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
相关论文
共 19 条
  • [1] Boudraa A., 2004, Int. J. Signal Proc, V1, P33
  • [2] EMD-Based signal filtering
    Boudraa, Abdel-Ouahab
    Cexus, Jean-Christophe
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (06) : 2196 - 2202
  • [3] Chan JC, 2014, IEEE T DIELECT EL IN, V21, P294, DOI [10.1109/TDEI.2013.003839, 10.1109/TDEI.2014.6740752]
  • [4] DE-NOISING BY SOFT-THRESHOLDING
    DONOHO, DL
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1995, 41 (03) : 613 - 627
  • [5] IDEAL SPATIAL ADAPTATION BY WAVELET SHRINKAGE
    DONOHO, DL
    JOHNSTONE, IM
    [J]. BIOMETRIKA, 1994, 81 (03) : 425 - 455
  • [6] X-Ray Pulsar-Based Relative Navigation using Epoch Folding
    Emadzadeh, Amir A.
    Speyer, Jason L.
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2011, 47 (04) : 2317 - 2328
  • [7] Hanson John, 2008, 2008 IEEE/ION Position, Location and Navigation Symposium - PLANS 2008, P704, DOI 10.1109/PLANS.2008.4570028
  • [8] Filtering of long-term dependent fractal noise in fiber optic gyroscope
    Hua, Chunhong
    Ren, Zhang
    Zhang, Minhu
    [J]. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2010, 21 (06) : 1041 - 1045
  • [9] Deterministic/stochastic wavelet decomposition for recovery of signal from noisy data
    Huang, HC
    Cressie, N
    [J]. TECHNOMETRICS, 2000, 42 (03) : 262 - 276
  • [10] Phase Rotation Methods in Filtering Correlation Coefficients for Ultrasound Speckle Tracking
    Huang, Lingyun
    Petrank, Yael
    Huang, Sheng-Wen
    Jia, Congxian
    O'Donnell, Matthew
    [J]. IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2009, 56 (07) : 1368 - 1382