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
  • [1] ECG QRS Complex Detection with Programmable Hardware
    Ieong, Chio In
    Vai, Mang I.
    Mak, Peng Un
    [J]. 2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8, 2008, : 2920 - 2923
  • [2] Novel QRS detection by CWT for ECG sensor
    Zhang, Fei
    Lian, Yong
    [J]. 2007 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE, 2007, : 211 - 214
  • [3] Effect of adaptive motion-artifact reduction on QRS detection
    Hamilton, Patrick S.
    Curley, Michael
    Aimi, Roberto
    [J]. Biomedical Instrumentation and Technology, 2000, 34 (03): : 197 - 202
  • [4] Detection of irregularity index series for QRS complex of ECG
    Zhang, XS
    Zhu, YS
    [J]. ICSP '96 - 1996 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1996, : 363 - 366
  • [5] QRS Complex Detection in ECG Signal for Wearable Devices
    Arefin, M. Riadh
    Tavakolian, Kouhyar
    Fazel-Rezai, Reza
    [J]. 2015 37TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2015, : 5940 - 5943
  • [6] A novel approach to phase space reconstruction of single lead ECG for QRS complex detection
    Li, Yanjun
    Tang, Xiaoying
    Xu, Zhi
    Yan, Hong
    [J]. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2018, 39 : 405 - 415
  • [7] The QRS Complex Detection of ECG Signal Based on IPCMM Algorithm
    Li, Wei
    Li, Bin
    Meng, Hailong
    Qiao, Fengjuan
    Liu, Xiaoyun
    Zhou, Shuwang
    Xu, Jiyong
    [J]. PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 6225 - 6230
  • [8] Research of wavelet transformation based detection of QRS complex in ECG
    Wang, Wen
    Sun, Shishuang
    Zhou, Yong
    [J]. 2002, Beijing Inst. of Heart, Lung and Blood vessel Diseases (21):
  • [9] Detection of R peak and QRS complex in ECG by wavelet transform
    Gong Miao-kun
    Wan Fu-yong
    Yuan Zhen-dong
    [J]. Proceedings of 2004 Chinese Control and Decision Conference, 2004, : 636 - 638
  • [10] ` QRS COMPLEX DETECTION BASED ECG SIGNAL ARTEFACT DISCRIMINATION
    Jovanovic, Borisav
    Litovski, Vanco
    Pavlovic, Milan
    [J]. FACTA UNIVERSITATIS-SERIES ELECTRONICS AND ENERGETICS, 2015, 28 (04) : 571 - 584