·························第一篇? 5G 技术演进与总体架构体系
第1章 5G 时代的万物互联和大数据 ·····························································2
1.1 5G 技术推动万物互联，重塑行业应用 ······························································3 
1.1.1 5G 三大典型业务场景下的大数据需求形态 ·························································3 
1.1.2 5G 网络架构对大数据的影响 ·················································································7 
1.2 5G 引发未来企业商业模式的变革 ····································································12 
1.2.1 香农公式引发的商业模式变革 ·············································································12 
1.2.2 运营商面临现有商业模式的挑战 ·········································································13 
1.2.3 运营商未来商业模式的变革 ·················································································14 
1.3 5G 时代的大数据技术发展方向 ········································································16 
1.3.1 多云架构基础设施 ·································································································16 
1.3.2 大数据云边协同计算 ·····························································································16 
1.3.3 数据虚拟化部署环境 ·····························································································17 
1.3.4 数字化实体建模方式 ·····························································································19 
1.3.5 大数据实时处理能力 ·····························································································20 
1.3.6 数据驱动型生产应用 ·····························································································20
第2章 5G 时代的企业大数据架构体系 ·······················································23
2.1 企业数字化转型基础 ··························································································23 
2.1.1 企业数字化转型的现状 ·························································································23
2.1.2 企业数字化转型的关键路径 ·················································································25 
2.2 数字化企业 IT 参考架构 ····················································································26 
2.2.1 技术中台 ·················································································································27 
2.2.2 业务中台 ·················································································································28 
2.2.3 数据中台 ·················································································································29 
2.2.4 智能中台 ·················································································································30 
2.3 5G 大数据部署架构 ····························································································32 
2.4 云边协同交互原语 ······························································································32
第二篇? 云边协同技术详解
第3章 分布级联架构赋能边缘计算 ·····························································36
3.1 边缘计算简介 ······································································································36 
3.2 云边协同的大数据计算架构 ··············································································37 
3.3 云边协同的资源管控技术 ··················································································40
3.3.1 边缘计算开源技术介绍 ·························································································42 
3.3.2 边缘大数据技术应用场景 ·····················································································44
第4章 数据虚拟化网络集成 ········································································48
4.1 数据网络集成技术 ······························································································48 
4.2 数据功能虚拟化技术实现 ··················································································50 
4.3 数据访问虚拟化技术实现 ··················································································53 
4.4 数据虚拟化开源技术介绍 ··················································································56 
4.5 数据虚拟化应用场景 ··························································································57
第5章 实时数据计算架构 ···········································································58
5.1 实时计算基础架构 ······························································································58 
5.2 基于“Kafka+Flume”技术的实时计算框架 ····················································61 
5.3 基于 Flink 技术的实时计算框架 ········································································67 
5.4 5G 实时计算应用场景 ························································································72

第三篇? 大数据敏捷开发技术详解
第6章 敏捷智能数据开发 ···········································································82
6.1 基于元数据的敏捷开发 ······················································································83 
6.2 云边协同 5G 大数据开发 ···················································································84
6.3 云边协同开发技术实现 ······················································································85 
6.4 云边协同开发应用场景 ······················································································86
第7章 数字化模型构建 ···············································································89
7.1 分析型事务 ··········································································································90 
7.2 实时数据模型 ······································································································92 
7.3 数字化模型 ··········································································································94 
7.4 图数据模型 ··········································································································95
第8章 从云到端的大数据资产管理 ·····························································98
8.1 非结构化数据治理 ······························································································99 
8.2 数据虚拟化访问服务 ························································································100 
8.3 数据质量自感知与自愈能力 ············································································101 
8.4 数据治理微服务组件 ························································································102 
8.5 数据目录与元数据知识图谱 ············································································103 
8.6 嵌入式数据安全保障机制 ················································································105
第四篇? 5G 大数据智能化分析技术详解
第9章 行业知识图谱以及 AI 技术在 5G 网络中的落地 ·····························108
9.1 行业知识图谱 ····································································································108 
9.1.1 行业知识图谱技术实现 ·······················································································108 
9.1.2 知识图谱应用场景 ·······························································································109 
9.2 AI 技术在 5G 网络中的落地 ············································································110
