том 22 издание 16 страницы 16293-16305

An Acoustic Emission Event Filtering Method for Low-Speed Bearing Outer Race Defect Localization

Тип публикацииJournal Article
Дата публикации2022-08-15
scimago Q1
wos Q1
white level БС1
SJR1.039
CiteScore8.2
Impact factor4.5
ISSN1530437X, 15581748, 23799153
Electrical and Electronic Engineering
Instrumentation
Краткое описание
Rolling element bearing can be diagnosed by find the location of the fault with acoustic emission (AE) technology, this method is independent to the rotating speed. However, bearing AE signals collected under low-speed conditions are susceptible to interference from other components, which will affect the accuracy of localization. This paper proposes an AE event filtering method for low-speed bearing defect localization. Firstly, an improved denoising method based on discrete wavelet transform (DWT) is applied to the interfered AE signal, to suppress the interference component effectively. Secondly, an AE events filtering method is developed based on continuous wavelet transform and Neyman-Pearson criterion (CWT-NP), which includes searching for peaks in the continuous burst time of AE events through CWT, and calculating the peak group ratio (PGR). According to the PGR value of the AE event, the threshold is set by the NP criterion to filter the noise AE event. Lastly, the proposed method achieves satisfactory results in the outer race defect localization of low-speed bearing by constant and variable speed localization experiments. The results of the experiments demonstrate that the proposed approach is capable of filtering noise events, and find the exact location of the source of bearing damage.
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ГОСТ |
Цитировать
Tang L. et al. An Acoustic Emission Event Filtering Method for Low-Speed Bearing Outer Race Defect Localization // IEEE Sensors Journal. 2022. Vol. 22. No. 16. pp. 16293-16305.
ГОСТ со всеми авторами (до 50) Скопировать
Tang L., Liu X., Wu X., WANG Z. An Acoustic Emission Event Filtering Method for Low-Speed Bearing Outer Race Defect Localization // IEEE Sensors Journal. 2022. Vol. 22. No. 16. pp. 16293-16305.
RIS |
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TY - JOUR
DO - 10.1109/jsen.2022.3189216
UR - https://doi.org/10.1109/jsen.2022.3189216
TI - An Acoustic Emission Event Filtering Method for Low-Speed Bearing Outer Race Defect Localization
T2 - IEEE Sensors Journal
AU - Tang, Linjiang
AU - Liu, Xiaoqin
AU - Wu, Xing
AU - WANG, ZHIHAI
PY - 2022
DA - 2022/08/15
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 16293-16305
IS - 16
VL - 22
SN - 1530-437X
SN - 1558-1748
SN - 2379-9153
ER -
BibTex |
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BibTex (до 50 авторов) Скопировать
@article{2022_Tang,
author = {Linjiang Tang and Xiaoqin Liu and Xing Wu and ZHIHAI WANG},
title = {An Acoustic Emission Event Filtering Method for Low-Speed Bearing Outer Race Defect Localization},
journal = {IEEE Sensors Journal},
year = {2022},
volume = {22},
publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
month = {aug},
url = {https://doi.org/10.1109/jsen.2022.3189216},
number = {16},
pages = {16293--16305},
doi = {10.1109/jsen.2022.3189216}
}
MLA
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Tang, Linjiang, et al. “An Acoustic Emission Event Filtering Method for Low-Speed Bearing Outer Race Defect Localization.” IEEE Sensors Journal, vol. 22, no. 16, Aug. 2022, pp. 16293-16305. https://doi.org/10.1109/jsen.2022.3189216.
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