第一部分? 数字孪生技术发展趋势 第 1 章 数字孪生概述 ······································································· 2 1.1 数字孪生的前世今生·······································································3 1.1.1 孵化期(2000—2015 年) ·································································· 4 1.1.2 探索期(2015—2020 年) ·································································· 6 1.1.3 爆发期(2020 年以来) ····································································· 8 1.2 数字孪生的内涵与外延····································································9 1.2.1 百家争鸣 ······················································································10 1.2.2 数字孪生内涵 ················································································14 1.2.3 数字孪生外延 ················································································18 第 2 章 数字孪生赋能系统自智进化 ····················································21 2.1 企业数字化系统现状····································································· 21 2.2 数字中台架构面临的挑战······························································· 25 2.3 数字孪生驱动数智化升级······························································· 28 2.4 数字孪生奠定元宇宙基石······························································· 29 第二部分? 我国数字孪生产业发展需求 第 3 章 数字孪生顶层设计和规划引领 ·················································36 3.1 “十四五”规划纲要对数字孪生发展的指引 ······································ 36 3.2 “两化”融合领域········································································ 37 3.3 5G 网络领域 ··············································································· 41 3.4 信息技术领域·············································································· 43 3.5 城市发展领域·············································································· 44 3.6 综合交通领域·············································································· 45 3.7 工业生产领域·············································································· 46 3.8 能源安全领域·············································································· 47 3.9 建筑工程领域·············································································· 48 3.10 水利应急领域 ············································································ 49 3.11 标准构建领域 ············································································ 50 第 4 章 数字孪生产业链和业务生态体系 ··············································51 4.1 数字孪生标准化工作····································································· 51 4.1.1 智慧城市数字孪生标准 ····································································53 4.1.2 工业领域数字孪生标准 ····································································54 4.2 产业图谱···················································································· 55 4.2.1 数字孪生城市产业图谱 ····································································55 4.2.2 工业数字孪生产业图谱 ····································································56 4.3 技术流派···················································································· 59 4.3.1 数据派 ·························································································60 4.3.2 连接派 ·························································································60 4.3.3 仿真派 ·························································································60 4.4 业务体系···················································································· 60 4.4.1 宏观市场 ······················································································60 4.4.2 技术体系 ······················································································61 4.4.3 业务模式 ······················································································62 4.4.4 产品形态 ······················································································66 4.5 技术创新···················································································· 67 4.5.1 游戏引擎 + 云渲染 ··········································································67 4.5.2 AR/VR+ 元宇宙 ··············································································67 4.5.3 模型生产智能化、自动化 ·································································68 4.5.4 “CIM+ 数据编织”技术 ··································································68 4.5.5 数字线程技术 ················································································70 4.5.6 虚拟化技术 ···················································································70 4.5.7 多协议支持技术 ·············································································71 4.5.8 模型构建技术 ················································································71 4.5.9 多维数据支持技术 ··········································································71 第 5 章 数字孪生技术平台化需求 ·······················································72 5.1 数字孪生“千人千面”认知···························································· 72 5.1.1 数字孪生 + 物联网 ··········································································73 5.1.2 数字孪生 + 智慧城市 ·······································································76 5.1.3 数字孪生 + 工业互联网 ····································································81 5.1.4 数字孪生 + 智慧水利 ·······································································99 5.1.5 数字孪生 + 5G 网络 ······································································· 101 5.1.6 数字孪生 + 算力网络 ····································································· 102 5.1.7 数字孪生 + 元宇宙 ········································································ 104 5.2 业务触达需求·············································································108 5.2.1 业务端到端 ················································································· 108 5.2.2 运营场景化 ················································································· 109 5.3 通用能力需求·············································································109 5.3.1 数字化 ······················································································· 109 5.3.2 孪生化 ······················································································· 111 5.3.3 平台化 ······················································································· 111 5.4 定义“数字孪生平台”································································· 112 5.4.1 必要性 ······················································································· 112 5.4.2 意义和价值 ················································································· 113 5.4.3 适用场景 ···················································································· 114 第三部分? 