9.2.1 5G 边缘智能化技术简介 ·····················································································112 
9.2.2 5G 边缘智能化技术实现架构 ·············································································114 
9.2.3 AI 技术与 5G 技术结合的应用场景 ···································································114
第10章 增强型数据分析 ···········································································117
10.1 增强型数据分析概述 ······················································································117 
10.2 数据准备 ··········································································································120 
10.3 数据分析 ··········································································································123 
10.4 数据呈现 ··········································································································128 
10.5 数据自动洞察 ··································································································133 
10.6 数据应用 / 分析反馈 ·······················································································135
第11 章 基于区块链的可信数据流通 ·························································139
11.1 数据已成为新型生产要素 ··············································································139 
11.2 现阶段数据流通存在的问题 ··········································································141 
11.3 数据流通如何实现“可信” ··········································································142 
11.4 基于区块链技术的“可信”数据流通 ··························································143 
11.5 基于联邦学习技术促进数据流通的隐私保护 ··············································145 
11.5.1 联邦学习的定义 ·································································································145 
11.5.2 联邦学习的隐私保护机制 ·················································································145 
11.5.3 联邦学习的应用场景 ·························································································146
第五篇? “5G+ 大数据”技术的应用与展望
第12章 5G 时代的大数据应用 ·································································148
12.1 人车路协同，未来交通更智慧 ······································································148 
12.1.1 智慧交通之车联网场景 ·····················································································148 
12.1.2 基于 5G 技术的数字化交通管理技术实现 ······················································150 
12.2 泛在电力物联网，泛在感知与智能控制 ······················································151 
12.2.1 智慧能源之智能电力场景 ·················································································151
12.2.2 电力场站智慧分析与运维技术方案 ·································································152 
12.3 让生活环境更智能和高效 ··············································································153 
12.3.1 智慧社区场景描述 ·····························································································153 
12.3.2 智能化数据服务 ·································································································154 
12.4 监测—预警—防护—应急的智能安防 ··························································155 
12.4.1 智能安防应用场景 ·····························································································155 
12.4.2 基于数据智能的森林火灾防控 ·········································································156 
12.5 重构教育服务的组织方式 ··············································································157 
12.5.1 智慧教育应用场景 ·····························································································157 
12.5.2 5G 大数据智慧教育技术方案 ···········································································158 
12.6 联网无人机让高空作业更智能 ······································································159 
12.6.1 5G 网络下的无人机场景 ···················································································159 
12.6.2? 基于联网无人机的基站巡检方案 ····································································160 
12.7 云 VR/AR 的实时图像渲染与建模 ································································161 
12.7.1 云 VR/AR 业务场景···························································································161 
12.7.2? 基于边缘计算的 AR/VR 新体验 ······································································162
第13章 大数据助力运营商 5G 服务的发展 ···············································164
13.1 运营商未来 IT 架构：云网一体化 ································································167 
13.1.1 数据中台架构 ·····································································································168 
13.1.2 数据中台核心特性 ·····························································································169 
13.2 大数据助力 5G 网络建设 ···············································································177 
13.2.1 通过大数据实现 5G 智能无线网络规划 ··························································179 
13.2.2 大数据分析支撑 5G 网络 Massive MIMO 配置优化 ······································180 
13.2.3 基于大数据优化 5G 移动边缘计算 ··································································182 
13.2.4 5G 网络的从边到云的实时智能化 ···································································183 
13.3 大数据助力企业精细化运营及服务 ······························································184 
13.3.1 数字作战沙盘 ·····································································································184
13.3.2 携号转网 ·············································································································186 
13.3.3 深度洞察客户，提升服务效能 ·········································································188
13.4 运营商面向垂直行业提供“5G+ 数字化”服务 ··········································192 
13.4.1 5G+ 数字生活 ·····································································································192 
13.4.2 5G+ 智慧农业 ·····································································································193 
13.4.3 5G+ 互联网工业 ·································································································194 
13.4.4 5G+ 智慧交通 ·····································································································194 
13.4.5 5G+ 智慧城市 ·····································································································195
第14章 “5G+ 大数据”技术的生态与展望 ·············································196
14.1 “5G+ 大数据”技术的无限未来 ··································································196 
14.1.1 算力融合：多样性算力提升整体效率 ·····························································196 
14.1.2 流批融合：平衡计算性价比的最优解 ·····························································197
14.1.3 TA 融合：混合事务 / 分析支撑即时决策 ························································197 
14.1.4 能力融合：企业数据中台框架 ·········································································198 
14.1.5 数智融合：数据与智能多方位深度整合 ·························································198 
14.2 融入产业共建 5G 生态 ···················································································199