摘要
智能电网是人工智能(artificial intelligence,AI)的重要应用领域之一,以高级机器学习理论、大数据、云计算为主要代表的新一代人工智能(new generation artificial intelligence,NGAI)技术的进步和突破,将会促进智能电网的发展。首先概述AI的主要方法,并对NGAI的内涵、特点与技术体系进行论述。之后,对NGAI在能源供应、电力系统安全与控制、运维与故障诊断、电力需求和电力市场等领域中的最新应用研究情况进行比较系统的综述。最后,总结NGAI在智能电网中应用的关键问题,提出人工智能在智能电网中的应用可分为三阶段实施的建议。
Smart grid is an important application field of artificial intelligence（ AI）. The progress and breakthrough of new generation artificial intelligence（ NGAI） technologies,mainly represented by advanced machine learning,big data,and cloud computing,will provide incentives for the development of smart grids. Dominated methods of AI are first introduced,and the connotation,characteristics and technical system of NGAI briefly described. Next,the recent applications of NGAI in some fields including energy supply,power system security and control,operation maintenance and fault diagnosis,power demand and electricity market are surveyed in detail. Finally,some key issues concerning the applications of NGAI in smart grids are summarized,and a proposal is suggested that the applications of AI in smart grids be implemented through three stages.
作者
戴彦
王刘旺
李媛
颜拥
韩嘉佳
文福拴
DAI Yan;WANG Liuwang;LI Yuan;YAN Yong;HAN Jiajia;WEN Fushuan(State Grid Zhejiang Electric Power Research Institute,Hangzhou 310014,China;School of Electrical Engineering,Zhejiang University,Hangzhou 310027,China)
出处
《电力建设》
北大核心
2018年第10期1-11,共11页
Electric Power Construction
基金
国家电网公司科技项目(5211DS17002D)~~
关键词
新一代人工智能(NGAI)
智能电网
高级机器学习
大数据
云计算
new generation artificial intelligence （NGAI）
smart grid
advanced machine learning
big data
cloud computing
