Development of EMD-Based Denoising Methods Inspired by Wavelet Thresholding

被引:560
|
作者
Kopsinis, Yannis [1 ]
McLaughlin, Stephen [1 ]
机构
[1] Univ Edinburgh, Inst Digital Commun, Sch Engn & Elect, Edinburgh EH9 3JL, Midlothian, Scotland
基金
英国工程与自然科学研究理事会;
关键词
Empirical mode decomposition (EMD); signal denoising; wavelet thresholding; EMPIRICAL MODE DECOMPOSITION;
D O I
10.1109/TSP.2009.2013885
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
One of the tasks for which empirical mode decomposition (EMD) is potentially useful is nouparametric signal denoising, an area for which wavelet thresholding has been the dominant technique for many years. In this paper, the wavelet thresholding principle is used in the decomposition modes resulting from applying EMD to a signal. We show that although a direct application of this principle is not feasible in the EMD case, it can he appropriately adapted by exploiting the special characteristics of the EMD decomposition modes. In the same manner, inspired by the translation invariant wavelet thresholding, a similar technique adapted to EMD is developed, leading to enhanced denoising performance.
引用
收藏
页码:1351 / 1362
页数:12
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