DocumentCode :
810677
Title :
Fetal magnetocardiographic signals extracted by ´signal subspace´ blind source separation
Author :
Salustri, Carlo ; Barbati, Giulia ; Porcaro, Camillo
Author_Institution :
San Giovanni Calibita - Fatebenefratelli Hosp., Rome, Italy
Volume :
52
Issue :
6
fYear :
2005
fDate :
6/1/2005 12:00:00 AM
Firstpage :
1140
Lastpage :
1142
Abstract :
In this paper, we apply independent component analysis to fetal magnetocardiographic data. In particular, we propose an extension of the "cumulant-based iterative inversion" algorithm to include a two-step "signal subspace" subdivision, which allows the user to control the number of components to be estimated by analyzing the eigenvalues distribution in an interactive way. Our results show that this method is a powerful means not only for the extraction of the cardiac signals from the background noise but also for a sharp separation of the baby\´s heart from the mother\´s.
Keywords :
blind source separation; eigenvalues and eigenfunctions; independent component analysis; iterative methods; magnetocardiography; medical signal processing; obstetrics; cumulant-based iterative inversion algorithm; eigenvalues distribution; fetal magnetocardiographic signals; independent component analysis; signal extraction; signal subspace blind source separation; two-step signal subspace subdivision; Algorithm design and analysis; Background noise; Blind source separation; Data mining; Eigenvalues and eigenfunctions; Independent component analysis; Iterative algorithms; Magnetic analysis; Magnetic separation; Signal analysis; Blind source separation; independent component analysis; magnetocardiography; signal subspace; Algorithms; Body Surface Potential Mapping; Cardiotocography; Diagnosis, Computer-Assisted; Female; Humans; Magnetics; Pattern Recognition, Automated; Pregnancy; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2005.846708
Filename :
1431088
Link To Document :
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