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A modified independent component analysis algorithm for extrating the fetal electrocardiogram

机译:改进的独立成分分析算法提取胎儿心电图

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Fetal electrocardiogram can provide the information about the electrical activities of the fetal heart and was suggested to be a promising diagnostic tool in clinical applications. In order to extract the fetal electrocardiogram from the mixed electrocardiograms recorded on the mother's abdomen, strong maternal electrocardiogram interference should be considered primarily comparing to other noises. In this paper, a modified independent component analysis algorithm was proposed to eliminate the maternal electrocardiogram. Different from the conventional independent component analysis model, the proposed algorithm was simplified to a single parameter optimization problem for the two-channel electrocardiogram record. The results indicated that the proposed algorithm can extract the fetal electrocardiogram directly, avoiding the uncertainties in the conventional independent component analysis method. Therefore, the proposed algorithm was suggested to be an effective and robust approach for future applications.
机译:胎儿心电图可以提供有关胎儿心脏电活动的信息,并被认为是临床应用中很有前途的诊断工具。为了从记录在母亲腹部的混合心电图中提取胎儿心电图,主要应将母体心电图干扰与其他噪声进行比较。本文提出了一种改进的独立分量分析算法,以消除母亲的心电图。与传统的独立分量分析模型不同,该算法简化为两通道心电图记录的单参数优化问题。结果表明,该算法可以直接提取胎儿心电图,避免了传统独立分量分析方法的不确定性。因此,提出的算法被认为是未来应用的一种有效且鲁棒的方法。

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