DocumentCode :
2616455
Title :
Foetal ECG extraction using broadband signal subspace decomposition
Author :
Redif, Soydan ; Fahrioglu, Umut
Author_Institution :
Dept of Electr. & Electron. Eng., Near East Univ., Lefkosa, Turkey
fYear :
2010
fDate :
25-27 Aug. 2010
Firstpage :
381
Lastpage :
384
Abstract :
In this paper, we consider the extraction of foetal electrocardiogram (ECG) signals from cutaneous electrode recordings. Most existing methods cannot account for the broadband nature of the ECG signals, producing foetal ECG (FECG) estimates that are not sufficiently accurate. We propose a novel way of addressing this problem: the broadband equivalent of principal component analysis (PCA) is applied through the use of an algorithm that generalises the eigenvalue decomposition (EVD) to polynomial matrices; FECG extraction is achieved by way of an orthonormal projection of the data onto the broadband foetal subspace, whereby the maternal ECG and noise components are suppressed. The algorithm is contrasted with conventional PCA and the classical multi-reference adaptive noise cancelling method. The three techniques are applied to real multi-channel ECG recordings obtained from a pregnant woman. A qualitative comparison indicates that the proposed algorithm is more robust and yields cleaner FECG estimates.
Keywords :
biomedical electrodes; eigenvalues and eigenfunctions; electrocardiography; obstetrics; principal component analysis; recording; EVD; PCA; broadband signal subspace decomposition; cutaneous electrode recordings; eigenvalue decomposition; foetal ECG extraction; foetal electrocardiogram signals; multi-channel ECG recordings; multi-reference adaptive noise cancelling method; polynomial matrices; principal component analysis; Broadband communication; Decorrelation; Electrocardiography; Electrodes; Noise; Polynomials; Principal component analysis; Foetal electrocardiogram; blind signal separation; convolutive mixing; polynomial matrix eigenvalue decomposition; principal component analysis; strong decorrelation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Microwave Symposium (MMS), 2010 Mediterranean
Conference_Location :
Guzelyurt
Print_ISBN :
978-1-4244-7241-3
Type :
conf
DOI :
10.1109/MMW.2010.5605155
Filename :
5605155
Link To Document :
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