Enhancement Separation of ECG Signals for Twin Fetuses Based on Modified Blind Source Separation

Mushtaq Talib, Ali A. Al-bakri, A. K. Abdullah
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引用次数: 2

Abstract

Electrocardiogram device is used to measure signals that are generated from the heart. It can be classified as a non-surgical device. It is too important to watch fetal heart during gestation because it provides doctor with very useful information to diagnose any defect in fetuses heart before birth. Many techniques are used for isolating fetal ECG from his mother ECG and noise like filters and blind source separation. The main problem is how to extract fetal ECG when a mother has twins. In this case, the isolation between fetuses ECG will be complicated because, both fetus ECG signals will have the same features. In this paper, a combination of blind source separation and band pass filter has been implemented. The obtained results by the suggested method records higher values of SNR than the other blind source separation (BSS), which are “STONE, JADE, and FICA” without using a filter. The effectiveness of the proposed method is checked by the measured signal to noise ratio (SNR) for each signal.
基于改进盲源分离的双胎心电信号增强分离
心电图仪用于测量由心脏产生的信号。它可以被归类为非手术设备。在怀孕期间观察胎儿心脏是非常重要的,因为它为医生在出生前诊断胎儿心脏缺陷提供了非常有用的信息。胎儿心电与母亲心电的分离采用了滤波、盲源分离等噪声分离技术。主要的问题是如何提取胎儿心电图当母亲有双胞胎。在这种情况下,由于两个胎儿的心电信号具有相同的特征,因此胎儿心电信号的分离将会变得复杂。本文实现了盲源分离与带通滤波器的结合。该方法获得的信噪比高于其他盲源分离(BSS),即未使用滤波器的“STONE, JADE和FICA”。通过测量每个信号的信噪比(SNR)来验证该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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