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首页> 外文期刊>International Journal of Physical Sciences >Comparative analysis of fetal electrocardiogram (ECG) extraction techniques using system simulation
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Comparative analysis of fetal electrocardiogram (ECG) extraction techniques using system simulation

机译:使用系统仿真对胎儿心电图(ECG)提取技术进行比较分析

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This paper presents a system simulation to compare between two adaptive filters based on recursive least square (RLS) and normalized least mean square (NLMS), in their use for fetal heart rate (FHR) monitoring. The reference and primary signals are fed simultaneously to the inputs of the RLS and NLMS adaptive filters to extract the fetal signal. Each extracted signal is postprocessed using a newly developed enhancement technique. To evaluate the performance of the electrocardiogram (ECG) extraction, 20 abdominal ECG signals are acquired between the 36th and 38th gestation weeks. The detection sensitivities of 88.6 and 80.4% and positive prediction value of 82.8 and 72.1% were obtained for RLS and NLMS, respectively. The experimental results show that adaptive filtering using RLS algorithm performs better in extracting the fetal ECG signal.
机译:本文提出了一种系统仿真,用于比较两个基于递归最小二乘(RLS)和归一化最小均方(NLMS)的自适应滤波器在监测胎儿心率(FHR)中的使用。参考信号和主信号同时馈入RLS和NLMS自适应滤波器的输入,以提取胎儿信号。使用新开发的增强技术对每个提取的信号进行后处理。为了评估心电图(ECG)提取的性能,在妊娠第36周和第38周之间采集了20条腹部ECG信号。 RLS和NLMS的检测灵敏度分别为88.6%和80.4%,阳性预测值为82.8和72.1%。实验结果表明,采用RLS算法的自适应滤波在提取胎儿心电信号方面表现更好。

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