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An improved method for R-peak detection by using Shannon energy envelope

机译:一种使用香农能量包络线进行R峰检测的改进方法

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R-peaks in electrocardiogram (ECG) play a vital role in diagnosis of heart rhythm irregularities and also estimating heart rate variability. However, almost all existing R-peak detectors suffer from the non-stationary of both QRS morphology and noise. To overcome these difficulties, we propose a four-stage improved method to detect R-peak using Shannon energy envelope. In the first stage, noise is suppressed and QRS complex is enhanced by using band pass filter, first order differentiation, and amplitude normalization. In the second stage, Shannon energy envelope is extracted. In the third stage, peak is estimated without considering any threshold amplitude. In the final stage, true R-peaks are detected. Our proposed R-peak detection method is validated using 48 first channel ECG records of the MIT-BIH arrhythmia database with the accuracy of 99.84%, sensitivity of 99.95% and positive predictability of 99.88%. Our proposed method outperforms other well known methods in case of pathological ECG signals.
机译:心电图(ECG)中的R峰在心律不规则的诊断以及估计心率变异性中起着至关重要的作用。但是,几乎所有现有的R峰值检测器都遭受QRS形态和噪声不稳定的困扰。为了克服这些困难,我们提出了一种使用香农能量包络线检测R-peak的四步改进方法。在第一阶段,通过使用带通滤波器,一阶微分和幅度归一化来抑制噪声并增强QRS复数。在第二阶段,提取香农能量包络线。在第三阶段中,在不考虑任何阈值幅度的情况下估计峰值。在最后阶段,检测到真实的R峰值。我们提出的R-peak检测方法已通过MIT-BIH心律失常数据库的48条第一通道ECG记录进行了验证,其准确度为99.84%,灵敏度为99.95%,阳性可预测性为99.88%。在病理性ECG信号的情况下,我们提出的方法优于其他众所周知的方法。

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