A NOVEL QRS COMPLEX DETECTION ON ECG WITH MOTION ARTIFACT DURING EXERCISE

被引:0
|
作者
Kim, Youngchun [1 ]
Tewfik, Ahmed H. [1 ]
机构
[1] Univ Texas Austin, Elect & Comp Engn, Austin, TX 78712 USA
关键词
ECG; QRS complex; motion artifact; dictionary learning; GCC-PHAT; SPARSE REPRESENTATION; TIME-DELAY; ALGORITHM;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We present a novel QRS complex detection scheme from ECG with motion artifact. The algorithm relies on subspace learning and template matching. QRS complex detection during exercise is a challenging problem because multiple artifacts affect the ECG measurement. Motion artifact is considered to be the main disturbance added to the measurement during exercise. To deal with the problem, we train a dictionary to represent motion artifact using information from a tri-axis accelerometer, and then remove the artifact contribution from noisy ECG measurements. We select the GCC-PHAT filter for efficient QRS detection on the denoised ECG measurements. We show that the proposed algorithm has appreciably higher motion artifact reduction capability and lower computational complexity than competing algorithms. It is therefore a preferred alternative for implementation in mobile health monitoring systems.
引用
收藏
页码:972 / 976
页数:5
相关论文
共 50 条
  • [31] QRS Complex Detection in ECG Signals Using the Synchrosqueezed Wavelet Transform
    Sharma, Tanushree
    Sharma, Kamalesh K.
    [J]. IETE JOURNAL OF RESEARCH, 2016, 62 (06) : 885 - 892
  • [33] Correction to Novel Artifact Detection for Motion Compensated Deinterlacing
    Chung, Chia-Hao
    Liang, Chin-Chuan
    Fan, Yu-Cheng
    Lin, Hung-Shih
    Tsao, Hen-Wai
    [J]. ISIE: 2009 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, 2009, : 1326 - +
  • [34] ECG processing algorithm in the QRS complex
    Viera, Eduardo
    Kaschel, Hector
    Valencia, Claudio
    [J]. 2021 IEEE IFAC INTERNATIONAL CONFERENCE ON AUTOMATION/XXIV CONGRESS OF THE CHILEAN ASSOCIATION OF AUTOMATIC CONTROL (IEEE IFAC ICA - ACCA2021), 2021,
  • [35] Mechanisms of QRS voltage changes on ECG of healthy subjects during the exercise test
    Saltykova M.M.
    [J]. Human Physiology, 2015, 41 (1) : 62 - 69
  • [36] THE EFFECT OF SUPPRESSION OF THE DISTORTION ARTIFACT DURING TRANSCUTANEOUS PACING ON THE SHAPE OF THE QRS COMPLEX
    PROCHACZEK, F
    GALECKA, J
    [J]. PACE-PACING AND CLINICAL ELECTROPHYSIOLOGY, 1990, 13 (12): : 2022 - 2025
  • [37] Quantification of motion artifact in ECG electrode design
    Kearney, Kenneth
    Thomas, Chris
    McAdams, Eric
    [J]. 2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 1533 - +
  • [38] Analysis Spectrum of ECG Signal and QRS Detection during Running on Treadmill
    Suhendra, M. Agung
    Ilham, M. R.
    Simbolon, Artha, I
    Faizal, M. A.
    Munandar, A.
    [J]. 2ND INTERNATIONAL CONFERENCE ON COMPUTING AND APPLIED INFORMATICS 2017, 2018, 978
  • [39] ACCURATE QRS DETECTION IN THE MURINE ECG
    Torbey, S.
    Seaborn, G.
    Domnik, N.
    Fisher, J.
    Akl, S.
    Redfearn, D.
    [J]. CANADIAN JOURNAL OF CARDIOLOGY, 2012, 28 (05) : S320 - S321
  • [40] Visualization in the ECG QRS Detection Algorithms
    Ristovski, A.
    Guseva, A.
    Gusev, M.
    Ristov, S.
    [J]. 2016 39TH INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO), 2016, : 202 - 207