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Fault Diagnosis of High-Voltage Circuit Breaker Based on Digital Twin

  • Beihang University
  • State Grid Corporation of China

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

High-voltage circuit breaker is one of the key components in the power grid, and mechanical faults often occur during long-time operation. A method based on digital twin for mechanical fault diagnosis of high-voltage circuit breaker is proposed in this paper. First, a finite element twin model is established to simulate the opening and closing operation of high-voltage circuit breaker to simulate its typical coil currents, then measured coil currents are obtained from the actual circuit breaker. Both the virtual data and measured data are utilized to train the KNN model to perform the fault diagnosis of five operation states. Experimental results show that the proposed digital twin method can simulate the operation of high-voltage circuit breaker, provide more failure types of data and can efficaciously diagnose mechanical faults with a high classification accuracy.

源语言英语
主期刊名International Conference on Advanced Electrical Equipment and Reliable Operation, AEERO 2021
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781665402644
DOI
出版状态已出版 - 2021
活动2021 International Conference on Advanced Electrical Equipment and Reliable Operation, AEERO 2021 - Beijing, 中国
期限: 15 10月 202117 10月 2021

出版系列

姓名International Conference on Advanced Electrical Equipment and Reliable Operation, AEERO 2021

会议

会议2021 International Conference on Advanced Electrical Equipment and Reliable Operation, AEERO 2021
国家/地区中国
Beijing
时期15/10/2117/10/21

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