跳到主要导航 跳到搜索 跳到主要内容

Turnout Health Assessment Based on Dynamic Time Warping

  • Ning Wang
  • , Hong Guang Wang
  • , Limin Jia
  • , Zhipeng Wang*
  • , Huiyue Zhang
  • *此作品的通讯作者
  • Beijing Jiaotong University
  • Operation Headquarters

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

Turnouts are vital components in the rail system. Assessing the healthy state of turnout and ensuring normal operation is essential. However, the faults of rolling element bearings under running occur suddenly. Thus, it is essential to develop a practicable and real-time method to put forward the assess the turnouts’ running state, which could insure the normal operation. This paper presents a novel method based on the dynamic time warping (DTW) to assess the running status. DTW have two superiorities: (1) DTW could calculate the distance between the different state by using calculating the total cost (minimum distance) of two time series, it makes DTW algorithm fast and simply, so the state is assessed timely. (2) The total cost not only be used to diagnose the fault of turnout, but also could be used to transfer to CV (confident values) to assess the state of the turnout. Hence, this method uses DTW to calculate the distance between the different turnout’s states and CV to assess the healthy state by using the distance. Finally, this method is verified by using the power data collected from Guangzhou Metro turnout testbed and Line 4. The result shows that it is accurate for turnout health assessment and suitable for practical scenarios.

源语言英语
主期刊名Proceedings of the 4th International Conference on Electrical and Information Technologies for Rail Transportation, EITRT 2019 - Rail Transportation System Safety and Maintenance Technologies
编辑Yong Qin, Limin Jia, Baoming Liu, Zhigang Liu, Lijun Diao, Min An
出版商Springer
页517-527
页数11
ISBN(印刷版)9789811528651
DOI
出版状态已出版 - 2020
已对外发布是
活动4th International Conference on Electrical and Information Technologies for Rail Transportation, EITRT 2019 - Qingdao, 中国
期限: 25 10月 2019 → 27 10月 2019

丛书

姓名Lecture Notes in Electrical Engineering
卷639
ISSN(印刷版)1876-1100
ISSN(电子版)1876-1119

会议

会议4th International Conference on Electrical and Information Technologies for Rail Transportation, EITRT 2019
国家/地区中国
市Qingdao
时期25/10/19 → 27/10/19

学术指纹

探究 'Turnout Health Assessment Based on Dynamic Time Warping' 的科研主题。它们共同构成独一无二的学术指纹。

引用此