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The Shock Pulse Index and Its Application in the Fault Diagnosis of Rolling Element Bearings
The properties of the time domain parameters of vibration signals have been extensively studied for the fault diagnosis of rolling element bearings (REBs). Parameters like kurtosis and Envelope Harmonic-to-Noise Ratio are the most widely applied in this field and some important progress has been mad...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5375821/ https://www.ncbi.nlm.nih.gov/pubmed/28282883 http://dx.doi.org/10.3390/s17030535 |
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author | Sun, Peng Liao, Yuhe Lin, Jin |
author_facet | Sun, Peng Liao, Yuhe Lin, Jin |
author_sort | Sun, Peng |
collection | PubMed |
description | The properties of the time domain parameters of vibration signals have been extensively studied for the fault diagnosis of rolling element bearings (REBs). Parameters like kurtosis and Envelope Harmonic-to-Noise Ratio are the most widely applied in this field and some important progress has been made. However, since only one-sided information is contained in these parameters, problems still exist in practice when the signals collected are of complicated structure and/or contaminated by strong background noises. A new parameter, named Shock Pulse Index (SPI), is proposed in this paper. It integrates the mutual advantages of both the parameters mentioned above and can help effectively identify fault-related impulse components under conditions of interference of strong background noises, unrelated harmonic components and random impulses. The SPI optimizes the parameters of Maximum Correlated Kurtosis Deconvolution (MCKD), which is used to filter the signals under consideration. Finally, the transient information of interest contained in the filtered signal can be highlighted through demodulation with the Teager Energy Operator (TEO). Fault-related impulse components can therefore be extracted accurately. Simulations show the SPI can correctly indicate the fault impulses under the influence of strong background noises, other harmonic components and aperiodic impulse and experiment analyses verify the effectiveness and correctness of the proposed method. |
format | Online Article Text |
id | pubmed-5375821 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-53758212017-04-10 The Shock Pulse Index and Its Application in the Fault Diagnosis of Rolling Element Bearings Sun, Peng Liao, Yuhe Lin, Jin Sensors (Basel) Article The properties of the time domain parameters of vibration signals have been extensively studied for the fault diagnosis of rolling element bearings (REBs). Parameters like kurtosis and Envelope Harmonic-to-Noise Ratio are the most widely applied in this field and some important progress has been made. However, since only one-sided information is contained in these parameters, problems still exist in practice when the signals collected are of complicated structure and/or contaminated by strong background noises. A new parameter, named Shock Pulse Index (SPI), is proposed in this paper. It integrates the mutual advantages of both the parameters mentioned above and can help effectively identify fault-related impulse components under conditions of interference of strong background noises, unrelated harmonic components and random impulses. The SPI optimizes the parameters of Maximum Correlated Kurtosis Deconvolution (MCKD), which is used to filter the signals under consideration. Finally, the transient information of interest contained in the filtered signal can be highlighted through demodulation with the Teager Energy Operator (TEO). Fault-related impulse components can therefore be extracted accurately. Simulations show the SPI can correctly indicate the fault impulses under the influence of strong background noises, other harmonic components and aperiodic impulse and experiment analyses verify the effectiveness and correctness of the proposed method. MDPI 2017-03-08 /pmc/articles/PMC5375821/ /pubmed/28282883 http://dx.doi.org/10.3390/s17030535 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Sun, Peng Liao, Yuhe Lin, Jin The Shock Pulse Index and Its Application in the Fault Diagnosis of Rolling Element Bearings |
title | The Shock Pulse Index and Its Application in the Fault Diagnosis of Rolling Element Bearings |
title_full | The Shock Pulse Index and Its Application in the Fault Diagnosis of Rolling Element Bearings |
title_fullStr | The Shock Pulse Index and Its Application in the Fault Diagnosis of Rolling Element Bearings |
title_full_unstemmed | The Shock Pulse Index and Its Application in the Fault Diagnosis of Rolling Element Bearings |
title_short | The Shock Pulse Index and Its Application in the Fault Diagnosis of Rolling Element Bearings |
title_sort | shock pulse index and its application in the fault diagnosis of rolling element bearings |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5375821/ https://www.ncbi.nlm.nih.gov/pubmed/28282883 http://dx.doi.org/10.3390/s17030535 |
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