Respiratory rate estimation from the ECG using an instantaneous frequency tracking algorithm

被引:25
|
作者
Mirmohamadsadeghi, Leila [1 ]
Vesin, Jean-Marc [1 ]
机构
[1] Swiss Fed Inst Technol, CH-1015 Lausanne, Switzerland
关键词
Frequency tracking; Electrocardiogram (ECG); Respiratory rate (RR); ARRHYTHMIA; SIGNAL;
D O I
10.1016/j.bspc.2014.07.003
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Monitoring the respiratory rate (RR) is important in many clinical and non-clinical situations but it is difficult in practice, for existing devices are obtrusive, bulky and expensive. The extraction of the RR from the routinely acquired electrocardiogram (ECG) has been proposed lately. Two approaches exist, one exploiting the modulation of the heart rate by the respiration, known as the respiratory sinus arrhythmia (RSA) and the other using the modulation by the respiration of the R-peak amplitudes (RPA). In this study, the weighted multi-signal oscillator based band pass filtering (W-OSC) algorithm is applied to track the common frequency in the RSA and RPA waveforms simultaneously, as an estimate of the instantaneous RR. On the public PhysioNet Fantasia data set, it is shown that the presented method is automatic, instantaneous and comparable in accuracy to the state-of-the-art. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:66 / 72
页数:7
相关论文
共 50 条
  • [1] Estimation of Respiratory Rate from the ECG using Instantaneous Frequency Tracking FxLMS Algorithm
    Gupta, Shephali
    Sharma, Janki Ballabh
    2016 INTERNATIONAL CONFERENCE ON MICRO-ELECTRONICS AND TELECOMMUNICATION ENGINEERING (ICMETE), 2016, : 296 - 300
  • [2] Estimation ofRespiratory Rate from the ECG using Instantaneous Frequency Tracking LMS Algorithm
    Gupta, Shephali
    Sharma, Janki Ballabh
    2016 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATION, & AUTOMATION (ICACCA) (FALL), 2016, : 230 - 234
  • [3] Respiratory Rate Estimation from Multi-Lead ECGs using an Adaptive Frequency Tracking Algorithm
    Mirmohamadsadeghi, Leila
    Vesin, Lean-Marc
    2014 COMPUTING IN CARDIOLOGY CONFERENCE (CINC), VOL 41, 2014, 41 : 353 - 356
  • [4] Instantaneous Respiratory Rate Estimation from multilead ECG delineation using VCG directions on fiducial points
    Noriega, Maikel
    Carcases, Ennis
    Duran, K.
    Maranon, Enrique Juan
    Pablo Martinez, Juan
    Almeida, Rute
    2016 COMPUTING IN CARDIOLOGY CONFERENCE (CINC), VOL 43, 2016, 43 : 397 - 400
  • [5] Multi-component instantaneous frequency-frequency rate estimation based on detection-tracking algorithm
    Lu J.
    Zhang W.
    Liu Y.
    Yang W.
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2024, 46 (01): : 22 - 34
  • [6] Viterbi algorithm for chirp-rate and instantaneous frequency estimation
    Djurovic, Igor
    SIGNAL PROCESSING, 2011, 91 (05) : 1308 - 1314
  • [7] Evaluation of Methods for Estimation of Respiratory Frequency from the ECG
    Sobron, A.
    Romero, I.
    Lopetegi, T.
    COMPUTING IN CARDIOLOGY 2010, VOL 37, 2010, 37 : 513 - 516
  • [8] Representation of ECG signals based on the instantaneous frequency estimation
    Qiu, LJ
    Li, G
    ICSP '96 - 1996 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1996, : 1731 - 1734
  • [9] Instantaneous frequency estimation by using Wigner distribution and Viterbi algorithm
    Stankovic, L
    Djurovic, I
    Ohsumi, A
    Ijima, H
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL VI, PROCEEDINGS: SIGNAL PROCESSING THEORY AND METHODS, 2003, : 121 - 124
  • [10] A Derivative Based Instantaneous Frequency Tracking Algorithm
    Zhang, Chao
    Tan, Jianchen
    Kirby, Brian
    Bo, Zhiqian
    2008 PROCEEDINGS OF THE 43RD INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE, VOLS 1-3, 2008, : 452 - +