An improvement EMD method based on the optimized rational Hermite interpolation approach and its application to gear fault diagnosis

被引:113
|
作者
Li, Yongbo [1 ]
Xu, Minqiang [1 ]
Wei, Yu [1 ]
Huang, Wenhu [1 ]
机构
[1] HIT, Dept Astronaut Sci & Mech, Harbin 150001, Peoples R China
基金
中国国家自然科学基金;
关键词
Empirical mode decomposition (EMD); Rational Hermite interpolation; Shape controlling parameter determining criterion; Gear fault diagnosis; EMPIRICAL MODE DECOMPOSITION; ENVELOPE ALGORITHM; TRANSFORM; SPECTRUM;
D O I
10.1016/j.measurement.2014.12.021
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A demodulation technique based on improvement empirical mode decomposition (EMD) is investigated in this paper. Firstly, the problem of the envelope line in EMD is introduced and the drawbacks of two classic interpolation methods, cubic spline interpolation method and cubic Hermite interpolation method are discussed; then a new envelope interpolation method called optimized rational Hermite interpolation method (O-EMD) is proposed, which has a shape controlling parameter compared with the cubic Hermite interpolation algorithm. At the same time, in order to improve the envelope approximation accuracy of local mean, the parameter determining criterion is put forward and an optimization with Genetic Algorithm (GA) is applied to automatic select the suitable shape controlling parameter in each sifting process. The effectiveness of O-EMD method is validated by the numerical simulations and an application to gear fault diagnosis. Results demonstrate that O-EMD method can improve the reliability and accuracy significantly compared with traditional EMD method. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:330 / 345
页数:16
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