开放式数字孪生体系架构 第 6 章 通用数字孪生平台关键性设计 ··············································· 116 6.1 数字孪生系统的核心逻辑······························································ 116 6.1.1 数字孪生流派融合曲线图 ······························································· 116 6.1.2 城市数字孪生业务地铁图 ······························································· 118 6.2 数字孪生平台的设计理念······························································ 119 6.2.1 开放式框架 ················································································· 119 6.2.2 模型资产化 ················································································· 121 6.2.3 可持续发展 ················································································· 122 6.3 数字孪生平台的设计方法······························································123 6.3.1 模型即服务 ················································································· 123 6.3.2 数据即服务 ················································································· 124 6.3.3 软件即服务 ················································································· 125 第 7 章 数字孪生系统架构 ······························································ 126 7.1 云原生中台能力··········································································126 7.1.1 技术中台 ···················································································· 126 7.1.2 数据中台 ···················································································· 127 7.1.3 智能中台 ···················································································· 128 7.1.4 业务中台 ···················································································· 128 7.2 数字孪生系统架构·······································································128 7.2.1 体系结构 ···················································································· 128 7.2.2 数字孪生模型 ·············································································· 129 7.2.3 数字孪生场景 ·············································································· 129 7.2.4 数字线程 ···················································································· 130 第 8 章 数字孪生系统设计实现 ························································ 131 8.1 设备孪生场景·············································································131 8.1.1 感知智能 ···················································································· 131 8.1.2 模型设计器 ················································································· 132 8.1.3 模型构建 ···················································································· 141 8.1.4 数据驱动 ···················································································· 141 8.1.5 可视化 ······················································································· 142 8.1.6 实时交互 ···················································································· 143 8.1.7 多维模型资产 ·············································································· 143 8.2 空间孪生场景 ············································································143 8.2.1 整体设计 ···················································································· 143 8.2.2 空间数据引擎 ·············································································· 145 8.2.3 空间服务引擎 ·············································································· 146 8.2.4 自服务控制台 ·············································································· 149 8.2.5 三维场景设计 ·············································································· 149 8.2.6 数据工具 ···················································································· 158 8.2.7 地址工具 ···················································································· 160 8.2.8 空间注智引擎 ·············································································· 161 8.3 人员孪生场景·············································································161 8.3.1 虚拟“数字人” ··········································································· 161 8.3.2 数字员工 ···················································································· 164 8.3.3 数字人体 ···················································································· 165 第四部分? 通用数字孪生平台设计和实现 第 9 章 数字孪生平台设计 ······························································ 170 9.1 概念设计···················································································170 9.2 参考功能架构·············································································171 9.3 参考技术架构·············································································174 9.4 参考接口定义·············································································175 第 10 章 数字孪生平台功能设计 ······················································· 176 10.1 孪生体设计器 ···········································································176 10.2 场景构建工具 ···········································································177 10.3 自动拓扑工具 ···········································································180 10.4 地理三维能力 ···········································································181 10.5 模型资产管理 ···········································································182 10.6 可视化能力 ··············································································183 10.6.1 天气组件 ··················································································· 183 10.6.2 光影滤镜 ··················································································· 183 10.6.3 云渲染 ······················································································ 184 10.6.4 场景相机 ··················································································· 184 10.6.5 模型材质 ··················································································· 185 10.7 图表卡片 ·················································································185 10.8 组件管理 ·················································································185 10.9 运行规则管理 ···········································································187 第 11 章 数字孪生平台运营模式 ······················································· 188 11.1 SaaS 化运营 ·············································································188 11.1.1 开放门户 ··················································································· 189 11.1.2 租户管理 ··················································································· 189 11.1.3 订购管理 ··················································································· 190 11.2 孪生模型资产运营 ·····································································191 11.3 算力资源运营 ···········································································191 第五部分? 