Approach of Feature Extraction of Hydraulic Pump Based on HFHA-EMD and Two Correlation Criteria

Shu Si-Cai, Han Dong
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Abstract

In order to extract feature of hydraulic pump more effectively, a approach based on HFHA-EMD and Two Correlation Criteria is proposed. Firstly, high frequency harmonic is added to hydraulic pump's vibration signals, which would be decomposed by EMD, and a group of IMFs are obtained. Secondly, every IMF's Correlation with high frequency harmonic and original vibration signal is calculated, and some of them which is up to standard is selected to reform vibration signal. Finally, we can find hydraulic pump's characteristic frequency in the reforemed vibration signal's spectrum figure. At the same time, the proposed approach is verified.
基于HFHA-EMD和两个相关准则的液压泵特征提取方法
为了更有效地提取液压泵的特征,提出了一种基于HFHA-EMD和两个相关准则的液压泵特征提取方法。首先,在液压泵振动信号中加入高频谐波,对其进行EMD分解,得到一组imf;其次,计算各IMF与高频谐波和原始振动信号的相关系数,选取符合标准的IMF对振动信号进行改造;最后,从改造后的振动信号频谱图中可以找到液压泵的特征频率。同时,对所提出的方法进行了验证。
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