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香农基于能量的算法在心电图信号处理中的应用

Shannon's Energy Based Algorithm in ECG Signal Processing.

作者信息

Beyramienanlou Hamed, Lotfivand Nasser

机构信息

Department of Electronic Engineering, Islamic Azad University, Tabriz Branch, Tabriz, Iran.

出版信息

Comput Math Methods Med. 2017;2017:8081361. doi: 10.1155/2017/8081361. Epub 2017 Jan 18.

Abstract

Physikalisch-Technische Bundesanstalt (PTB) database is electrocardiograms (ECGs) set from healthy volunteers and patients with different heart diseases. PTB is provided for research and teaching purposes by National Metrology Institute of Germany. The analysis method of complex QRS in ECG signals for diagnosis of heart disease is extremely important. In this article, a method on Shannon energy (SE) in order to detect QRS complex in 12 leads of ECG signal is provided. At first, this algorithm computes the Shannon energy (SE) and then makes an envelope of Shannon energy (SE) by using the defined threshold. Then, the signal peaks are determined. The efficiency of the algorithm is tested on 70 cases. Of all 12 standard leads, ECG signals include 840 leads of the PTB Diagnostic ECG Database (PTBDB). The algorithm shows that the Shannon energy (SE) sensitivity is equal to 99.924%, the detection error rate (DER) is equal to 0.155%, Positive Predictivity (+P) is equal to 99.922%, and Classification Accuracy (Acc) is equal to 99.846%.

摘要

德国物理技术联邦研究所(PTB)数据库包含来自健康志愿者和患有不同心脏病患者的心电图(ECG)。PTB由德国国家计量研究所提供用于研究和教学目的。心电图信号中用于心脏病诊断的复杂QRS波分析方法极其重要。本文提出了一种基于香农能量(SE)的方法来检测心电图信号12导联中的QRS波群。首先,该算法计算香农能量(SE),然后使用定义的阈值生成香农能量(SE)的包络。接着,确定信号峰值。该算法在70个病例上进行了测试。在所有12个标准导联中,心电图信号包括PTB诊断心电图数据库(PTBDB)的840导联。该算法表明,香农能量(SE)灵敏度等于99.924%,检测错误率(DER)等于0.155%,阳性预测值(+P)等于99.922%,分类准确率(Acc)等于99.846%。

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