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An Efficient Teager Energy Operator-Based Automated QRS Complex Detection

机译:基于高效的Teager能量操作员的自动QRS复杂检测

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摘要

Database. The efficiency and robustness of the proposed method has been tested on Fantasia Database (FTD), MIT-BIH Arrhythmia Database (MIT-AD), and MIT-BIH Normal Sinus Rhythm Database (MIT-NSD). Aim. Because of the importance of QRS complex in the diagnosis of cardiovascular diseases, improvement in accuracy of its measurement has been set as a target. The present study provides an algorithm for automatic detection of QRS complex on the ECG signal, with the benefit of energy and reduced impact of noise on the ECG signal. Method. The method is basically based on the Teager energy operator (TEO), which facilitates the detection of the baseline threshold and extracts QRS complex from the ECG signal. Results. The testing of the undertaken method on the Fanatasia Database showed the following results: sensitivity (Se) = 99.971%, positive prediction (P+) = 99.973%, detection error rate (DER) = 0.056%, and accuracy (Acc) = 99.944%. On MIT-AD involvement, Se = 99.74%, P+ = 99.97%, DER = 0.291%, and Acc = 99.71%. On MIT-NSD involvement, Se = 99.878%, P+ = 99.989%, DER = 0.134%, and Acc = 99.867%. Conclusion. Despite the closeness of the recorded peaks which inflicts a constraint in detection of the two consecutive QRS complexes, the proposed method, by applying 4 simple and quick steps, has effectively and reliably detected the QRS complexes which make it suitable for practical purposes and applications.
机译:数据库。所提出的方法的效率和稳健性已经在Fantasia数据库(FTD),MIT-BIH心律失常数据库(MIT-AD)和MIT-BIH正常窦律数据库(MIT-NSD)上进行了测试。目的。由于QRS复合物在心血管疾病的诊断中的重要性,因此将其测量的准确性提高被设定为目标。本研究提供了一种用于在ECG信号上自动检测QRS复合物的算法,其能量和噪声对ECG信号的影响降低。方法。该方法基本上基于Teager能量运营商(TEO),其便于检测基线阈值并从ECG信号中提取QRS复合物。结果。在FanataSia数据库上进行的测试方法显示出以下结果:灵敏度(SE)= 99.971%,阳性预测(P +)= 99.973%,检测误差率(DER)= 0.056%,精度(ACC)= 99.944% 。在MIT-AD参与中,SE = 99.74%,P + = 99.97%,DER = 0.291%,ACC = 99.71%。在MIT-NSD参与中,SE = 99.878%,P + = 99.989%,DER = 0.134%,ACC = 99.867%。结论。尽管记录的峰的近距离在检测到两个连续的QRS复合物的检测中,所提出的方法通过应用4简单和快速的步骤,可以有效地且可靠地检测到QRS复合物,这使其适用于实际目的和应用。

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