Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing

Cai Yi; Jianhui Lin; Yang Zhao; Kwok-Leung Tsui

Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing

Cai Yi
, Jianhui Lin
, Yang Zhao
, Kwok-Leung Tsui

City University of Hong Kong

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Abstract

To monitor the railway axle bearing running statues online efficiently and accurately, a novel method based on target entropy scale determination was proposed for the fault diagnosis of the axle bearing. The target entropy scale was determined by four information entropies based on EEMD. Through wheel running test rig, the vibration signals of eight types of the statuses of railway axle bearings were collected containing the normal condition, single faults condition and multiple coupling faults condition. In the light of the proposed fusion information entropy method, the diagnosis of railway axle bearing faults was completed. The results show that the fusion entropy method based on EEMD holds high precision in the recognition of axle bearing faults. The efforts of this study provide a promising and useful approach for the process fault diagnosis of the railway axle bearing.

Original language	English
Title of host publication	The Dynamics of Vehicles on Roads and Tracks
Subtitle of host publication	Proceedings of the 25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017)
Editors	Maksym Spiryagin, Timothy Gordon, Colin Cole, Tim McSweeney
Place of Publication	Netherlands
Publisher	CRC Press
Pages	945-951
Volume	2
ISBN (Electronic)	9781315265506 (set of 2 volumes), 9781351057172, 9781351057189
ISBN (Print)	9781138035713 (set of 2 volumes), 9781138482630
Publication status	Published - 2018
Event	25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017) - Central Queensland University, Rockhampton, Australia Duration: 14 Aug 2017 → 18 Aug 2017 http://www.iavsd2017.org/ http://www.iavsd2017.org/program/

Conference

Conference	25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017)
Abbreviated title	IAVSD 2017
Place	Australia
City	Rockhampton
Period	14/08/17 → 18/08/17
Internet address	http://www.iavsd2017.org/ http://www.iavsd2017.org/program/

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Yi, C., Lin, J., Zhao, Y., & Tsui, K.-L. (2018). Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing. In M. Spiryagin, T. Gordon, C. Cole, & T. McSweeney (Eds.), The Dynamics of Vehicles on Roads and Tracks: Proceedings of the 25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017) (Vol. 2, pp. 945-951). CRC Press. https://www.taylorfrancis.com/chapters/edit/10.1201/9781351057189-69

Yi, Cai ; Lin, Jianhui ; Zhao, Yang et al. / Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing. The Dynamics of Vehicles on Roads and Tracks: Proceedings of the 25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017). editor / Maksym Spiryagin ; Timothy Gordon ; Colin Cole ; Tim McSweeney. Vol. 2 Netherlands : CRC Press, 2018. pp. 945-951

@inproceedings{bfdcbcc07ef1400595f4f4ce32063a34,

title = "Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing",

abstract = "To monitor the railway axle bearing running statues online efficiently and accurately, a novel method based on target entropy scale determination was proposed for the fault diagnosis of the axle bearing. The target entropy scale was determined by four information entropies based on EEMD. Through wheel running test rig, the vibration signals of eight types of the statuses of railway axle bearings were collected containing the normal condition, single faults condition and multiple coupling faults condition. In the light of the proposed fusion information entropy method, the diagnosis of railway axle bearing faults was completed. The results show that the fusion entropy method based on EEMD holds high precision in the recognition of axle bearing faults. The efforts of this study provide a promising and useful approach for the process fault diagnosis of the railway axle bearing.",

author = "Cai Yi and Jianhui Lin and Yang Zhao and Kwok-Leung Tsui",

year = "2018",

language = "English",

isbn = "9781138035713 (set of 2 volumes)",

volume = "2",

pages = "945--951",

editor = "Maksym Spiryagin and Timothy Gordon and Colin Cole and Tim McSweeney",

booktitle = "The Dynamics of Vehicles on Roads and Tracks",

publisher = "CRC Press",

note = "25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017), IAVSD 2017 ; Conference date: 14-08-2017 Through 18-08-2017",

url = "http://www.iavsd2017.org/, http://www.iavsd2017.org/program/",

}

Yi, C, Lin, J, Zhao, Y & Tsui, K-L 2018, Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing. in M Spiryagin, T Gordon, C Cole & T McSweeney (eds), The Dynamics of Vehicles on Roads and Tracks: Proceedings of the 25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017). vol. 2, CRC Press, Netherlands, pp. 945-951, 25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017), Rockhampton, Australia, 14/08/17. <https://www.taylorfrancis.com/chapters/edit/10.1201/9781351057189-69>

Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing. / Yi, Cai; Lin, Jianhui; Zhao, Yang et al.
The Dynamics of Vehicles on Roads and Tracks: Proceedings of the 25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017). ed. / Maksym Spiryagin; Timothy Gordon; Colin Cole; Tim McSweeney. Vol. 2 Netherlands: CRC Press, 2018. p. 945-951.

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

TY - GEN

T1 - Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing

AU - Yi, Cai

AU - Lin, Jianhui

AU - Zhao, Yang

AU - Tsui, Kwok-Leung

PY - 2018

Y1 - 2018

N2 - To monitor the railway axle bearing running statues online efficiently and accurately, a novel method based on target entropy scale determination was proposed for the fault diagnosis of the axle bearing. The target entropy scale was determined by four information entropies based on EEMD. Through wheel running test rig, the vibration signals of eight types of the statuses of railway axle bearings were collected containing the normal condition, single faults condition and multiple coupling faults condition. In the light of the proposed fusion information entropy method, the diagnosis of railway axle bearing faults was completed. The results show that the fusion entropy method based on EEMD holds high precision in the recognition of axle bearing faults. The efforts of this study provide a promising and useful approach for the process fault diagnosis of the railway axle bearing.

AB - To monitor the railway axle bearing running statues online efficiently and accurately, a novel method based on target entropy scale determination was proposed for the fault diagnosis of the axle bearing. The target entropy scale was determined by four information entropies based on EEMD. Through wheel running test rig, the vibration signals of eight types of the statuses of railway axle bearings were collected containing the normal condition, single faults condition and multiple coupling faults condition. In the light of the proposed fusion information entropy method, the diagnosis of railway axle bearing faults was completed. The results show that the fusion entropy method based on EEMD holds high precision in the recognition of axle bearing faults. The efforts of this study provide a promising and useful approach for the process fault diagnosis of the railway axle bearing.

UR - https://www.scopus.com/pages/publications/85061535487

UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85061535487&origin=recordpage

M3 - RGC 32 - Refereed conference paper (with host publication)

SN - 9781138035713 (set of 2 volumes)

SN - 9781138482630

VL - 2

SP - 945

EP - 951

BT - The Dynamics of Vehicles on Roads and Tracks

A2 - Spiryagin, Maksym

A2 - Gordon, Timothy

A2 - Cole, Colin

A2 - McSweeney, Tim

PB - CRC Press

CY - Netherlands

T2 - 25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017)

Y2 - 14 August 2017 through 18 August 2017

ER -

Yi C, Lin J, Zhao Y, Tsui KL. Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing. In Spiryagin M, Gordon T, Cole C, McSweeney T, editors, The Dynamics of Vehicles on Roads and Tracks: Proceedings of the 25th International Symposium on Dynamics of Vehicles on Roads and Tracks (IAVSD 2017). Vol. 2. Netherlands: CRC Press. 2018. p. 945-951 Epub 2017 Dec 6.

Target entropy scale determination based on EEMD for fault diagnosis of railway axle bearing

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