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
相关论文
共 50 条
  • [21] Thresholding-based Wavelet Packet Methods for Doppler Ultrasound Signal Denoising
    Yu, Jiangfeng
    Liu, Dong C.
    APCMBE 2008: 7TH ASIAN-PACIFIC CONFERENCE ON MEDICAL AND BIOLOGICAL ENGINEERING, 2008, 19 : 408 - 412
  • [22] Myopotential denoising of ECG signals using wavelet thresholding methods
    Cherkassky, V
    Kilts, S
    NEURAL NETWORKS, 2001, 14 (08) : 1129 - 1137
  • [23] A study of wavelet thresholding denoising
    Guo, DF
    Zhu, WH
    Gao, ZM
    Zhang, JQ
    2000 5TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I-III, 2000, : 329 - 332
  • [24] Improvement of detection performance on single photon lidar by EMD-based denoising method
    Wu, Cheng
    Xing, Wenge
    Xia, Linghao
    Huang, Huixin
    Xu, Chi
    OPTIK, 2019, 181 : 760 - 767
  • [25] Instantaneous parameters extraction based on wavelet denoising and EMD
    Dai, Gui-Ping
    Liu, Bin
    Jiliang Xuebao/Acta Metrologica Sinica, 2007, 28 (02): : 158 - 162
  • [26] Wavelet thresholding denoising algorithm based on adaptive decomposition
    Zheng, Chengbo
    Yan, Hongtao
    Liu, Bin
    Wang, Zuojun
    Zheng, Shike
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2005, 26 (SUPPL.): : 107 - 108
  • [27] A Novel Wavelet based Thresholding for Denoising Fingerprint Image
    Sasirekha, K.
    Thangavel, K.
    2014 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATION AND COMPUTATIONAL ENGINEERING (ICECCE), 2014, : 119 - 124
  • [28] An Improved Denoising of Electrocardiogram Signals Based on Wavelet Thresholding
    Malleswari, Pinjala N.
    HimaBindu, Ch
    SatyaPrasad, K.
    JOURNAL OF BIOMIMETICS BIOMATERIALS AND BIOMEDICAL ENGINEERING, 2021, 51 : 117 - 129
  • [29] Wavelet based image denoising using adaptive thresholding
    Sudha, S.
    Suresh, G. R.
    Sukanesh, R.
    ICCIMA 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, VOL III, PROCEEDINGS, 2007, : 296 - +
  • [30] An improved denoising of electrocardiogram signals based on wavelet thresholding
    Malleswari, Pinjala N.
    Himabindu, Ch.
    Satyaprasad, K.
    Journal of Biomimetics, Biomaterials and Biomedical Engineering, 2021, 51 : 117 - 129