变电站及换流站人工智能技术应用

图书标准信息

• 作者 周宇
• 出版社 中国电力出版社
• 出版时间 2022-03
• 版次 1
• ISBN 9787519864798
• 定价 118.00元
• 装帧 其他
• 开本 16开
• 纸张 胶版纸
• 页数 268页
• 字数 298.000千字

【内容简介】

本书充分考虑国内人工智能技术发展趋势，突出智慧、自主感知决策可控为目标，结合新一代人工智能技术发展和新基建理念，形成适合于变电站（换流站）人工智能场景的落地工程理论。
   本书共分7章，分别是概述、人工智能发展现状及人工智能与变电站（换流站）的关系、人工智能关键技术、人工智能在变电站（换流站）应用支撑技术、人工智能在变电站（换流站）领域中的应用、应用场景案例、总结与展望。

【作者简介】

IEEE PES 变电站技术委员会（中国）设立执行委员会、顾问委员会、技术分委会、工业企业合作委员会、秘书处等下设机构。执行委员会主要由主席、副主席、各分委会主席、秘书长组成。顾问委员会聘请行业内具有较高知名度、学术权威性或退休专家加入。工业企业合作委员会负责发展并统一管理企业会员作为紧密的企业合作伙伴，技术分委会不单独管理企业会员。

【目录】

前言

第1 章 概述 ································································ 1

1.1 人工智能概述 ······································································· 1

1.2 变电站（换流站）对人工智能技术的需求 ··································· 3

第2 章 人工智能发展现状及人工智能与变电站（换流站）

的关系 ····························································· 7

2.1 国际电力人工智能发展的现状 ·················································· 7

2.2 国内电力人工智能现状及研究进展情况 ····································· 10

2.3 智能变电站（换流站）发展现状 ·············································· 13

2.4 人工智能发展与变电站（换流站）的关系 ·································· 15

第3 章 人工智能关键技术 ············································ 19

3.1 人工智能发展进程 ································································ 19

3.2 机器学习 ············································································ 21

3.3 知识图谱 ············································································ 38

3.4 自然语言处理 ······································································ 49

3.5 人机交互 ············································································ 54

3.6 计算机视觉 ········································································· 57

3.7 生物特征识别 ······································································ 70

第4 章 人工智能在变电站（换流站）应用支撑技术 ··········· 79

4.1 智能传感器技术 ··································································· 79

4.2 AI芯片技术 ········································································· 93

4.3 变电侧（边缘云）智能化关键技术 ········································· 109

4.4 数字孪生技术 ····································································· 111

4.5 应用与安全 ········································································ 117

第5 章 人工智能在变电站（换流站）领域中的应用 ········· 124

5.1 人工智能技术在变电站（换流站）设计架构 ····························· 127

5.2 电力视觉技术应用 ······························································· 131

5.3 声纹识别技术应用 ······························································· 136

5.4 气味识别技术应用 ······························································· 143

5.5 电力机器人技术应用 ···························································· 145

5.6 无人机技术应用 ·································································· 170

5.7 变电站（换流站）联合巡检 ·················································· 175

5.8 智能穿戴技术应用 ······························································· 180

5.9 数字孪生技术应用 ······························································· 185

第6 章 变电站（换流站）领域人工智能应用场景案例 ······ 201

6.1 “一键顺控”双确认系统 ······················································· 201

6.2 变电站（换流站）设备外观缺陷图像诊断技术 ·························· 208

6.3 安全管控平台 ····································································· 212

6.4 大数据分析系统 ·································································· 220

6.5 人工智能远程管控平台 ························································· 227

第7 章 变电站（换流站）领域人工智能应用的总结

与展望 ························································· 234

7.1 总结 ················································································· 234

7.2 展望 ················································································· 237

参考文献 ·································································· 255