QRS Detection for Heart Rate Monitoring

I. Ahmad
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Abstract

Fast and efficient QRS detection algorithm is a essential prerequisite for analyzing disease related to heart. A study and analysis of first differentiation based QRS detection method, first and second differentiation based QRS detection method and High speed QRS detection method (Hamilton and Tompkins) was done. Algorithms based on differentiation method of QRS detection are efficient as far as computation is concerned. This method can be used for real time analysis of large data set. On a standard data set first differentiation method has highest detection accuracy but also the largest time error (Average time error is 12.05ms). For the first and second differentiation based QRS detection method sensitivity and positive predictivity are 96.4 and 97.7, data error rate is 4.64 and Average Time error is 7.26ms.For the third method sensitivity and positive predictivity is 100 percent and data error rate is zero. Average time error is 9.13ms and is having better performance as compared to differentiation based methods.
QRS检测用于心率监测
快速、高效的QRS检测算法是分析心脏相关疾病的必要前提。对基于一阶微分的QRS检测方法、基于一阶和二阶微分的QRS检测方法以及高速QRS检测方法(Hamilton和Tompkins)进行了研究和分析。基于微分法的QRS检测算法在计算量方面是高效的。该方法可用于大型数据集的实时分析。在标准数据集上,先微分法检测精度最高,但时间误差最大(平均时间误差为12.05ms)。基于一阶和二阶微分的QRS检测方法灵敏度为96.4,阳性预测率为97.7,数据错误率为4.64,平均时间误差为7.26ms。对于第三种方法,灵敏度和正预测性为100%,数据错误率为零。平均时间误差为9.13ms,与基于微分的方法相比具有更好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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