·························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