Noise level estimation method with application to EMD-based signal denoising

被引:10
|
作者
Li, Xiaoyu [1 ]
Jin, Jing [1 ]
Shen, Yi [1 ]
Liu, Yipeng [2 ]
机构
[1] Harbin Inst Technol, Sch Astronaut, Harbin 150001, Peoples R China
[2] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310023, Zhejiang, Peoples R China
关键词
signal denoising; empirical mode decomposition (EMD); Gaussian filter; correlation coefficient; noise level estimation; EMPIRICAL MODE DECOMPOSITION; FILTER;
D O I
10.21629/JSEE.2016.04.04
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new signal noise level estimation approach by local regions. The estimated noise variance is applied as the threshold for an improved empirical mode decomposition (EMD) based signal denoising method. The proposed estimation method can effectively extract the candidate regions for the noise level estimation by measuring the correlation coefficient between noisy signal and a Gaussian filtered signal. For the improved EMD based method, the situation of decomposed intrinsic mode function (IMFs) which contains noise and signal simultaneously are taken into account. Experimental results from two simulated signals and an X-ray pulsar signal demonstrate that the proposed method can achieve better performance than the conventional EMD and wavelet transform (WT) based denoising methods.
引用
收藏
页码:763 / 771
页数:9
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