Teager能量算子增强倒阶次谱提取轴承微弱故障特征

杨青乐1,梅检民1,肖 静2,张玲玲1,肖云魁1

振动与冲击 ›› 2015, Vol. 34 ›› Issue (6) : 1-5.

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PDF(2176 KB)
振动与冲击 ›› 2015, Vol. 34 ›› Issue (6) : 1-5.
论文

Teager能量算子增强倒阶次谱提取轴承微弱故障特征

  • 针对变速器加速过程下轴承故障特征易于暴露难以提取问题,提出一种Teager能量算子增强倒阶次谱方法。计算加速过程等角度重采样信号的Teager能量算子,对Teager能量算子输出进行倒谱分析,获得Teager能量算子增强倒阶次谱。对加速过程滚动轴承外圈、内圈剥落故障信号进行分析,结果表明,Teager能量算子能有效增强冲击成分,抑制非冲击成分;倒阶次谱能从干扰中准确识别被增强的故障冲击特征,提取轴承微弱故障特征。
作者信息 +

Weak fault feature extraction for bearing based on order cepstrum enhanced by teager energy operator

  • The bearing’s fault feature is easier to be exposed and difficult to be extracted during speedup of a gearbox. In order to solve this problem, the enhancement of the order cepstrum based on Teager energy operator was presented. First, calculated the Teager energy operator of signal resampled by even angle-interval. Then the outcome of Teager energy operator was studied with the order cepstrum analysis, that was the order cepstrum enhanced by Teager energy operator. The signals of exfoliation fault at outside and inside ring of rolling bearing during speedup were analyzed. The results show that Teager energy operator can effectively enhance impulse components and restrain non-impulse components. Order cepstrum can identify impulse fault feature from the interference accurately and extract the weak fault feature of the bearing.
Author information +
文章历史 +

摘要

针对变速器加速过程下轴承故障特征易于暴露难以提取问题,提出一种Teager能量算子增强倒阶次谱方法。计算加速过程等角度重采样信号的Teager能量算子,对Teager能量算子输出进行倒谱分析,获得Teager能量算子增强倒阶次谱。对加速过程滚动轴承外圈、内圈剥落故障信号进行分析,结果表明,Teager能量算子能有效增强冲击成分,抑制非冲击成分;倒阶次谱能从干扰中准确识别被增强的故障冲击特征,提取轴承微弱故障特征。

Abstract

The bearing’s fault feature is easier to be exposed and difficult to be extracted during speedup of a gearbox. In order to solve this problem, the enhancement of the order cepstrum based on Teager energy operator was presented. First, calculated the Teager energy operator of signal resampled by even angle-interval. Then the outcome of Teager energy operator was studied with the order cepstrum analysis, that was the order cepstrum enhanced by Teager energy operator. The signals of exfoliation fault at outside and inside ring of rolling bearing during speedup were analyzed. The results show that Teager energy operator can effectively enhance impulse components and restrain non-impulse components. Order cepstrum can identify impulse fault feature from the interference accurately and extract the weak fault feature of the bearing.

关键词

Teager能量算子 / 倒阶次谱 / 滚动轴承 / 故障诊断

Key words

Teager energy operator / order cepstrum / rolling bearing / fault diagnose

引用本文

导出引用
杨青乐1,梅检民1,肖 静2,张玲玲1,肖云魁1. Teager能量算子增强倒阶次谱提取轴承微弱故障特征[J]. 振动与冲击, 2015, 34(6): 1-5
YANG Qing-le 1,MEI Jian-min 1,XIAO Jing 2,ZHANG Ling-ling1,XIAO Yun-kui1. Weak fault feature extraction for bearing based on order cepstrum enhanced by teager energy operator[J]. Journal of Vibration and Shock, 2015, 34(6): 1-5

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