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

Yongbo Li, Minqiang Xu, Yu Wei, Wenhu Huang

Research output: Contribution to journalArticlepeer-review

133 Scopus citations

Abstract

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.

Original languageEnglish
Pages (from-to)330-345
Number of pages16
JournalMeasurement: Journal of the International Measurement Confederation
Volume63
DOIs
StatePublished - Mar 2015
Externally publishedYes

Keywords

  • Criterion
  • Empirical mode decomposition (EMD)
  • Gear fault diagnosis
  • Rational hermite interpolation
  • Shape controlling parameter determining

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