设为首页 |  加入收藏
首页首页 期刊简介 消息通知 编委会 电子期刊 投稿须知 广告合作 联系我们
一种基于几何特征的ECG波形识别算法

An ECG waveform recognition algorithm based on geometric characteristics

作者: 李锋  陈美丽                          
单位:                                 东华大学计算机学院(上海201620)            
关键词:                               ECG;波形识别;几何特征;QRS波群              
分类号:
出版年·卷·期(页码):2015·34·3(261-266)
摘要:

目的  ECG自动分析系统由两部分组成: 波形识别和智能诊断。在实际应用中, 心电波形识别是该系统的关键。波形识别的精确性和可靠性决定了心脏病诊断的可靠性。为提高波形识别的速率及准确度,本文提出一种基于几何特征的ECG波形识别算法。方法 首先利用数字滤波算法对信号进行预处理,提高信号的信噪比,然后通过改进的二阶导数计算出数据的几何特征:点的斜率和运动趋势,并在此基础上,结合ECG波形的实际物理特征,利用算法实现T波、P波、QRS波群的起点、终点以及波峰波谷的自动识别。结果 统计分析结果表明,本算法能够快速高效地识别ECG波形。同时将该算法与其他当前各种ECG波形识别算法进行对比,该识别算法在识别的精确性与阳性预测值方面具有更好的性能。结论 本文提出的基于几何特征的ECG波形识别算法可以进一步提高当前ECG波形识别算法的性能。

Objective ECG analysis diagnosis system mainly consists of two phases: waveform recognition and intelligent diagnosis. Accuracy and reliability of ECG waveform recognition determine the diagnosis and treatment of heart disease. A waveform recognition algorithm based on geometric characteristics is proposed in this paper to improve the detection rate and accuracy of waveform recognition. Methods Firstly, signals are preprocessed to improve noise ratio by digital filtering algorithm. Secondly, we calculate certain geometric characteristics such as the slope and the movement tendency of points with improved second derivative. Finally, we can automatically recognize the onset, the offset, the peak and the trough of T wave, P wave, QRS complex with the actual physical characteristics of ECG waveform on the basis of the previous results. Results Statistical analysis shows that our method can recognize the ECG wave fast and effectively. We also compare this method with other ECG waveform recognition algorithms. The results indicate that the proposed method results in better performance in the sensitivity (Se) and positive predictive (PP) than other methods. Conclusions The proposed method makes improvement on current ECG waveform recognition methods.

参考文献:

服务与反馈:
文章下载】【加入收藏
提示:您还未登录,请登录!点此登录
 
友情链接  
地址:北京安定门外安贞医院内北京生物医学工程编辑部
电话:010-64456508  传真:010-64456661
电子邮箱:llbl910219@126.com