韩雪：体系化人工智能

GlobalAIConferenceGAIC2023 HolisticArtificalIntelligence 中国移动韩雪博士 ChinaMobileDr.XueHan GlobalAIConferenceGAIC2023 ChinaMobile'sJourneyofAIandDeliveries GlobalAIConferenceGAIC2023 年发展 AI核心算法和技术人才 MajorReforms 科研机制改革 Consumers 个人客户 Families 家庭客户 BG Customers 政企客户 APICalls 调用量 ValueCreation （RMB） 赋能价值（元） Papers&Patents 论文和专利 GlobalAIConferenceGAIC2023 ConsumerMarket HomeMarket 5GNewCalling Empowerstheupgradeofbasiccallstoanewecosystemofcommunicationexperiencesandinformationservice 10086CustomerService UtilizingfoundationModeltechnology,andcombinewithtremendousamountofservicedataandexperienceknowledge. Exclusivelyimproveserviceefficiencyanduserexperience Conversational Recommendation&VideoWatching Companion Capturesthedynamicpreferencesandinterestsofusersbybuildinglargerecommendationmodels,andprovidescompanionshipduringwatchingamovie Auto-video-commentary Diversestylesofcommentarytextcanbeautomaticallygeneratedanddisplayedwiththeoriginalmovie BrightKitchen DigitalGovernment IndustrialQualityInspectionPlatform AutomatedSteelRolling 5GSmartContainerTruck JiutianBishengPlatform SmartHealthcare Supervisefoodsafetythroughintelligentvideosurveillanceofmerchantchefs.Accumulatedaccessto90,000videos+ Buildasmartcityplatformtoprovidedigitalgovernmentservices.Served25millionpeopleinGansu 70%+improvementinqualityinspectionefficiencyofphotovoltaiccells.Reducetheworkloadofworkers 5G+AIempowersautomatedsteelconversion,resultingina15%increaseinsteelconversionefficiency.Roughingprocessincreasesenergybyover30000tonsperyear Automateddrivingandintelligentschedulingofcontainertrucks, Reduceproductionsafetyrisks ProvidingAIeducationandresearchcloudplatformsforover200universities,vocationalcolleges,andhighschools Providinghospitalsandvariousmedicalinstitutionswith5Gsmartoperationroom,medicalAIresearchplatforms,intelligenttriage,andmedicalinsuranceriskcontrolsolutions. GlobalAIConferenceGAIC2023 LargeScale HighCosttoMaintainand Operate Dynamic DiverseBusinessNeeds BroadIntelligence Closeloop SystematicIntelligentIntelligencePlatform UnitIntelligence ProcessIntelligence 2025 L4 L3-L4 HighCosttoDevelopandDeploy 2021–2022 L2-L3 ITUAI/MLin5GChallenge: TopologyOptimizationCompetitio ChinaMobileNetwork nQuestion Analysis 网络拓扑优化赛题囊ML比赛2个金奖，被 括ITUAI/ 认定任务 为最具挑战 “ChinamobileiswidelyrecognizedasthemostadvancedAN-enabledCSPintheworld.”--TMF 中国移动已公认成为最领先的自制网络运营商 ChinaMobileSetaGoalfor2025:L4AutonomousNetwork 中国移动计划一年一个台阶，全网自智网络平均水平2025年达到L4级 GlobalAIConferenceGAIC2023 2023–2024 GlobalAIConferenceGAIC2023 2扫描周期 1波束权值 4 机械下倾角 5机械方位角 3功率 Identifyingarchitecturalfeatures,selectingaheuristicoptimizationalgorithmastheoptimizationapproach,usinguserdistributionasinput,themodeloutputsthecorrespondingoptimalsub- beamweightingcombination Theintelligentenergysavingof5GBasestationssystemhasbeenintegratedinto15millioncellsitesnationwideunderChinaMobile,savinganaverageofapproximately3billion kWhofelectricityannually ByUsingAIimagerecognitiontechnology,ChinaMobileachievedintelligentacceptancefor5Gmacrosites,5Gsmallbasestations,andindoordistributedantennasystems(DAS)innewconstruction andexpansionprocesses GlobalAIConferenceGAIC2023 010203 TMFANWorkingGroup ITU NetworkAI 3GPP ETSI IETF TargetArchitecture,GeneralTechnology(TMF,ITU) 目标架构,通用技术 DomainModel,DomainInterface(3GPP,ETSI,IETF) 领域模型,领域接口 Guidingcommunitydirection 引领社区发展方向 Providingreferenceimplementations 提供网智参考实现 Increasingteaminfluence TMForum:ChinaMobileiswidelyrecognizedasthemostadvancedAN-enabledCSPintheworld StandardProjects 96 LeadershipRoles 10+ StandardContributions 500+ Whitepapers 11 Proportionofleadingautonomousnetworkstandardprojects 86% 持续提升团队影响 LFNBoarddirectorLFN董事会主席 ONAPTSCvicechair ONAPTSC副主席 GeneralintentPoC 通用意图实现项目 Codecontribution:10K+ 代码贡献量：10K+ TopAchievementAward 优秀案例奖 CodeImprovementsAward 质量提升奖 FutureNet worldawardsFuture运营商大奖 TMF excellenceawards TMForum卓越奖 40+Standards，500+Contributions，10+Leadershiproles，11Whitepapers40余项标准新立项，500余篇标准文稿，10+人次行业组织任职，11册白皮书，自智网络标准 GlobalAIConferenceGAIC2023 MainFeaturesofChinaMobileAI-JIUTIANcontinuouslyadvancingourAItechnologies Acompanyand GrowwithCustomers BigLoopAI大闭环 HolisticAI NetworkNativeAI网络原生 AIfor5G，5GforAI Models,Platforms, Tools,PeopleAtomizedAIAI能力原子化重构 04 TrustedAI安全可信 BigValue 05 02 01 03 GlobalAIConferenceGAIC2023 Full-rangeElements全要素运营 BroadScenarios全场景供给 GlobalAIConferenceGAIC2023 WideAreaConnection&TypicalScenariosofIndustriesIntelligence SmartPort SmartFactory SmartAgriculture SmartHealthcare SmartGovernance 5G+AI SmartCity SmartTransportation SmartMining GlobalAIConferenceGAIC2023 大模型技术合作 大模型智算基础 设施合作 大模型共建 合作 大模型标准合作 LargeIndustryModel GlobalAIConferenceGAIC2023 Support … … … … Derive FoundationModel GlobalAIConferenceGAIC2023 Telecom Customerservice Healthcar.. e. SmallModel1 SmallModel2 Small.. Industry-specificLM1 GeneralLM1 Network SmallModel3 HAIOS Industry-specificLM2 GeneralLM2 Computingforce Model4 . ... ... Data DataSecurity数据安全 ModelSe