Adaptive signal processing techniques for extracting abdominal fetal electrocardiogram

R. Martínek, R. Kahankova, H. Skutová, P. Koudelka, J. Zidek, J. Koziorek
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引用次数: 20

Abstract

The extraction of the Fetal Electrocardiogram (fECG) from the composite Electrocardiogram (ECG) signal obtained from the abdominal lead is discussed. The main point of this paper is to introduce some of the most used Least Mean Squares (LMS) based Finite Impulse Response (FIR) Adaptive Filters and to determine which of them are the most effective under varying circumstances. Experimental results suggest the ideal combination of the chosen settings for these functions. Results of fECG extraction are assessed by Percentage Root-Mean-Square Difference (PRD), input and output Signal to Noise Ratios (SNRs), and Root Mean Square Error (RMSE). Based on simulations conclusions, optimal convergence constant value and filter order were empirically determined. Setting the optimal value of the convergence constant and filter order of adaptive algorithm can be considered a contribution to original results. These results can be used on real records fECG, where it is difficult to determine because of the missing reference.
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胎儿腹部心电图提取的自适应信号处理技术
讨论了从腹部导联获得的复合心电图信号中提取胎儿心电图的方法。本文的主要观点是介绍一些最常用的基于最小均方(LMS)的有限脉冲响应(FIR)自适应滤波器,并确定在不同情况下哪种滤波器最有效。实验结果表明,这些功能的选择设置的理想组合。fECG提取结果通过百分比均方根差(PRD)、输入和输出信噪比(SNRs)和均方根误差(RMSE)进行评估。根据仿真结论,经验确定了最优收敛常数和滤波器阶数。设置自适应算法的收敛常数和滤波阶数的最优值可以认为是对原始结果的贡献。这些结果可以用于实际记录的fECG,其中由于缺少参考而难以确定。
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