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A Robust Method to Reliable Cardiac QRS Complex Detection Based on Shannon Energy and Teager Energy Operator

机译:基于Shannon Energy和Teage Energy Operator的可靠心脏QRS复杂检测的鲁棒方法

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The QRS complex is considered to be one of the main factors in diagnosing heart diseases; thus, its detection on the electrocardiogram signals has become the target of various types of research. The primary aim of this study is to design and develop a novel technique for QRS complex detection under various ECG signal morphologies and different QRS waveforms. In this study, we report an algorithm for detecting the QRS complex using the Shannon energy (SE) and Teager energy operator (TEO) to obtain valid QRS on ECG signals. In this scheme, the first stage includes SE and band-pass filter for QRS complex localization. Next, the novel process of R-peak detection based on TEO to create a smoothed detection mask is considered. Finally, the proposed method's performance and validity are tested on the Massachusetts Institute of Technology-Beth Israel Hospital arrhythmia database. To this end, a highly accurate, quick, and simple mathematical operation is provided based on SE and TEO, with baseline threshold and minimum lag. The efficiency of the undertaken method for detecting the QRS complex compared to recent state-of-the-art methods shows an accuracy of 99.829%. Also, the proposed approach is designed with three quick and straightforward stages by low computational time complexity for setting up and applying reliable cardiac QRS detection.
机译:QRS复合物被认为是诊断心脏病的主要因素之一;因此,其对心电图信号的检测已成为各类研究的目标。本研究的主要目的是在各种ECG信号形态和不同QR波形下设计和开发用于QRS复杂检测的新技术。在这项研究中,我们报告了一种使用Shannon Energy(SE)和Teage能量运算符(TEO)检测QRS复合物的算法,以在ECG信号上获得有效QRS。在该方案中,第一阶段包括用于QRS复杂定位的SE和带通滤波器。接下来,考虑基于TEO创建平滑检测掩模的R峰值检测的新方法。最后,在Massachusetts Technology of The Method Hospional Arthythmia数据库中测试了所提出的方法的性能和有效性。为此,基于SE和TEO提供高度准确,快速,简单的数学操作,基线阈值和最小滞后。与最近最先进的方法相比,检测QRS复合物的效率显示出99.829%的准确性。此外,所提出的方法是通过低计算时间复杂度的三个快速和直接的阶段设计,用于建立和应用可靠的心电图QRS检测。

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