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A Comparative Study on Fetal Heart Rates Estimated from Fetal Phonography and Cardiotocography

机译:胎儿心电图和心动图估计胎儿心率的比较研究

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The aim of this study is to investigate that fetal heart rates (fHR) extracted from fetal phonocardiography (fPCG) could convey similar information of fHR from cardiotocography (CTG). Four-channel fPCG sensors made of low cost ( 34 weeks of gestation). A novel multi-lag covariance matrix-based eigenvalue decomposition technique was used to separate maternal breathing, fetal heart sounds (fHS) and maternal heart sounds (mHS) from abdominal phonogram signals. Prior to the fHR estimation, the fPCG signals were denoised using a multi-resolution wavelet-based filter. The proposed source separation technique was first tested in separating sources from synthetically mixed signals and then on raw abdominal phonogram signals. fHR signals extracted from fPCG signals were validated using simultaneous recorded CTG-based fHR recordings.The experimental results have shown that the fHR derived from the acquired fPCG can be used to detect periods of acceleration and deceleration, which are critical indication of the fetus' well-being. Moreover, a comparative analysis demonstrated that fHRs from CTG and fPCG signals were in good agreement (Bland Altman plot has mean = ?0.21 BPM and ±2 SD = ±3) with statistical significance ( p < 0.001 and Spearman correlation coefficient ρ = 0.95). The study findings show that fHR estimated from fPCG could be a reliable substitute for fHR from the CTG, opening up the possibility of a low cost monitoring tool for fetal well-being.
机译:这项研究的目的是调查从胎儿心动图(fPCG)提取的胎儿心率(fHR)可以传达心电图(CTG)的fHR的类似信息。四通道fPCG传感器价格低廉(妊娠34周)。一种新颖的基于多延迟协方差矩阵的特征值分解技术被用于从腹部声图信号中分离出孕妇的呼吸,胎儿的心音(fHS)和孕妇的心音(mHS)。在fHR估计之前,使用基于多分辨率小波的滤波器对fPCG信号进行消噪。首先对所提出的信号源分离技术进行了测试,以便从合成混合信号中分离出信号源,然后再对原始的腹部声图信号进行分离。使用基于同时记录的基于CTG的fHR记录对从fPCG信号中提取的fHR信号进行了验证。实验结果表明,从获取的fPCG中获得的fHR可用于检测加速和减速期,这是胎儿健康状况的关键指标-存在。此外,比较分析表明,来自CTG和fPCG信号的fHR一致性良好(Bland Altman图的平均值= 0.21 BPM和±2 SD =±3),具有统计学意义(p <0.001和Spearman相关系数ρ= 0.95) 。研究结果表明,根据fPCG估算的fHR可能是CTG的fHR的可靠替代品,这为低成本监控胎儿健康开辟了可能性。

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