Continuous Noise Estimation Using Time-Frequency ECG Representation

被引:0
|
作者
Augustyniak, Piotr [1 ]
机构
[1] AGH Univ Sci & Technol, PL-30059 Krakow, Poland
来源
关键词
ELECTROCARDIOGRAM;
D O I
暂无
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Common use of telemedical recordings performed in home care conditions and interpreted automatically justifies the need for a reliable signal-to-noise estimate. We propose new noise measurement technique based on a time-frequency model of noise computed in a quasi-continuous way. The proposed method is dedicated to ECG and uses automatically recognized cardiac components for temporal adaptation of the local bandwidth estimate. This noise is captured in each particular scale as non-uniformly sampled series and next is interpolated to the regions where components of cardiac representation are expected. Our approach yields a quasi-continuous model of the noise with a maximum value of measured to calculated data points ratio. The measurement of the noise level may be specified as temporal function being local ratio of energies from signal and from noise TF zones. The dynamic response of the model to rapid noise changes and thus the temporal precision of the SNR estimation are limited only by the resolution of TF representation. The accuracy of noise estimation for noise model-based and baseline-based methods are similar (0.64dB and 0.69dB respectively) as long as the noise level is stable. However in case of dynamic noise, the proposed algorithm outperforms the baseline-based method (0.95dB and 2.90dB respectively).
引用
收藏
页码:133 / 136
页数:4
相关论文
共 50 条
  • [41] Time-frequency analysis of ECG signals using an image processing technique
    Tagluk, ME
    English, MJ
    JOURNAL OF MEDICAL ENGINEERING & TECHNOLOGY, 1999, 23 (05) : 190 - 195
  • [42] Motion parameter estimation by using time-frequency representations
    Stankovic, S
    Djurovic, I
    ELECTRONICS LETTERS, 2001, 37 (24) : 1446 - 1448
  • [43] Time-Frequency varying beta estimation -a continuous wavelets approach-
    Mestre, Roman
    Terraza, Michel
    ECONOMICS BULLETIN, 2018, 38 (04): : 1796 - +
  • [44] Time-frequency representation of Lamb waves using the reassigned spectrogram
    Niethammer, M
    Jacobs, LJ
    Qu, JM
    Jarzynski, J
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2000, 107 (05): : L19 - L24
  • [45] TIME-FREQUENCY REPRESENTATION OF DAMPED SINUSOIDS USING THE ZAK TRANSFORM
    ANGELIDIS, PA
    SERGIADIS, GD
    JOURNAL OF MAGNETIC RESONANCE SERIES A, 1993, 103 (02) : 191 - 195
  • [46] Doppler spectral estimation using time-frequency distributions
    Department of Radiology, Thomas Jefferson University, Philadelphia, PA 19107, United States
    IEEE Trans Ultrason Ferroelectr Freq Control, 3 (595-608):
  • [47] Doppler spectral estimation using time-frequency distributions
    Forsberg, F
    Oung, H
    Needleman, L
    IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1999, 46 (03) : 595 - 608
  • [48] Geometric phase estimation using time-frequency analysis
    Aleksiejunas, R
    Ivaska, V
    JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 2001, 34 (42): : 8835 - 8850
  • [49] SMOOTH TIME-FREQUENCY ESTIMATION USING COVARIANCE FITTING
    Brynolfsson, Johan
    Sward, Johan
    Jakobsson, Andreas
    Hansson-Sandsten, Maria
    2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [50] Method of signal time-frequency representation
    Qiang, Lin
    Xi'an Shiyou Xueyuan Xuebao/Journal of Xi'an Petroleum Institute (Natural Science Edition), 1997, 12 (04): : 50 - 53