Research on ECG signal denoising based on dual-tree complex wavelet transform

被引:0
|
作者
机构
[1] Wang, Fang
[2] Ji, Zhong
[3] Peng, Chenglin
来源
Ji, Z. (jizhong@cqu.edu.cn) | 1600年 / Science Press卷 / 34期
关键词
De-noising algorithm - Dual-tree complex wavelet transform - ECG signal processing - ECG signals - Frequency aliasing - Gibbs oscillations - Maximum a posteriori estimation - Texture characteristics;
D O I
暂无
中图分类号
学科分类号
摘要
In ECG signal processing, in order to avoid the phenomena of Gibbs oscillation and severe frequency aliasing, a new ECG signal denoising algorithm is presented, which is based on dual-tree complex wavelet transform and combined with the maximum a posteriori estimation to determine the threshold. The signal-to-noise ratio and mean square error are used to evaluate the denoising effects of the dual-tree complex wavelet transform and discrete wavelet transform. The experimental result shows that compared with traditional discrete wavelet transform, the dual-tree complex wavelet transform reduces noise more thoroughly and retains boundary and texture characteristics better. The dual-tree complex wavelet transform can be used as a new denoising method for biomedical signal denoising processing.
引用
收藏
相关论文
共 50 条
  • [21] Image Denoising using Tight-Frame Dual-Tree Complex Wavelet Transform
    Gajbhar, Shrishail S.
    Joshi, Manjunath, V
    MACHINE INTELLIGENCE AND SIGNAL ANALYSIS, 2019, 748 : 645 - 656
  • [22] Dual-tree complex wavelet transform technique-based optimal threshold tuning system to deliver denoised ECG signal
    Prashar, Navdeep
    Sood, Meenakshi
    Jain, Shruti
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2020, 42 (04) : 854 - 869
  • [23] A Denoising Algorithm for Ultraviolet-Visible Spectrum Based on CEEMDAN and Dual-Tree Complex Wavelet Transform
    Wang R.-J.
    Feng P.
    Yang X.
    An L.
    Huang P.
    Luo Y.
    He P.
    Tang B.
    Guang Pu Xue Yu Guang Pu Fen Xi/Spectroscopy and Spectral Analysis, 2023, 43 (03): : 976 - 983
  • [24] Signal Denoising based on Dual Tree Complex Wavelet Transform and Goodness of Fit Test
    Naveed, Khuram
    Shaukat, Bisma
    Rehman, Naveed Ur
    2017 22ND INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2017,
  • [25] Digital audio signal filtration based on the dual-tree wavelet transform
    Yaseen, A. S.
    Pavlov, A. N.
    TECHNICAL PHYSICS LETTERS, 2015, 41 (07) : 680 - 682
  • [26] Digital audio signal filtration based on the dual-tree wavelet transform
    A. S. Yaseen
    A. N. Pavlov
    Technical Physics Letters, 2015, 41 : 680 - 682
  • [27] Dual-tree complex wavelet transform in the frequency domain and an application to signal classification
    Neumann, J
    Steidl, G
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2005, 3 (01) : 43 - 65
  • [28] A Linear Optimization of Dual-Tree Complex Wavelet Transform
    Kyochi, Seisuke
    Shimizu, Takafumi
    Ikehara, Masaaki
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2011, E94A (06) : 1386 - 1393
  • [29] Directional Dual-Tree Complex Wavelet Packet Transform
    Serbes, Gorkem
    Aydin, Nizamettin
    Gulcur, Halil Ozcan
    2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2013, : 3046 - 3049
  • [30] A new incremental watermarking based on dual-tree complex wavelet transform
    Joong-Jae Lee
    Won Kim
    NA-Young Lee
    Gye-Young Kim
    The Journal of Supercomputing, 2005, 33 (1-2) : 133 - 140