Dynamical model for generating synthetic electrocardiogram signals

被引:781
作者
McSharry, PE
Clifford, GD
Tarassenko, L
Smith, LA
机构
[1] Univ Oxford, Dept Engn Sci, Oxford OX1 3PJ, England
[2] Univ Oxford, Inst Math, Oxford OX1 3LB, England
[3] London Sch Econ, Ctr Anal Time Series, London WC2A 2AE, England
基金
英国工程与自然科学研究理事会;
关键词
dynamical model; heart rate variability (HRV); Mayer waves; QRS morphology; QT-interval; respiratory sinus arrhythmia; RR-interval; RR tachogram; synthetic ECG;
D O I
10.1109/TBME.2003.808805
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A dynamical model based on three coupled ordinary differential equations is introduced which is capable of generating realistic synthetic electrocardiogram (ECG) signals. The operator can specify the mean and standard deviation of the heart rate, the morphology of the PQRST cycle, and the power spectrum of the RR tachogram. In particular, both respiratory sinus arrhythmia at the high frequencies (HFs) and Mayer waves at the low frequencies (LFs) together with the LF/HF ratio are incorporated in the model. Much of the beat-to-beat variation in morphology and timing of the human ECG, including QT dispersion and R-peak amplitude modulation are shown to result. This model may be employed to assess biomedical signal processing techniques which are used to compute clinical statistics from the ECG.
引用
收藏
页码:289 / 294
页数:6
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