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本文引用的文献

1
A deep learning approach for fetal QRS complex detection.一种用于胎儿 QRS 复合波检测的深度学习方法。
Physiol Meas. 2018 Apr 20;39(4):045004. doi: 10.1088/1361-6579/aab297.
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Trends in fetal and perinatal mortality in the United States, 2006-2012.2006 - 2012年美国胎儿及围产期死亡率趋势
NCHS Data Brief. 2014 Nov(169):1-8.
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Robust independent component analysis by iterative maximization of the kurtosis contrast with algebraic optimal step size.通过具有代数最优步长的峰度对比度迭代最大化进行稳健独立成分分析。
IEEE Trans Neural Netw. 2010 Feb;21(2):248-61. doi: 10.1109/TNN.2009.2035920. Epub 2009 Dec 18.
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ACOG Practice Bulletin No. 106: Intrapartum fetal heart rate monitoring: nomenclature, interpretation, and general management principles.美国妇产科医师学会实践公告第106号:产时胎儿心率监测:术语、解读及一般管理原则
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A robust fetal ECG detection method for abdominal recordings.一种用于腹部记录的强大胎儿心电图检测方法。
Physiol Meas. 2007 Apr;28(4):373-88. doi: 10.1088/0967-3334/28/4/004. Epub 2007 Mar 7.
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Independent component analysis: algorithms and applications.独立成分分析:算法与应用
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PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.生理信号库、生理信号处理工具包和生理信号网络:复杂生理信号新研究资源的组成部分。
Circulation. 2000 Jun 13;101(23):E215-20. doi: 10.1161/01.cir.101.23.e215.
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Intrapartum electronic fetal heart rate monitoring versus intermittent auscultation: a meta-analysis.产时电子胎儿心率监测与间断听诊:一项荟萃分析
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基于家庭的移动胎儿/母体心电图采集与云端辅助提取。

Home-based mobile fetal/maternal electrocardiogram acquisition and extraction with cloud assistance.

作者信息

Le Tai, Fortunato Joseph, Maritato Nicholas, Cho Yeeun, Nguyen Quoc-Dinh, Ghirmai Tadesse, Lau Michael P H, Han Huy-Dung, Nguyen Cuong Kieu, Nguyen Vu Cong, Cao Hung

机构信息

Electrical Engineering, The Henry Samueli School of Engineering, UC Irvine, Irvine, CA 92697.

University of Washington, Bothell campus, Bothell, WA 98011.

出版信息

IEEE MTT-S 2019 Int Microw Biomed Conf IMBioC 2019 (2019). 2019 May;2019. doi: 10.1109/imbioc.2019.8777741. Epub 2019 Jul 29.

DOI:10.1109/imbioc.2019.8777741
PMID:34622249
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8494113/
Abstract

Electrocardiogram (ECG) monitoring of the fetus during pregnancy, before and during labor, can provide crucial information for the assessment of fetal well-being and development, as well as labor progress. An out-of-clinics fetal ECG monitoring system may pave the way for instant diagnosis, suggesting immediate intervention, which could help reduce the fetal mortality rate. In this paper, we present an unobtrusive fetal maternal ECG monitoring system which can operate in the home setting. The acquisition of the mother's abdominal ECG is done using the non-contact electrode approach. The extraction of the fetal ECG from the combined fetal/maternal ECG signal is investigated using both Fast Independent Component Analysis (FastICA) and RobustICA algorithms. An accelerometer is integrated for motion artifact detection which would help reduce interferences due to movement. The device also is connected to a cloud server, allowing doctors to access the data in real time.

摘要

孕期、分娩前及分娩期间对胎儿进行心电图(ECG)监测,可为评估胎儿健康状况与发育情况以及产程进展提供关键信息。门诊外胎儿心电图监测系统可能为即时诊断铺平道路,提示立即进行干预,这有助于降低胎儿死亡率。在本文中,我们展示了一种可在家庭环境中运行的无创胎儿-母亲心电图监测系统。母亲腹部心电图的采集采用非接触电极方法。使用快速独立成分分析(FastICA)算法和稳健独立成分分析(RobustICA)算法研究从胎儿/母亲混合心电图信号中提取胎儿心电图。集成了一个加速度计用于运动伪影检测,这将有助于减少因运动产生的干扰。该设备还连接到云服务器,使医生能够实时访问数据。