Suppr超能文献

从皮肤电极信号中提取胎儿心电图的奇异值分解(SVD)方法比较。

Comparison of SVD methods to extract the foetal electrocardiogram from cutaneous electrode signals.

作者信息

Callaerts D, De Moor B, Vandewalle J, Sansen W, Vantrappen G, Janssens J

机构信息

Katholieke Universiteit Leuven, Department of Electrical Engineering, Heverlee, Belgium.

出版信息

Med Biol Eng Comput. 1990 May;28(3):217-24. doi: 10.1007/BF02442670.

Abstract

The paper presents and compares three methods making use of the singular value decomposition (SVD) of a matrix to extract the foetal electrocardiogram (FECG) from cutaneously recorded electrode signals. The first method constructs a set of orthogonal foetal signals (the so-called principal foetal signals) from the recordings, but needs electrode positions far from the foetal heart, in addition to the abdominal electrodes that pick up a mixture of maternal and foetal electrocardiogram. An online adaptive algorithm has been developed such that a real-time implementation becomes feasible. The second method is a new online approach to a technique presented by van Oosterom. Although this method has some important drawbacks and is suboptimal as far as foetal signal-to-noise ratio is concerned, it is still very useful when only a foetal trigger is required, as the signal obtained is not a complete FECG. Finally, a third method is proposed, based on the generalised SVD and interpreted with the new concept of oriented signal-to-signal ratio. An online version is also presented for this method and some results are shown.

摘要

本文介绍并比较了三种利用矩阵奇异值分解(SVD)从经皮记录的电极信号中提取胎儿心电图(FECG)的方法。第一种方法从记录中构建一组正交胎儿信号(即所谓的主要胎儿信号),但除了采集母体和胎儿心电图混合信号的腹部电极外,还需要远离胎儿心脏的电极位置。已经开发了一种在线自适应算法,以便能够进行实时实现。第二种方法是对van Oosterom提出的一种技术的新在线方法。尽管该方法存在一些重要缺点,并且就胎儿信噪比而言并非最优,但当仅需要胎儿触发信号时,它仍然非常有用,因为获得的信号不是完整的FECG。最后,提出了第三种方法,该方法基于广义SVD,并采用定向信号与信号比的新概念进行解释。还给出了该方法的在线版本并展示了一些结果。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验