Brief
本书深入探讨了人工智能在电力变电站的多方面应用，揭示了这一前沿技术如何重塑电力行业。开篇阐述了电力变电站的基本概念和人工智能技术的入门知识，突出了人工智能在电力领域的重要性。接着，本书深入分析了人工智能的核心组成，包括机器学习、深度学习、自然语言处理等，着重讨论了这些技术在电力系统中的具体应用。书中还特别强调了人工智能在变电站设计和运维方面的创新应用，如自动化设计、设备配置、实时监控和故障预测。这些内容不仅展示了人工智能如何提高变电站的效率和可靠性，也揭示了它在未来电力系统中的潜在作用。安全与环境监测方面的章节则探讨了如何利用人工智能进行环境监测、火灾检测和应急响应，以确保变电站运行的安全性。最后，书中还讨论了人工智能技术的标准化、合规性问题以及伦理、隐私方面的挑战。整体而言，本书为读者提供了一个关于人工智能在电力变电站应用的全面视角，不仅适合电力行业的专业人员，也适合对这一领域感兴趣的研究者和学生。通过阅读本书，读者可以深入理解人工智能如何助力电力行业的现代化和高效化，以及在未来可能发挥的关键作用。
Catalog
第一章 概述
································································································· 1
第一节 电力变电站概述
············································································ 1
第二节 人工智能技术简介
········································································· 6
第三节 人工智能在电力行业的重要性
························································· 11
第二章 人工智能技术基础
············································································· 17
第一节 机器学习基础
·············································································· 17
第二节 深度学习和神经网络
····································································· 22
第三节 自然语言处理和图像识别
······························································· 26
第四节 人工智能硬件和软件工具
······························································· 32
第三章 人工智能在变电站设计中的应用
··························································· 37
第一节 自动化设计和优化
········································································ 37
第二节 设备选择和配置
··········································································· 41
第三节 三维建模和仿真
··········································································· 47
第四节 故障诊断与健康管理
····································································· 52
第
四章 人工智能在变电站运维中的应用
··························································· 57
第一节 实时监控和数据分析
····································································· 57
第二节 预测性维护和故障预测
··································································
63
第三节 资产管理和优化决策
····································································· 67
第四节 安全管理和事故响应
····································································· 73
第五章 人工智能在变电站安全与环境监测中的应用
············································ 79
第一节 环境监测与污染预防
····································································· 79
第二节 火灾检测与安全预警
····································································· 85
第三节 设备和人员安全监控
····································································· 89
第四节 应急响应与灾难恢复
····································································· 92
第六章 标准与合规性
···················································································· 97
第一节 技术挑战与研究方向
····································································· 97
第二节 合规性、伦理和隐私问题
····························································· 100
第三节 人工智能技术的可靠性和安全性
···················································· 102
参考文献
···································································································· 107
Cataloguing-in-Publication (CIP) programme
Name(s):
徐登科
.
Title:
人工智能在电力变电站的应用与前景
/
徐登科 著
.
Description:
Singapore :
新加坡文理出版社
, 2024.
Identifier:
OCN 1426262827 | ISBN 978-981-18-9359-9 (paperback)
Subject(s):
Application and Prospects of Artificial Intelligence in Power Substations.|Application
of artificial intelligence in substations .
BRN:
300034229
Classification:
DDC 621.3--dc23
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