基于CPW和SCD的行星轴承内圈故障特征提取
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TH132.425; TH132.46

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国家自然科学基金资助项目(51675251);云南省重大专项科技计划资助项目(202002AC080001);云南省科学研究基金资助项目(2020Y0082)


Fault Feature Extraction of Planetary Bearing Inner Ring Based on CPW and SCD
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    摘要:

    行星齿轮箱振动信号传递路径具有时变性,各振动分量间相互耦合和调制,拾取的信号往往比较复杂。此外,行星轴承早期故障对应的振动信号微弱,常湮没于背景噪声和较强的齿轮啮合振动信号中,使得行星轴承故障特征提取较为困难。为此,笔者提出一种基于倒谱预白化(cepstral pre?whitening,简称CPW)和谱相关密度(spectral correlation density,简称SCD)的行星轴承内圈故障特征提取方法。首先,采用CPW削弱具有严格周期特性振动分量的能量幅值,增强轴承故障分量的冲击幅值;其次,基于谱峭度算法获取与轴承故障冲击相关的谱峭度最大值时对应的解调频带参数,并获得带通滤波后复包络信号,进而消除解调频带外成分的干扰;最后,基于轴承故障的随机滑动特性,结合SCD提取行星轴承故障振动分量,进而包络谱分析提取出行星轴承故障特征。利用行星轴承内圈故障实测数据验证了方法的有效性。

    Abstract:

    The transmission path of vibration is time-varying, and the picked vibration is often complex because the vibration components are coupled with each other in planetary gearboxes. The early fault of planet bearing related vibration components are weak, and it is often submerged in background noise and strong meshing vibration of gears, which make it difficult to extract the fault feature of planet bearing. Thus, the fault feature extraction scheme of planet bearing is proposed based on cepstral pre-whitening (CPW) and spectral correlation density (SCD) analysis. Firstly, the energy amplitude of the vibration component with strict periodic characteristics is effectively reduced by the CPW. Secondly, the optimal demodulation band parameters are determined by the fast kurtogram algorithm, and the corresponding complex envelope spectrum is extracted. Then, the second-order spectral correlation density analysis is used to extract the planet bearing inner race fault component based on the second-order cyclic characteristics of the bearing. Finally, the features can be extracted by envelope spectrum analysis. It is proved that this method can effectively extract fault features of planet bearings by analyzing the vibration of a planet bearing with a fault on the inner race.

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  • 在线发布日期: 2021-10-31
  • 出版日期: 2021-10-30
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