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