Analysis of Myocardial Infarction Using Discrete Wavelet Transform

被引:102
作者
Jayachandran, E. S. [2 ]
Joseph K, Paul [2 ]
Acharya U, R. [1 ]
机构
[1] Ngee Ann Polytech, Dept ECE, Singapore 599489, Singapore
[2] Natl Inst Technol, Dept Elect Engn, Calicut 673601, Kerala, India
关键词
ECG; MI; Wavelet transform; Heart; Signal; Entropy; Energy; HEART-RATE;
D O I
10.1007/s10916-009-9314-5
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Myocardial infarction (MI), is commonly known as a heart attack, occurs when the blood supply to the portion of the heart is blocked causing some heart cells to die. This information is depicted in the elevated ST wave, increased Q wave amplitude and inverted T wave of the electrocardiogram (ECG) signal. ECG signals are prone to noise during acquisition due to electrode movement, muscle tremor, power line interference and baseline wander. Hence, it becomes difficult to decipher the information about the cardiac state from the morphological changes in the ECG signal. These signals can be analyzed using different signal processing techniques. In this work, we have used multiresolution properties of wavelet transformation because it is suitable tool for interpretation of subtle changes in the ECG signal. We have analyzed the normal and MI ECG signals. ECG signal is decomposed into various resolution levels using the discrete wavelet transform (DWT) method. The entropy in the wavelet domain is computed and the energy-entropy characteristics are compared for 2282 normal and 718 MI beats. Our proposed method is able to detect the normal and MI ECG beat with more than 95% accuracy.
引用
收藏
页码:985 / 992
页数:8
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