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 language | English |
|---|---|
| Pages (from-to) | 330-345 |
| Number of pages | 16 |
| Journal | Measurement: Journal of the International Measurement Confederation |
| Volume | 63 |
| DOIs | |
| State | Published - Mar 2015 |
| Externally published | Yes |
Keywords
- Criterion
- Empirical mode decomposition (EMD)
- Gear fault diagnosis
- Rational hermite interpolation
- Shape controlling parameter determining
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