第一篇? 算力网络与大数据 
第 1 章 算力概述 ············································································2 
1.1 算力是什么················································································· 3 
1.1.1 计算工具的发展历史 ······································································ 3 
1.1.2 算力的内涵和外延 ········································································· 5 
1.2 无处不在的现代算力····································································· 6 
1.2.1 算力的分类 ·················································································· 6 
1.2.2 典型算力平台 ··············································································· 8 
1.3 算力,新时代的生产力·································································10 
1.3.1 算力成为数据经济新引擎 ·······························································10 
1.3.2 信息消费持续释放算力需求 ····························································11 
1.3.3 算力助力数字世界和物理世界无缝融合 ·············································12 
第 2 章 算力网络 ·········································································· 14 
2.1 算力网络因何而生·······································································15 
2.1.1 连接算力“消费方”和算力“提供方” ·············································15 
2.1.2 从“云网”到“算网” ··································································16 
2.2 理解算力网络·············································································18 
2.2.1 算力网络的概念 ···········································································18 
2.2.2 算力网络功能需求 ········································································19 
2.2.3 算力网络关键技术 ········································································20 
2.2.4 算力网络的体系架构 ·····································································23 
2.3 算力网络发展展望·······································································25 
2.3.1 算力网络发展阶段 ········································································26 
2.3.2 算力网络面临的挑战 ·····································································26 
第 3 章 算力网络提升大数据发展 ····················································· 28 
3.1 数据融入经济社会发展各领域························································28 
3.2 跨地域数据协同··········································································30 
3.2.1 云边数据协同 ··············································································30 
3.2.2 分布式云数据中心 ········································································31 
3.3 跨行业数据流通··········································································33 
3.3.1 全链路数据治理,提供高品质数据供给 ·············································34 
3.3.2 开展数据资产化作业,释放数据要素化价值 ·······································34 
3.3.3 充分利用已有资源与能力,开创数据增值服务体系 ······························35 
第二篇? 面向算力网络的大数据关键技术 
第 4 章 边缘计算 ·········································································· 38 
4.1 边缘计算简介·············································································38 
4.1.1 边缘计算的定义及发展趋势 ····························································38 
4.1.2 边缘计算与传统云计算的区别 ·························································40 
4.2 边缘计算技术特点分析·································································42 
4.2.1 低延时性 ····················································································42 
4.2.2 去中心化 ····················································································43 
4.2.3 低带宽消耗 ·················································································44 
4.2.4 高安全可靠性 ··············································································44 
4.2.5 非寡头化 ····················································································44 
4.2.6 绿色节能 ····················································································45 
4.3 边缘大数据技术··········································································45 
4.3.1 边缘计算参考技术架构 ··································································45 
4.3.2 边缘计算核心技术 ········································································47 
4.4 边缘大数据技术应用场景······························································55 
4.4.1 智慧园区边缘大数据应用 ·······························································55 
4.4.2 平安城市边缘大数据应用 ·······························································58 
第 5 章 分布式协同计算 ································································· 64 
5.1 分布式协同计算简介····································································64 
5.2 分布式协同计算架构····································································66 
5.3 分布式协同计算关键技术······························································67 
5.3.1 数据跨域协同交换 ········································································67 
5.3.2 分布式任务编排调度 ·····································································73 
5.3.3 节点分区可用性保障 ·····································································78 
5.3.4 异常任务按需重做 ········································································78 
5.3.5 协同控制代理 ··············································································79 
5.4 分布式协同计算应用场景······························································81 
5.4.1 协同计算在智慧交通场景中的应用 ···················································81 
5.4.2 协同计算在智能家庭场景中的应用 ···················································82 
第 6 章 数据编织 ·········································································· 84 
6.1 数据编织技术·············································································84 
6.1.1 数据编织的起源 ···········································································84 
6.1.2 数据编织的定义 ···········································································85 
6.1.3 数据编织需要具备的能力 ·······························································88 
6.1.4 数据编织架构关键组成 ··································································93 
6.2 数据虚拟化技术实现····································································94 
6.2.1 数据虚拟化的定义及能力 ·······························································94 
6.2.2 数据虚拟化的技术实现 ··································································97 
6.2.3 数据虚拟化开源技术介绍 ····························································· 100 
6.3 数据虚拟化应用场景·································································· 104 
6.3.1 电信行业应用场景 ······································································ 104 
6.3.2 在线教育行业应用场景 ································································ 105 
6.3.3 物联网行业应用场景 ··································································· 106 
第 7 章 隐私计算 ········································································ 108 
7.1 隐私计算的起源与发展······························································· 109 
7.1.1 隐私计算的起源 ········································································· 109 
7.1.2 隐私计算的政策环境 ··································································· 109 
7.1.3 隐私计算的市场发展 ··································································· 111 
