加速数智化转型,赋能高质量运维（2021）

中国移动李慧镝加速数智化转型赋能高质量运维Accelerate Digital & Intelligent TransformationEnable High-Quality O&MChina MobileLi Huidi 2020回顾390,0005 million 5G基站基站总数2100垂直行业示范项目36 hours率先开通雷火双神山5G基站Largest5G SA 网络(云化、虚拟化、集中化)上珠峰进海港下深矿-2-Achievements in 20205G Base StationsBase Stations5G SA Network (Cloudification, Virtualized, Centralized)Demonstration Projects In Vertical IndustriesWork In Building 5G Base Stations For Leishenshanand HuoshenshanHospitalsMount EverestHarborMining 经济社会数字化转型数字蓝海大有所为经济社会数字化转型加速基础设施数字化社会治理数字化生产方式数字化工作方式数字化生活方式数字化线上化智能化云化三横五纵6520数字经济规模信息服务业规模2025连接场景泛在化部署形态软件化运维方式智能化新一代信息网络-3-Digital Transformation in Economy and Society Gives Full Play to Digital Blue OceanThree HorizontalsFive Verticals OnlineIntelligentizationCloudificationDigital infrastructureDigital social governanceDigital productionDigital workDigital lifestyleFaster Digital Transformation in Economy and SocietyScale of digital economyScale of information servicetrillion万亿万亿trillionNext-Generation Information NetworkUbiquitous connectivitySoftware-based deploymentIntelligent O&M 新技术新标准助力网络能力演进5G核心网IP网传输网行业场景Industrial scenarios高容量场景Large-capacity scenarios空-天-地一体化Space-air-ground integrated network容器化Containerized云原生Cloud-native微服务MicroservicesIPv6SRv6一跳入云One hop to cloud光网络、SPNOptical network, SPN超大带宽Ultra-high bandwidth超低时延Ultra-low latency-4-New Technologies & Standards Propel Network Capability EvolutionCore networkTransportnetworkIP network 面对质量成本双重压力亟需运维数智化转型59,000运维人员O&M engineers140 billion年运维费用annual O&M expense网络规模最大Largest network scale结构最复杂Most complex structure设备厂商最多Largest number of device vendors2G4GNB-IoT5GCloudOSSDN networkX86/ARM hardware4G NFV 核心网5GC 核心网CSCFVoLTEASMMEVoLTESBCSAEGW-CCentrex ASDNSSCP ASAMFSMFNSSFUDMPCFUPFNRFSCEF-5-Dual Pressure From Quality and Cost Drives Digital and Intelligent Transformation of O&M 自动驾驶网络理念成为行业共识-6-Autonomous Networks Has Become Industry Consensus内部效率提升Operations Efficiency外部商业增长Business Growth自动驾驶网络架构/Architecture业务运营Service operations商业自动化物理网元/PE虚拟网元/VE物理网元/PE虚拟网元/VE资源运营Resource operations资源运营Resource operationsServicemanagementNetworkmanagementNEmanagementBusinessmanagement业务管理网络管理网元管理商务管理商务运营Business operations 自动化智能化加速网络体验升级全专业多厂家跨区域超大规模客户感知端到端支撑业务敏捷高效运维Present2025L2L3L1L4L5高度自治完全自治有条件自治部分自治逐步迈向自动驾驶网络5G承载网光网络核心网用户、生态和伙伴管理网络业务运营L0辅助运维手工运维网络-7-Automation and IntelligentizationAccelerate Network Experience ImprovementUser, ecosystem, and partner managementNetwork service operationsBearer networkOptical networkCore networkNetworkAll-professionMulti-vendorCross-regionUltra-large scaleCustomer perceptionE2E supportService agilityEfficient O&MAN evolutionHighly autonomousFully autonomousConditionally autonomousPartial autonomousAssisted Operation & MaintenanceManual Operation & Maintenance 数智结合赋能网络运维网络大数据AI人工智能算法告警数据性能数据预测智能诊断智能感知智能资源数据投诉数据DPI数据-8-Enable Network O&M by Combining Big Data and Artificial IntelligenceNetwork big dataAI algorithmAlarm dataPerformance dataResource dataComplaint dataDPIdataIntelligent sensingIntelligent predictionIntelligent diagnosis 天线智能优化显著改善速率问题/ Problems•1万多种天线参数组合，人工经验难优化。•用户分布动态变化，需同步关联优化多小区，传统统计分析方式难以快速找出最佳方案•Combination of more than 10,000 antenna parameters, which are difficult to be optimized based on manual experience. •When user distribution changes, multiple neighborhoods of the relating gNodeBsneed to be optimized synchronously. Traditional statistical analysis methods cannot find the optimal solution quickly.室外下载速率提升13%Outdoor download rate increased by 13%室内下载速率提升30%Indoor download rate increased by 30%显著提升5G信号强度、速率和用户感知Significantly improves 5G signal strength, rate and user experience应用效果/ Effect解决方案/ Solution•根据历史趋势，提前预判业务变化•粒子群优化算法，快速找到最优波束参数组合，自动下发参数配置•Predict business changes based on historical trends.•The PSO algorithm quickly locates the optimal beam parameter combination and automatically delivers parameter configurations.-9-Intelligent Antenna Optimization Significantly Improves the Download Rate 自动化、智能化的“135”故障管理框架Automated and Intelligent “1-3-5” Fault Management3个告警知识规则库•自动化规则：标准化规则、关联规则、派单规则Automated rules: Standardization rules, association rules, Ticket dispatch rules•智能化模型：采用关联规则算法Apriori提升告警关联比例Intelligent model: Use association rule learning algorithm to improve the alarm correlation ratio-10-1个故障闭环管理体系设备告警、预警事件告警标准化工程标注关联压缩派单闭环全网日告警：1亿条5个核心能力•丰富多样的开放能力Diversified Openness•可配置可开发的编排能力Configure and Develop orchestration•告警质量监控能力Alarm quality monitoring•告警风暴处理能力Alarm Storm Handling•智能运维能力Intelligent O&M1 closed-loop fault management systemDaily alarms: 100 millionDevice alarms, pre-warning eventsAlarm standardizationEngineering labelingAssociated compressionTicket dispatching and closure3 types of rule-based knowledge library5 core capabilities 运维模式转型数智技术驱动产业协同发展构建智慧运维能力加强产业协同发展自动化&智能化Automation & Intelligentization大数据&人工智能Big Data &AI运维集中化Centralized O&M研运一体化Integrated R&D and O&M构建生态合作体系Build an ecological cooperation system构建行业赋能平台Build an industrial empowering platform构建新型运维服务模式Build a new O&M service model-11-Build Smart O&