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Modified maternal ECG cancellation for portable fetal heart rate monitor

机译:改进的孕妇心电图消除技术,用于便携式胎儿心率监测仪

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This letter presents an efficient algorithm to detect fetal heart rates based on linear template subtraction (TS) for portable fetal heart rate monitors. After pre-processing, the covariance function windowing is used to eliminate maternal P-waves, maternal T-waves, baseline wander, and to enhance maternal R-waves and fetal R-waves. Next, fetal ECG is extracted by the modified mECG cancellation method which forms a mECG template by projecting an average maternal R-wave as a basis into exponential domains. Finally, fetal R-peaks are detected using a 2-D phase space matrix. The results show that the true positive rate, false discovery rate, and false negative rate of the proposed method are 86.80%, 5.78%, 13.20% respectively, which are better than those of other single-channel fetal ECG template extraction methods. It turns out that the modified template subtraction method has three main advantages. First, the covariance function windowing easily removes baseline wander, maternal P waves and maternal T waves. Second, the modified mECG cancellation model can extract overlapping signals without causing large waveform distortions. Last, both covariance function windowing and the modified mECG cancellation model are efficient and can operate in real time. (C) 2016 Elsevier Ltd. All rights reserved.
机译:这封信提出了一种基于线性模板减法(TS)的便携式胎儿心率监测器检测胎儿心率的有效算法。在预处理之后,使用协方差函数开窗消除孕产妇的P波,孕产妇的T波,基线漂移,并增强孕产妇的R波和胎儿的R波。接下来,通过改进的mECG消除方法提取胎儿ECG,该方法通过将平均母体R波作为基础投影到指数域中来形成mECG模板。最后,使用二维相空间矩阵检测胎儿的R峰。结果表明,该方法的真阳性率,假发现率和假阴性率分别为86.80%,5.78%,13.20%,优于其他单通道胎儿ECG模板提取方法。事实证明,改进的模板减法具有三个主要优点。首先,协方差函数窗口化可以轻松消除基线漂移,母体P波和母体T波。其次,改进的mECG消除模型可以提取重叠信号而不会引起大的波形失真。最后,协方差函数窗口化和改进的mECG消除模型都是有效的并且可以实时运行。 (C)2016 Elsevier Ltd.保留所有权利。

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