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A review of fetal ECG signal processing issues and promising directions

机译:胎儿心电信号处理问题的回顾和有前途的方向

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摘要

The field of electrocardiography has been in existence for over a century, yet despite significant advances in adult clinical electrocardiography, signal processing techniques and fast digital processors, the analysis of fetal ECGs is still in its infancy. This is, partly due to a lack of availability of gold standard databases, partly due to the relatively low signal-to-noise ratio of the fetal ECG compared to the maternal ECG (caused by the various media between the fetal heart and the measuring electrodes, and the fact that the fetal heart is simply smaller), and in part, due to the less complete clinical knowledge concerning fetal cardiac function and development. In this paper we review a range of promising recording and signal processing techniques for fetal ECG analysis that have been developed over the last forty years, and discuss both their shortcomings and advantages. Before doing so, however, we review fetal cardiac development, and the etiology of the fetal ECG. A selection of relevant models for the fetal/maternal ECG mixture is also discussed. In light of current understanding of the fetal ECG, we then attempt to justify recommendations for promising future directions in signal processing, and database creation.
机译:心电图学领域已经存在了一个多世纪,尽管成人临床心电图,信号处理技术和快速数字处理器取得了重大进步,但胎儿心电图的分析仍处于起步阶段。这部分是由于缺乏金标准数据库,部分是由于胎儿ECG与产妇ECG的信噪比相对较低(由胎儿心脏和测量电极之间的各种介质引起的) ,以及胎儿心脏较小的事实),部分是由于有关胎儿心脏功能和发育的临床知识不够完整。在本文中,我们回顾了过去四十年来开发的用于胎儿心电图分析的一系列有前途的记录和信号处理技术,并讨论了它们的缺点和优点。但是,在此之前,我们先回顾胎儿心脏发育以及胎儿心电图的病因。还讨论了胎儿/母亲心电图混合物的相关模型的选择。根据目前对胎儿心电图的了解,我们然后尝试为在信号处理和数据库创建方面有希望的未来方向提出建议。

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