A NOVEL METHOD TO ISCHEMIC HEART DISEASE DETECTION BASED ON NON-INVASIVE ECG IMAGING

被引:6
|
作者
Moridani, Mohammad Karimi [1 ]
Pouladian, Majid [2 ]
机构
[1] Islamic Azad Univ, Tehran Med Sci Branch, Dept Biomed Engn, Tehran, Iran
[2] Islamic Azad Univ, Dept Biomed Engn, Sci & Res Branch, Tehran, Iran
关键词
Electrocardiogram signals; ischemic heart disease; inverse problem; ECG imaging; CORONARY-ARTERY-DISEASE; CARDIOVASCULAR PATIENTS; MYOCARDIAL-INFARCTION; MORTALITY PREDICTION; AUTOMATED DIAGNOSIS; NONLINEAR FEATURES; RATE-VARIABILITY; CLASSIFICATION; OPTIMIZATION; ACTIVATION;
D O I
10.1142/S0219519419500027
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Electrocardiogram (ECG) signals containing very important information about the cardiac are one of the most common tools for physicians in the diagnosis of various types of cardiac diseases. Low accuracy in positioning, limitation of time accuracy, the similarity of signals between some diseases and normal signals and probability of missing some aspect of data are the defect aspects of this method. Importance of cardiac signals and defects of current methods in diagnosis show the need of substituting a new method to show the activity of cardiac. One of the most dangerous defections is ischemia, which corrects and on time diagnose could avoid the latter effect of it. Each of common methods for diagnosis of this illness has their own advantages and disadvantages. In this paper, we consider describing a non-invasive method for ischemic episode detection based on mapping of ECG signals. With this method, we can present the signals with virtual colors and facilitate the diagnosis of ischemic disease. So, a new method of 12-lead cardiac presentation is described that in fact present the 12-lead signals in two images. The result of this paper will present the indicators of sensitivity, specificity and accuracy in the context of disease diagnosis. This paper proposed a novel ECG imaging algorithm for classifying the normal and ischemic signals and 95.35% specificity, 96.79% sensitivity and 95.76% accuracy were achieved which are very much promising compared to the other methods and doctor's accuracy.
引用
收藏
页数:25
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