A Fault Diagnosis Method of Gear Based on SVD and Improved EEMD

被引:2
|
作者
Song, Mengmeng [1 ]
Xiao, Shungen [1 ,2 ]
机构
[1] Ningde Normal Univ, Dept Phys & Elect Engn, Ningde 352100, Peoples R China
[2] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China
关键词
SVD; EEMD; Fault diagnosis; Fault gear; Correlation coefficient norm; SINGULAR-VALUE DECOMPOSITION; VARIABLE CONDITIONS;
D O I
10.1007/978-981-10-6373-2_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Considering the random noise and the false IMF component which will led to the decrease of the quality of the EEMD decomposition, a fault diagnosis method is presented based on SVD and improved EEMD. First of all, using the SVD method to denoise fault signals for pretreatment, then using the correlation coefficient norm to eliminate the false IMF components which are gained by EEMD decomposition, then refactor the effective IMF components that are bigger than setting threshold, finally gain fault characteristic frequency of fault signal by using the Hilbert transform envelop demodulation. In rotating machinery fault platform QPZZ-II, fault signals of broken teeth, cracked gear and worn gear are acquired, respectively. Using the method proposed in this paper, finally successfully extract the fault characteristic frequency of different type.
引用
收藏
页码:65 / 74
页数:10
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