基于改进EMD的齿轮箱故障特征提取方法研究

According to Empirical mode decomposition(EMD)generally appearing to end effects in signal processing,combining features of non-stationary vibration signal from gearbox early faults,an improved EMD method is proposed.The method is based on the combination of piecewise Hermit interpolation of order t...

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Main Authors: 谌继南, 崔彦平, 王磊, 朱庆芹
Format: Article
Language:zho
Published: Editorial Office of Journal of Mechanical Transmission 2014-01-01
Series:Jixie chuandong
Online Access:http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2014.05.028
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author 谌继南
崔彦平
王磊
朱庆芹
author_facet 谌继南
崔彦平
王磊
朱庆芹
author_sort 谌继南
collection DOAJ
description According to Empirical mode decomposition(EMD)generally appearing to end effects in signal processing,combining features of non-stationary vibration signal from gearbox early faults,an improved EMD method is proposed.The method is based on the combination of piecewise Hermit interpolation of order three with extreme truncation and correlation coefficient screening method.Firstly,the piecewise Hermit interpolation of order three is used to calculate envelopes.Secondly,the signal and envelopes are truncated at the extreme the shortest distance to endpoints,and the middle of them is left for further processing.Lastly,after decomposition all of intrinsic mode functions(IMFs)are used to calculate correlation coefficients with the original signal,so as to find out main IMFs to be made further analysis.The results show that the improved EMD method can extract faults feature in gearbox effectively.
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publisher Editorial Office of Journal of Mechanical Transmission
record_format Article
series Jixie chuandong
spelling doaj-art-65f5ac3aaff548d995501c9634880e2e2025-08-20T02:25:37ZzhoEditorial Office of Journal of Mechanical TransmissionJixie chuandong1004-25392014-01-013810210688643830基于改进EMD的齿轮箱故障特征提取方法研究谌继南崔彦平王磊朱庆芹According to Empirical mode decomposition(EMD)generally appearing to end effects in signal processing,combining features of non-stationary vibration signal from gearbox early faults,an improved EMD method is proposed.The method is based on the combination of piecewise Hermit interpolation of order three with extreme truncation and correlation coefficient screening method.Firstly,the piecewise Hermit interpolation of order three is used to calculate envelopes.Secondly,the signal and envelopes are truncated at the extreme the shortest distance to endpoints,and the middle of them is left for further processing.Lastly,after decomposition all of intrinsic mode functions(IMFs)are used to calculate correlation coefficients with the original signal,so as to find out main IMFs to be made further analysis.The results show that the improved EMD method can extract faults feature in gearbox effectively.http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2014.05.028
spellingShingle 谌继南
崔彦平
王磊
朱庆芹
基于改进EMD的齿轮箱故障特征提取方法研究
Jixie chuandong
title 基于改进EMD的齿轮箱故障特征提取方法研究
title_full 基于改进EMD的齿轮箱故障特征提取方法研究
title_fullStr 基于改进EMD的齿轮箱故障特征提取方法研究
title_full_unstemmed 基于改进EMD的齿轮箱故障特征提取方法研究
title_short 基于改进EMD的齿轮箱故障特征提取方法研究
title_sort 基于改进emd的齿轮箱故障特征提取方法研究
url http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2014.05.028
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