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基于QRS波群时空特征的简单且稳健的实时QRS检测算法

Simple and Robust Realtime QRS Detection Algorithm Based on Spatiotemporal Characteristic of the QRS Complex.

作者信息

Kim Jinkwon, Shin Hangsik

机构信息

Advanced Safety Vehicle Development Team, Hyundai Motors, Hwaseong-si, Gyeonggi-do, Republic of Korea.

Department of Biomedical Engineering, Chonnam National University, Yeosu, Jeollanam-do, Republic of Korea.

出版信息

PLoS One. 2016 Mar 4;11(3):e0150144. doi: 10.1371/journal.pone.0150144. eCollection 2016.

Abstract

The purpose of this research is to develop an intuitive and robust realtime QRS detection algorithm based on the physiological characteristics of the electrocardiogram waveform. The proposed algorithm finds the QRS complex based on the dual criteria of the amplitude and duration of QRS complex. It consists of simple operations, such as a finite impulse response filter, differentiation or thresholding without complex and computational operations like a wavelet transformation. The QRS detection performance is evaluated by using both an MIT-BIH arrhythmia database and an AHA ECG database (a total of 435,700 beats). The sensitivity (SE) and positive predictivity value (PPV) were 99.85% and 99.86%, respectively. According to the database, the SE and PPV were 99.90% and 99.91% in the MIT-BIH database and 99.84% and 99.84% in the AHA database, respectively. The result of the noisy environment test using record 119 from the MIT-BIH database indicated that the proposed method was scarcely affected by noise above 5 dB SNR (SE = 100%, PPV > 98%) without the need for an additional de-noising or back searching process.

摘要

本研究的目的是基于心电图波形的生理特征开发一种直观且强大的实时QRS检测算法。所提出的算法基于QRS波群的幅度和持续时间的双重标准来查找QRS波群。它由简单的操作组成,如有限脉冲响应滤波器、微分或阈值处理,而无需像小波变换那样进行复杂的计算操作。通过使用MIT-BIH心律失常数据库和AHA心电图数据库(总共435700个心搏)来评估QRS检测性能。灵敏度(SE)和阳性预测值(PPV)分别为99.85%和99.86%。根据数据库,在MIT-BIH数据库中,SE和PPV分别为99.90%和99.91%,在AHA数据库中分别为99.84%和99.84%。使用来自MIT-BIH数据库的记录119进行的噪声环境测试结果表明,所提出的方法在信噪比高于5dB时几乎不受噪声影响(SE = 100%,PPV > 98%),无需额外的去噪或回溯搜索过程。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7453/4778940/ecbf5426005c/pone.0150144.g001.jpg

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