Evaluation Measures for Adaptive PLI Filters in ECG Signal Processing

被引:5
|
作者
Chang, F. C. [1 ]
Chang, C. K. [2 ]
Chi, K. Y. [2 ]
Lin, Y. D. [2 ]
机构
[1] Feng Chia Univ, Grad Inst Elect & Commun Engn, Taichung 40724, Taiwan
[2] Feng Chia Univ, Dept Automat Control Engn, Taichung 40724, Taiwan
来源
关键词
D O I
10.1109/CIC.2007.4745539
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Many studies have been devoted to the adaptive power-line interference (PLI) filter design for ECG signal processing. However, almost all existing PLI suppression filters are developed for applications in which the presence of PLI noise is assumed a priori. Indiscriminate application of PLI suppression over an ECG signal that is free of PLI noise may deform ECG morphology, and even cause degraded performance of subsequent processing. To date, little work has been done on the possibility of ECG signal degradation by such filtering operation and the impact on further processing. In order to evaluate the difference between the original and the filtered pattern, this study proposes quantitative evaluation measures. The assessments include convergence time, the frequency tracking efficiency, the execution time and the relative statistics in time and frequency domain. Extensive experiments have been done with artificially and practically corrupted ECG signals for four existing PLI adaptive filtering techniques (Ahlstrom and Tompkins', Pei and Tseng's, So's and Ziarani and Konrads algorithm). The results reveal that ECG signal distortion resulted from these existing adaptive filters. None of the existing algorithms outperform the others in all assessments. The proposed evaluation measures can also be used for the performance evaluation of the other types of artifact suppression, such as the baseline wander and EMG corruption contaminated in ECG, after minor modification. The proposed measures also make the optimal filter design under different constraints possible for ECG signal processing.
引用
收藏
页码:529 / +
页数:2
相关论文
共 50 条
  • [41] AN EFFECT OF ALGORITHM NONLINEARITY OF SIGNAL-PROCESSING ON STATISTICAL CHARACTERISTICS OF ADAPTIVE FILTERS
    MEDVEDEV, SY
    POZUMENTOV, IE
    [J]. IZVESTIYA VYSSHIKH UCHEBNYKH ZAVEDENII RADIOFIZIKA, 1982, 25 (02): : 211 - 217
  • [42] Adaptive Noise Cancellation in ECG Signal
    Koishybaev, Daulen N.
    Abdulkhairov, Maulenbek T.
    Kunesbekov, Erkebulan S.
    Kyzdarbekova, Aidana S.
    [J]. PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE QUALITY MANAGEMENT,TRANSPORT AND INFORMATION SECURITY, INFORMATION TECHNOLOGIES (IT&QM&IS), 2017, : 334 - 337
  • [43] Adaptive detection of the Fetus ECG signal
    Soleit, EA
    Gadellah, ME
    Salah, A
    [J]. 2002 IEEE PROCEEDINGS OF THE NINETEENTH NATIONAL RADIO SCIENCE CONFERENCE, VOLS 1 AND 2, 2002, : 641 - 648
  • [44] A Mixed Signal ECG Processing Platform with an Adaptive Sampling ADC for Portable Monitoring Applications
    Kim, Hyejung
    Van Hoof, Chris
    Yazicioglu, Refet Firat
    [J]. 2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 2196 - 2199
  • [45] Evaluation of a damping coefficient influence made by notch filters on efficiency of ECG signals processing
    Altay, Yeldos A.
    Kulagin, Pavel A.
    [J]. CARDIOMETRY, 2021, (19): : 20 - 37
  • [46] LATTICE FILTERS FOR ADAPTIVE PROCESSING
    FRIEDLANDER, B
    [J]. PROCEEDINGS OF THE IEEE, 1982, 70 (08) : 829 - 867
  • [47] Removal of 50Hz PLI from ECG Signal using Undecimated Wavelet Transform
    El Bouny, Lahcen
    Khalil, Mohammed
    Adib, Abdellah
    [J]. 2017 INTERNATIONAL CONFERENCE ON WIRELESS NETWORKS AND MOBILE COMMUNICATIONS (WINCOM), 2017, : 380 - 385
  • [48] Power Line Noise Removal From ECG Signal Using Notch, Band Stop and Adaptive Filters
    Gilani, Syed Omer
    Ilyas, Yasir
    Jamil, Mohsin
    [J]. 2018 INTERNATIONAL CONFERENCE ON ELECTRONICS, INFORMATION, AND COMMUNICATION (ICEIC), 2018, : 236 - 239
  • [50] Adaptive signal processing
    Haykin, S
    [J]. 1997 IEEE ULTRASONICS SYMPOSIUM PROCEEDINGS, VOLS 1 & 2, 1997, : 635 - 638