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Independent Detection of T-Waves in Single Lead ECG Signal Using Continuous Wavelet Transform

机译:使用连续小波变换独立检测单导联心电图信号中的 T 波

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Introduction In the ECG signals, T-waves play a very important role in the detection of cardiac arrest. During myocardial ischemia, the first significant change occurs on the T-wave. These waves are generated due to the repolarization of the heart ventricle. The independent detection of T-waves is a bit challenging due to its variable nature, therefore, most of the algorithms available in the literature for T-wave detection use the detection of the QRS complex as the starting point. But accurate detection of Twave is very much required, as clinically, the first indication of a shortage of blood supply to the heart muscle (myocardial ischemia) shows up as changes in T-wave followed by other changes in the morphology of the ECG signal. Materials and Methods In this paper, an efficient and novel algorithm based on Continuous Wavelet Transform (CWT) is presented to detect the Twave independently. In CWT, for better matching, a new mother wavelet is designed using the pattern and shape of the Twave. This algorithm is validated on all the signals of the QT database. Conclusion The algorithm attains an average sensitivity of 99.88 and positive predictivity of 99.81 for the signals annotated by the cardiologists in the database.
机译:引言 在心电图信号中,T波在心脏骤停的检测中起着非常重要的作用。在心肌缺血期间,第一个显着变化发生在 T 波上。这些波是由于心室的复极化而产生的。由于T波的可变性,T波的独立检测有点挑战性,因此,文献中大多数用于T波检测的算法都使用QRS波群的检测作为起点。但 Twave 的准确检测是非常必要的,因为临床上,心肌供血不足(心肌缺血)的第一个迹象表现为 T 波的变化,随后是心电图信号形态的其他变化。材料与方法 该文提出一种基于连续小波变换(CWT)的高效新颖算法,用于独立检测Twave。在CWT中,为了更好地匹配,使用Twave的模式和形状设计了一个新的母小波。该算法在QT数据库的所有信号上进行了验证。结论 该算法对数据库中心脏病专家标注的信号平均灵敏度为99.88%,阳性预测率为99.81%。

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