数字孪生方案实践及未来展望 第 12 章 泛在连接:AIoT 场景的数字孪生实践 ···································· 194 12.1 AIoT 发展应用特点 ····································································194 12.1.1 AI 和物联网的融合 ······································································ 194 12.1.2 AIoT 数字孪生应用场景 ································································ 196 12.2 数字孪生技术在 AIoT 中应用的场景 ··············································197 12.2.1 数字孪生助力数字建模 ································································· 197 12.2.2 数字孪生助力一体化的仿真验证 ····················································· 198 12.3 AIoT 数字孪生整体方案 ······························································198 12.3.1 AIoT 数字孪生架构 ······································································ 198 12.3.2 AIoT 数字孪生模型建模 ································································ 201 12.3.3 AIoT 数字孪生实例化管理 ····························································· 204 12.3.4 AIoT 数字孪生场景编排 ································································ 205 12.4 AIoT 数字孪生应用场景实例 ························································205 12.4.1 智慧能源 ··················································································· 205 12.4.2 智慧园区 ··················································································· 207 12.5 AIoT 数字孪生的业务价值 ···························································208 12.5.1 模拟仿真 ··················································································· 208 12.5.2 监控 ························································································· 210 12.5.3 评估 ························································································· 212 12.5.4 预测 ························································································· 213 12.5.5 优化 ························································································· 215 第 13 章 数智融通:城市时空场景的数字孪生实践 ······························· 216 13.1 城市数字孪生应用特点 ·······························································216 13.1.1 城市信息模型 ············································································· 219 13.1.2 实时感知 ··················································································· 220 13.2 数字孪生技术在城市管理中应用的场景 ··········································222 13.2.1 城市规划场景应用 ······································································· 222 13.2.2 交通场景应用 ············································································· 222 13.2.3 安全预警场景应用 ······································································· 223 13.3 城市数字孪生整体方案 ·······························································223 13.3.1 城市数字孪生架构 ······································································· 223 13.3.2 城市数字孪生的关键性设计 ··························································· 224 13.4 城市数字孪生应用场景实例 ·························································225 13.4.1 智慧展馆 ··················································································· 225 13.4.2 智慧矿山 ··················································································· 226 13.4.3 智慧机房 ··················································································· 227 13.4.4 智慧楼宇 ··················································································· 230 13.4.5 智慧水务 ··················································································· 231 13.4.6 数字乡村 ··················································································· 233 13.5 城市数字孪生的业务价值 ····························································234 第 14 章 仿生自智:通信网络场景的数字孪生实践 ······························· 236 14.1 5G 网络发展应用特点 ·································································236 14.1.1 5G 网络自动驾驶网络战略目标 ······················································ 236 14.1.2 运营商网络数字孪生应用场景 ························································ 237 14.2 数字孪生技术在网络中应用的场景 ················································237 14.2.1 ToB 行业网络数字孪生应用 ··························································· 238 14.2.2 数字孪生助力自智网络实现 ··························································· 240 14.2.3 数字孪生助力智慧运维 ································································· 243 14.3 网络数字孪生整体方案 ·······························································245 14.3.1 网络数字孪生定义 ······································································· 246 14.3.2 网络数字孪生的架构 ···································································· 246 14.3.3 网络数字孪生关键技术 ································································· 249 14.3.4 网络数字孪生模型建模 ································································· 257 14.3.5 网络数字孪生实例化管理 ······························································ 262 14.3.6 网络数字孪生场景编排 ································································· 263 14.3.7 网络数字孪生智慧运维应用 ··························································· 264 14.4 网络数字孪生应用场景实例 ·························································265 14.4.1 运营商重保场景网络数字孪生应用 ·················································· 265 14.4.2 垂直行业网络数字孪生专网监控 ····················································· 266 14.4.3 无线自智网络数字孪生场景应用 ····················································· 267 14.4.4 核心网网络数字孪生场景应用 ························································ 268 14.4.5 算力网络数字孪生应用 ································································· 274 14.4.6 数通网络数字孪生场景应用 ··························································· 276 14.4.7 数字孪生实现 6G 网络边缘智能 ······················································ 278 14.5 网络数字孪生的业务价值 ····························································281 后记····························································································· 282