiftly,thesetoolsenablefasterandmoreprecisediagnoses,particularlyinremoteorundeservedregions,improvingaccesstoqualityhealthcare.

AutonomousVehiclesandTransportation

5G-Aplayingacrucialroleinpromotingthedevelopmentofautonomousvehicles,whichprovidesimpressivedatatransmissionandsupportsmassiveconnectivity.Alongwiththecomputingsystemdeployedinthenetwork,thevehicleisabletohaveamorecomprehensiveanddetailedperceptionofthesurroundingenvironmentandmakemoreaccuratedrivingdecisions.

AutonomousVehicles:5G-Adeliversthehigh-speed,ultra-low-latencyconnectivityrequiredforautonomousvehiclestocommunicateseamlesslywitheachotherandwithinfrastructure,suchastrafficlightsandroadsensors.AIprocessesdatafrommultiplesensors,includingLIDAR,cameras,andradar,enablingreal-timedecision-makingforsafeandefficientdriving.

Vehicle-to-Everything(V2X):5G-AsupportsV2Xcommunication,facilitatingtheexchangeofdatabetweenvehicles,infrastructure,andevenpedestrians.AIleveragesthisdataforadvancedtrafficmanagement,predictiverouteoptimization,andreal-timetrafficupdates,enhancingroadsafetyandtravelefficiency.

FleetManagementandLogistics:5G-Aenablesreal-timemonitoringandseamlesscommunicationacrosslargevehiclefleets.AIalgorithmsanalyzedatatopredictmaintenanceneeds,optimizedeliveryroutes,andimprovefuelefficiency,ensuringcost-effectiveandsustainablelogisticsoperations.

ManufacturingandIndustry4.0

5G-Anetworkconnectsalargenumberofdevicesandsensorsinfactoriesandtransmitsalargeamountofdata(e.g.,productionprocessparameters,equipmentoperationstatus)tothecentralcontrolsysteminnetworkorapplicationserverforanalysisandprocessing,enablingreal-timemonitoringandoptimizationoftheproductionprocess.

SmartManufacturing:5G-Adeliversthehighbandwidthrequiredforreal-timemonitoringofmachines,assemblylines,androboticsystems.AIanalyzessensordatatooptimizeproductionprocesses,identifyinginefficienciesorpotentialissuesbeforetheyleadtobreakdowns.

PredictiveMaintenance:AIalgorithmsleveragesensordatatopredictequipmentfailuresbeforetheyoccur.With5G-A'scontinuousdatatransmissioncapabilities,systemscansendreal-timealertsformaintenance,reducingdowntimeandenhancingoperationalefficiency.

RoboticAutomation:5G-A’sultra-lowlatencyenablesAI-poweredrobotstoperformhighlysynchronizedtasksinreal-time,suchasassemblyandqualitycontrol,significantlyimprovingprecisionandproductivityinmanufacturingenvironments.

RetailandE-commerce

5G-AandAIhasgreatimpactonretailande-commerce,bringingaboutchangesinvariousaspectssuchasshoppingexperience,logistics,andsupplychainmanagement.Real-timedatasharingandcommunicationmakedemandforecastingmoreaccurateandcustomerexperiencebetter,enhancingtheoverallefficiency,flexibilityandattraction.

PersonalizedCustomerExperience:AIanalyzescustomerbehaviortoprovidepersonalizedrecommendationsandtargetedpromotions.5G-Asupportsthisbyenablingreal-timedataexchangeandimmersiveexperiencessuchasaugmentedreality(AR)inretailstores.

InventoryManagementandLogistics:AIcanpredictproductdemandandoptimizestocklevelsinreal-time.Combinedwith5G-A’sabilitytotrackshipmentsandwarehouseoperations,retailerscanimproveefficiencyandreducestockouts.

SmartStores:5G-AenablestheintegrationofIoTdevices(e.g.,smartshelves,sensors)inretailenvironments.AIanalyzesdatafromthesedevicestoimproveproductplacement,detecttheft,andoptimizein-storeexperiences.

SmartCitiesandUrbanInfrastructure

5G-AandAIarethekeyenablersintheconstructionofsmartcities,facilitatingsignificantadvancementsinsmartgovernance,smartsecurity,smarttraffic,etc.Throughthetechnologydevelopment,thecitycouldmonitorthereal-timestatus,makecomprehensivedecisionsandmanageurbanoperations.

TrafficManagement:5G-Anetworksareidealforsmartcityinfrastructure,enablingreal-timedataanalysisfromsensorsacrossthecitytooptimizetrafficflow,reduceaccidents,andimproveoverallurbanefficiency.AIiskeyinprocessinglarge-scaledatatomakeintelligentdecisions.

PublicSafetyandSurveillance:AI-poweredsecuritysystems,includingfacialrecognitionandanomalydetection,benefitfromthespeedandconnectivityof5G-Anetworks.Thesesystemscanprocessreal-timedatafromsurveillancecamerastoenhancepublicsafety.

Thedemandfor5G-AandAItechnologiesextendsacrossawiderangeofindustries,eachcapitalizingonthecombinationofhigh-speedconnectivity,real-timedataprocessing,andintelligentdecision-making.Sectorssuchashealthcare,automotive,manufacturing,telecommunications,retail,andsmartcitiesareharnessingthesetechnologiestoboostefficiency,enhancecustomerexperiences,andunlocknewapplications.Thesynergybetween5G-AandAInotonlyenhancescurrentusecasesbutalsoenablesthedevelopmentofinnovative,next-generationapplicationsthatwereonceunimaginable,drivingdigitaltransformationacrosstheseindustries.

MultiplierEffectof5G-AandAI

Theconvergenceof5G-AandAIcreatesapowerfulmultipliereffect,amplifyingtheimpactofeachtechnologyacrossmultiplesectors.Thisconvergenceacceleratesinnovation,boostsefficiency,enhancescustomerexperiences,andfostersthedevelopmentofnewbusinessmodels[5].

Figure2-1Theconvergenceof5G-AandAIgeneratestremendousvalue

Theoutcomeofthe5G-AandAIcollisionisthefusioneffectratherthansimplesummation.Twoparalleluniverses(5G-AdomainandAIdomain)collideandexpandtohigherdimension,andtheinnerparticlegeneratesinteractionforcewitheachother,releasingtremendousenergy.Thisenergyspreadstodifferentapplicationfields,andunfoldsgreatvalueforthehumansociety.Thevalueismainlyreflectedinthreeaspects:

BoostingNetworkPerformanceandEfficiency

NetworkOptimization:AIenhan