7.1.4 隐私计算的发展展望 ··································································· 113 
7.2 隐私计算体系··········································································· 114 
7.2.1 隐私计算的概念 ········································································· 114 
7.2.2 隐私计算体系架构 ······································································ 115 
7.3 隐私计算技术介绍····································································· 116 
7.3.1 多方安全计算 ············································································ 118 
7.3.2 联邦学习 ·················································································· 123 
7.3.3 可信执行环境 ············································································ 124 
7.3.4 区块链技术辅助隐私计算 ····························································· 126 
7.4 隐私计算应用场景····································································· 129 
7.4.1 金融行业 ·················································································· 129 
7.4.2 医疗健康行业 ············································································ 130 
7.4.3 政务行业 ·················································································· 131 
第三篇? 大数据技术赋能算力网络 
第 8 章 湖仓一体的算网数据中心 ··················································· 134 
8.1 算力网络数据存算需求······························································· 134 
8.1.1 算力网络中的数据 ······································································ 134 
8.1.2 数据存算需求 ············································································ 136 
8.2 湖仓一体技术介绍····································································· 137 
8.2.1 湖仓一体技术发展背景 ································································ 137 
8.2.2 湖仓一体技术架构 ······································································ 139 
8.2.3 湖仓一体关键技术 ······································································ 143 
8.2.4 湖仓一体开源技术 ······································································ 152 
8.2.5 湖仓一体应用场景 ······································································ 163 
8.3 算力网络数据中心的定位及作用··················································· 166 
8.3.1 算力网络数据中心定位 ································································ 166 
8.3.2 数据赋能算力网络运行 ································································ 169 
8.4 基于湖仓一体技术的算力网络数据中心 ········································· 172 
8.4.1 为什么选择湖仓一体技术 ····························································· 172 
8.4.2 算力网络数据中心基于湖仓一体技术的具体实现 ······························· 174 
第 9 章 算力网络中的数据治理 ······················································ 176 
9.1 算力网络数据治理需求······························································· 176 
9.2 数据治理技术发展····································································· 177 
9.2.1 跨域数据治理 ············································································ 177 
9.2.2 调度能力互通与治理应用 ····························································· 179 
9.2.3 数据全生命周期安全保障机制 ······················································· 183 
9.3 算力网络中数据治理的实践价值··················································· 187 
第 10 章 算力网络交易运营中的隐私计算 ········································· 189 
10.1 算力网络运营交易介绍 ····························································· 189 
10.1.1 算力网络交易模式 ····································································· 189 
10.1.2 算力网络交易中的隐私计算架构实现 ············································· 192 
10.1.3 算力网络交易中的隐私计算流程 ··················································· 195 
10.1.4 算力网络交易中的隐私计算核心功能 ············································· 196 
10.1.5 算力网络交易风险及评估 ···························································· 199 
10.2 隐私计算技术在算力网络交易中的价值体现 ·································· 202 
10.2.1 数据可信流通 ··········································································· 202 
10.2.2 数据价值释放 ··········································································· 204 
10.2.3 数据存证溯源 ··········································································· 207 
第四篇? 算力网络时代大数据应用场景和发展展望 
第 11 章 东数西算 ······································································· 212 
11.1 东数西算,国家政策引导 ·························································· 212 
11.2 围绕五个一体化推进东数西算的实施 ··········································· 214 
11.2.1 网络一体化建设,保障大数据的高效传输 ······································· 215 
11.2.2 能源一体化,推动大数据的低碳运营 ············································· 217 
11.2.3 算力一体化,构建算力一张网 ······················································ 220 
11.2.4 数据安全保障数据的安全流通共享 ················································ 222 
11.2.5 基于数据要素构建城市大脑 ························································· 224 
11.3 东数西算,典型应用场景 ·························································· 225 
11.3.1 在线推理向东,离线分析向西 ······················································ 226 
11.3.2 资源托管 ················································································· 226 
11.3.3 数据存储与灾备 ········································································ 228 
第 12 章 加速数字化转型 ······························································ 230 
12.1 云边协同数据应用 ··································································· 231 
12.1.1 车路协同应用场景 ····································································· 231 
12.1.2 IoT 数据本地处理助力智能制造 ···················································· 232 
12.1.3 云边协同在云游戏场景中的应用 ··················································· 234 
12.2 赋能 AI,推动智能应用 ···························································· 237 
12.2.1 助力生命科学 ··········································································· 237 
12.2.2 助力绿色计算 ··········································································· 238 
12.2.3 推动自动驾驶落地 ····································································· 239 
12.3 数字化、智能化推动企业发展 ···················································· 240 
12.3.1 知识管理,助力企业智能化“蜕变” ············································· 241 
12.3.2 从企业数字化到管理决策智能化 ··················································· 241 
第 13 章 让生活环境更美好 ··························································· 244 
13.1 智慧家庭 ··············································································· 244 
13.1.1 以家庭宽带作为智慧家庭服务的入口 ············································· 245 
13.1.2 以互联网电视作为家庭娱乐操作系统 ············································· 245 
13.1.3 以能力开放来构筑智慧家庭产业生态 ············································· 246 
13.2 智慧社区 ··············································································· 247 
13.2.1 智慧物业 ················································································· 248 
13.2.2 智慧社区生活 ··········································································· 249 
13.2.3 智慧社区管理平台服务 ······························································· 249 
第 14 章 “算力网络 + 大数据”发展展望 ········································ 251 
14.1 数据安全与隐私保护 ································································ 251 
14.2 绿色计算,数字减碳 ································································ 253