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
  • [41] Estimation of instantaneous frequency rate for multicomponent polynominal phase signals
    Zhang Han-ling
    Liu Qing-yun
    2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 73 - +
  • [42] Research on an Algorithm and System for Estimation of Instantaneous Frequency of Rotating Machinery
    Yao Rongqing
    MANAGEMENT, MANUFACTURING AND MATERIALS ENGINEERING, PTS 1 AND 2, 2012, 452-453 : 153 - 159
  • [43] Instantaneous frequency estimation by using time-frequency distributions
    Ivanovic, V
    Dakovic, M
    Djurovic, I
    Stankovic, L
    2001 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-VI, PROCEEDINGS: VOL I: SPEECH PROCESSING 1; VOL II: SPEECH PROCESSING 2 IND TECHNOL TRACK DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS NEURALNETWORKS FOR SIGNAL PROCESSING; VOL III: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING MULTIMEDIA SIGNAL PROCESSING, 2001, : 3521 - 3524
  • [44] Estimation of Respiratory Rate from Thermography Using Respiratory Likelihood Index
    Takahashi, Yudai
    Gu, Yi
    Nakada, Takaaki
    Abe, Ryuzo
    Nakaguchi, Toshiya
    SENSORS, 2021, 21 (13)
  • [45] Respiratory Rate Estimation Using Respiratory Sinus Arrhythmia from Photoplethysmography
    Karlen, Walter
    Brouse, Christopher J.
    Cooke, Erin
    Ansermino, J. Mark
    Dumont, Guy A.
    2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 1201 - 1204
  • [46] Instantaneous frequency estimation from signal model
    Aamir, Khalid Mahmood
    Maud, Mohammad Ali
    Second International Conference on Emerging Technologies 2006, Proceedings, 2006, : 202 - 204
  • [47] Order tracking based on robust peak search instantaneous frequency estimation
    Gao, Y.
    Guo, Y.
    Chi, Y. L.
    Qin, S. R.
    4th International Symposium on Instrumentation Science and Technology (ISIST' 2006), 2006, 48 : 479 - 484
  • [48] Hierarchical approach to formant detection and tracking through instantaneous frequency estimation
    Ghaemmaghami, S
    Deriche, M
    Boashash, B
    ELECTRONICS LETTERS, 1997, 33 (01) : 17 - 18
  • [49] Seismic Attenuation Estimation From Instantaneous Frequency
    Yang, Senlin
    Gao, Jinghuai
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2010, 7 (01) : 113 - 117
  • [50] A Mother Wavelet Selection Algorithm for Respiratory Rate Estimation from Photoplethysmogram
    Dan, Guo
    Li, Zhijian
    Ding, Huijung
    WORLD CONGRESS ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING, 2015, VOLS 1 AND 2, 2015, 51 : 962 - 965