Early Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy

Early fault diagnosis of bearings is the basis of condition-based maintenance. To overcome the difficulty of early fault diagnosis for the mechanical system, a new conception named quantile multiscale permutation entropy (QMPE) is defined, and a new feature extraction method based on QMPE is propose...

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Autores principales:	Yufeng Long, Xianjun Shi, Qiangqiang Chen, Zhicai Xiao, Yufeng Qin, Jiapeng Lv
Formato:	article
Lenguaje:	EN
Publicado:	Hindawi Limited 2021
Materias:	Engineering (General). Civil engineering (General) TA1-2040 Mathematics QA1-939
Acceso en línea:	https://doaj.org/article/38f61c8256f245a3afde4f740d64a539
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spelling	oai:doaj.org-article:38f61c8256f245a3afde4f740d64a5392021-11-08T02:36:09ZEarly Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy1563-514710.1155/2021/7718074https://doaj.org/article/38f61c8256f245a3afde4f740d64a5392021-01-01T00:00:00Zhttp://dx.doi.org/10.1155/2021/7718074https://doaj.org/toc/1563-5147Early fault diagnosis of bearings is the basis of condition-based maintenance. To overcome the difficulty of early fault diagnosis for the mechanical system, a new conception named quantile multiscale permutation entropy (QMPE) is defined, and a new feature extraction method based on QMPE is proposed. On the basis of the multiscale entropy, the multiscale permutation entropy for the gathered vibration signal of equipment is obtained, and the sample quantile is calculated, which is employed to analyze the weak change of the variation signal. The proposed method is verified with the full lifetime datasets of a certain bearing, which proves that signal features extracted by the QMPE method can not only truly express the bearing detailed condition changing from normal to fault but also duly detect the early fault of the bearing. Comparing with other methods for early fault diagnosis, the proposed method can advance the finding time of the early fault obviously.Yufeng LongXianjun ShiQiangqiang ChenZhicai XiaoYufeng QinJiapeng LvHindawi LimitedarticleEngineering (General). Civil engineering (General)TA1-2040MathematicsQA1-939ENMathematical Problems in Engineering, Vol 2021 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Engineering (General). Civil engineering (General) TA1-2040 Mathematics QA1-939
spellingShingle	Engineering (General). Civil engineering (General) TA1-2040 Mathematics QA1-939 Yufeng Long Xianjun Shi Qiangqiang Chen Zhicai Xiao Yufeng Qin Jiapeng Lv Early Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy
description	Early fault diagnosis of bearings is the basis of condition-based maintenance. To overcome the difficulty of early fault diagnosis for the mechanical system, a new conception named quantile multiscale permutation entropy (QMPE) is defined, and a new feature extraction method based on QMPE is proposed. On the basis of the multiscale entropy, the multiscale permutation entropy for the gathered vibration signal of equipment is obtained, and the sample quantile is calculated, which is employed to analyze the weak change of the variation signal. The proposed method is verified with the full lifetime datasets of a certain bearing, which proves that signal features extracted by the QMPE method can not only truly express the bearing detailed condition changing from normal to fault but also duly detect the early fault of the bearing. Comparing with other methods for early fault diagnosis, the proposed method can advance the finding time of the early fault obviously.
format	article
author	Yufeng Long Xianjun Shi Qiangqiang Chen Zhicai Xiao Yufeng Qin Jiapeng Lv
author_facet	Yufeng Long Xianjun Shi Qiangqiang Chen Zhicai Xiao Yufeng Qin Jiapeng Lv
author_sort	Yufeng Long
title	Early Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy
title_short	Early Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy
title_full	Early Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy
title_fullStr	Early Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy
title_full_unstemmed	Early Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy
title_sort	early fault diagnosis technology for bearings based on quantile multiscale permutation entropy
publisher	Hindawi Limited
publishDate	2021
url	https://doaj.org/article/38f61c8256f245a3afde4f740d64a539
work_keys_str_mv	AT yufenglong earlyfaultdiagnosistechnologyforbearingsbasedonquantilemultiscalepermutationentropy AT xianjunshi earlyfaultdiagnosistechnologyforbearingsbasedonquantilemultiscalepermutationentropy AT qiangqiangchen earlyfaultdiagnosistechnologyforbearingsbasedonquantilemultiscalepermutationentropy AT zhicaixiao earlyfaultdiagnosistechnologyforbearingsbasedonquantilemultiscalepermutationentropy AT yufengqin earlyfaultdiagnosistechnologyforbearingsbasedonquantilemultiscalepermutationentropy AT jiapenglv earlyfaultdiagnosistechnologyforbearingsbasedonquantilemultiscalepermutationentropy
_version_	1718443174162071552

Early Fault Diagnosis Technology for Bearings Based on Quantile Multiscale Permutation Entropy

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