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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Main Author: Wei Dong
Format: Article
Language:English
Published: Hindawi Limited 2014-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2014/324743
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spelling 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 AT weidong faultdiagnosisforcompensatingcapacitorsofjointlesstrackcircuitbasedondynamictimewarping
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