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

Yunyi Zhu, Z. Qian, Shuai Yuan, Hao Yu
{"title":"Fault Diagnosis of High-Voltage Circuit Breaker Based on Digital Twin","authors":"Yunyi Zhu, Z. Qian, Shuai Yuan, Hao Yu","doi":"10.1109/AEERO52475.2021.9708367","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":6828,"journal":{"name":"2021 International Conference on Advanced Electrical Equipment and Reliable Operation (AEERO)","volume":"10 1","pages":"1-6"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Advanced Electrical Equipment and Reliable Operation (AEERO)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AEERO52475.2021.9708367","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

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.
基于数字孪生的高压断路器故障诊断
高压断路器是电网中的关键部件之一,在长时间运行过程中经常发生机械故障。提出了一种基于数字孪生的高压断路器机械故障诊断方法。首先建立有限元孪生模型,模拟高压断路器的分合动作,模拟其典型线圈电流,然后得到实际断路器的实测线圈电流。利用虚拟数据和实测数据训练KNN模型,对五种运行状态进行故障诊断。实验结果表明,所提出的数字孪生方法能够模拟高压断路器的运行情况,提供更多的故障类型数据,能够有效诊断机械故障,分类精度高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信