Research and Application of Artificial Intelligence in Operation and Maintenance for Power Equipment
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Research and Application of Artificial Intelligence in Operation and Maintenance for Power Equipment
Vol. 46, Issue 2, Pages: 369-383(2020)
作者机构:
中国电力科学研究院有限公司
作者简介:
基金信息:
DOI:
CLC:
Published Online:29 February 2020,
Published:2020
稿件说明:
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PU Tianjiao, QIAO Ji, HAN Xiao, et al. Research and Application of Artificial Intelligence in Operation and Maintenance for Power Equipment[J]. 2020, 46(2): 369-383.
DOI:
PU Tianjiao, QIAO Ji, HAN Xiao, et al. Research and Application of Artificial Intelligence in Operation and Maintenance for Power Equipment[J]. 2020, 46(2): 369-383.DOI:
Research and Application of Artificial Intelligence in Operation and Maintenance for Power Equipment
The states of power equipment are closely related to the stability and safety of power system. It is the key premise and important basis for the reliable and economic power service to thoroughly and precisely grasp the internal and external data of the power equipment
to summarize and fuse the related information by scientific approach
to evaluate and predict their state and tendency
and to and arrange reasonable maintenance schedule. The fast developments of efficiency
accuracy and self-learning ability of artificial intelligence(AI) fast in the recognition
prediction
optimization
and decision task provide a new methodology for the operation and maintenance of power equipment. In this paper
we review the key technologies and applications of AI in power equipment operation and maintenance
which are organized in three levels
i.e.
data
algorithms and applications. We analyze the situation and existing problems of the related data and outline the framework of AI and the characteristics and application scopes of the key technologies. Then we summarize the development and difficulties of AI in various scenarios
and propose the possible solutions in the future. Finally
the major problems of AI in the application are analyzed and the development tendencies and advises are proposed.