4.6 Article

Non-Invasive Fetal Electrocardiogram Extraction Based on Novel Hybrid Method for Intrapartum ST Segment Analysis

期刊

IEEE ACCESS
卷 9, 期 -, 页码 28608-28631

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/ACCESS.2021.3058733

关键词

Fetal heart rate; Monitoring; Electrodes; Data mining; Scalp; Databases; Estimation; Non-invasive fetal electrocardiography (NI-fECG); fetal heart rate (fHR); ST segment analysis (ST-analysis); hybrid method (HM); independent component analysis and recursive least squares (ICA-RLS); electronic fetal monitoring (EFM); fetal distress (FD); fetal scalp electrode (FSE)

资金

  1. Ministry of Education of the Czech Republic [SP2021/32]
  2. European Regional Development Fund in the Research Centre of Advanced Mechatronic Systems project through the Operational Programme Research, Development and Education [CZ.02.1.01/0.0/0.0/16_019/0000867]

向作者/读者索取更多资源

This study focuses on non-invasive fetal electrocardiogram extraction using a novel hybrid method, demonstrating potential in identifying signs of fetal distress. It evaluates the accuracy of fetal heart rate estimation and ST segment analysis, showing promising results in non-invasive fECG morphological analysis.
This study focuses on non-invasive fetal electrocardiogram extraction based on a novel hybrid method, which combines the advantages of non-adaptive and adaptive approaches for non-invasive fetal electrocardiogram morphological analysis. Besides estimating fetal heart rate, which is the main parameter used in the clinical practice, this study provides non-invasive ST segment analysis on data from Abdominal and Direct Fetal Electrocardiogram Database consisting of simultaneous traditional - gold standard invasive fetal scalp electrode and non-invasive fetal electrocardiogram recorded during delivery. This innovative approach utilizing the combination of independent component analysis and recursive least squares algorithms has the potential to extract valuable information from non-invasive fetal electrocardiogram in order to identify eventual sign of fetal distress. This was a prospective observational study of non-invasive fetal electrocardiogram, using 4 abdominally sited electrodes, against the traditional fetal scalp electrode on 8 patients. In terms of fetal heart rate estimation, the accuracy was high for all 8 tested patients with average value equaled 0.20 beats per minute and average value of 1.96 standard deviation equaled 5.80 beats per minute. In 7 patients, it was possible to perform the ST segment analysis with high accuracy in determining T/QRS in comparison with the reference fetal scalp electrode signal with average values and 1.96 standard deviation equaled 0.008 and 0.031 respectively. This study thus demonstrates that ST segment analysis is feasible using non-invasive fECG using the proposed hybrid method.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.6
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据