Application of VMD in Fault Diagnosis for Rolling Bearing under Variable Speed Conditions

Yingjie Wu, Yutong Lin, Jianguo Wang, Xuhua Qin, Peng Du, Fusheng Wang
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引用次数: 3

Abstract

Two strategies, namely, computed order tracking-variational mode decomposition (COT-VMD) and VMD filtering-envelope order, are proposed and applied respectively to the fault diagnosis of rolling bearings under variable speed conditions. In the COT-VMD strategy, time domain signal was transformed into angle domain by the computed order tracking technology, and then the stationary signal in the angle domain was conducted with VMD, based on which the order spectrum of each mode were obtained. In the VMD filtering-envelope order strategy, however, a time domain envelope of filtered signal by VMD was resampled, after that the envelope order spectrum can be gotten through FFT. The results of fault diagnosis for rolling bearings under variable speed conditions show that both of the two proposed strategies can achieve typical fault diagnosis for rolling bearing, expanding the application of VMD in fault diagnosis under variable speed conditions.
VMD在滚动轴承变速故障诊断中的应用
提出了计算阶数跟踪-变分模态分解(COT-VMD)和VMD滤波-包络阶数两种策略,并分别应用于变速条件下滚动轴承的故障诊断。在COT-VMD策略中,通过计算阶数跟踪技术将时域信号转换为角度域,然后对角度域中的平稳信号进行VMD处理,在此基础上得到各模态的阶谱。而在VMD滤波-包络阶数策略中,首先对VMD滤波后的信号进行时域包络重采样,然后通过FFT得到包络阶数谱。对滚动轴承变速工况的故障诊断结果表明,两种方法均能实现滚动轴承的典型故障诊断,拓展了VMD在变速工况故障诊断中的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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