Fault Diagnosis for Compensating Capacitors of Jointless Track Circuit Based on Dynamic Time Warping
Aiming at the problem of online fault diagnosis for compensating capacitors of jointless track circuit, a dynamic time warping (DTW) based diagnosis method is proposed in this paper. Different from the existing related works, this method only uses the ground indoor monitoring signals of track circui...
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2014-01-01
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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2014/324743 |
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doaj-15f36f77e1304c3e9c6de4772aaa298c2020-11-24T22:09:45ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472014-01-01201410.1155/2014/324743324743Fault Diagnosis for Compensating Capacitors of Jointless Track Circuit Based on Dynamic Time WarpingWei Dong0Tsinghua National Laboratory for Information Science and Technology, Beijing 100084, ChinaAiming at the problem of online fault diagnosis for compensating capacitors of jointless track circuit, a dynamic time warping (DTW) based diagnosis method is proposed in this paper. Different from the existing related works, this method only uses the ground indoor monitoring signals of track circuit to locate the faulty compensating capacitor, not depending on the shunt current of inspection train, which is an indispensable condition for existing methods. So, it can be used for online diagnosis of compensating capacitor, which has not yet been realized by existing methods. To overcome the key problem that track circuit cannot obtain the precise position of the train, the DTW method is used for the first time in this situation to recover the function relationship between receiver’s peak voltage and shunt position. The necessity, thinking, and procedure of the method are described in detail. Besides the classical DTW based method, two improved methods for improving classification quality and reducing computation complexity are proposed. Finally, the diagnosis experiments based on the simulation model of track circuit show the effectiveness of the proposed methods.http://dx.doi.org/10.1155/2014/324743 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Wei Dong |
spellingShingle |
Wei Dong Fault Diagnosis for Compensating Capacitors of Jointless Track Circuit Based on Dynamic Time Warping Mathematical Problems in Engineering |
author_facet |
Wei Dong |
author_sort |
Wei Dong |
title |
Fault Diagnosis for Compensating Capacitors of Jointless Track Circuit Based on Dynamic Time Warping |
title_short |
Fault Diagnosis for Compensating Capacitors of Jointless Track Circuit Based on Dynamic Time Warping |
title_full |
Fault Diagnosis for Compensating Capacitors of Jointless Track Circuit Based on Dynamic Time Warping |
title_fullStr |
Fault Diagnosis for Compensating Capacitors of Jointless Track Circuit Based on Dynamic Time Warping |
title_full_unstemmed |
Fault Diagnosis for Compensating Capacitors of Jointless Track Circuit Based on Dynamic Time Warping |
title_sort |
fault diagnosis for compensating capacitors of jointless track circuit based on dynamic time warping |
publisher |
Hindawi Limited |
series |
Mathematical Problems in Engineering |
issn |
1024-123X 1563-5147 |
publishDate |
2014-01-01 |
description |
Aiming at the problem of online fault diagnosis for compensating capacitors of jointless track circuit, a dynamic time warping (DTW) based diagnosis method is proposed in this paper. Different from the existing related works, this method only uses the ground indoor monitoring signals of track circuit to locate the faulty compensating capacitor, not depending on the shunt current of inspection train, which is an indispensable condition for existing methods. So, it can be used for online diagnosis of compensating capacitor, which has not yet been realized by existing methods. To overcome the key problem that track circuit cannot obtain the precise position of the train, the DTW method is used for the first time in this situation to recover the function relationship between receiver’s peak voltage and shunt position. The necessity, thinking, and procedure of the method are described in detail. Besides the classical DTW based method, two improved methods for improving classification quality and reducing computation complexity are proposed. Finally, the diagnosis experiments based on the simulation model of track circuit show the effectiveness of the proposed methods. |
url |
http://dx.doi.org/10.1155/2014/324743 |
work_keys_str_mv |
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