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首页> 外文期刊>IETE Journal of Research >A Comparative Analysis of De-Noising Algorithms for Fetal Phonocardiographic Signals
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A Comparative Analysis of De-Noising Algorithms for Fetal Phonocardiographic Signals

机译:胎儿心音信号降噪算法的比较分析

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摘要

This paper is aimed at the selection of de-noising algorithm for de-noising of the fetal phonocardiographic (fPCG) signals. Fourier-based analyzing tools have some limitations concerning frequency and time resolutions. Although wavelet transform (WT) overcomes these limitations, it requires selection of appropriate de-noising algorithm. The universal threshold, minimax threshold and rigorous SURE (Stein's Unbiased Risk Estimate) threshold algorithms along with soft or hard thresholding rule have been compared for de-noising of these signals. The mean-squared error (MSE) is used to evaluate the performance of these algorithms. The results show that, the rigorous SURE threshold algorithm with soft thresholding rule has a better performance for the analysis of fPCG signals when using the fourth-order Coiflets wavelet. The proposed approach is simple and proves to be effective when applied for the selection of de-noising algorithm for the fPCG signals. These de-noised signals can be used for the accurate determination of fetal heart rate (FHR) and further diagnostic applications pertaining to the fetus.
机译:本文旨在针对胎儿心电图(fPCG)信号的降噪选择降噪算法。基于傅立叶的分析工具在频率和时间分辨率方面有一些限制。尽管小波变换(WT)克服了这些限制,但它需要选择适当的降噪算法。比较了通用阈值,最小最大阈值和严格的SURE(Stein的无偏风险估计)阈值算法以及软或硬阈值规则,以对这些信号进行降噪。均方误差(MSE)用于评估这些算法的性能。结果表明,使用四阶Coiflets小波时,具有软阈值规则的严格SURE阈值算法对于fPCG信号的分析具有更好的性能。所提出的方法简单,并且在应用于fPCG信号的去噪算法的选择时被证明是有效的。这些降噪后的信号可用于精确确定胎儿心率(FHR)以及与胎儿有关的其他诊断应用。

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