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A New Algorithm for Extracting Fetal ECG from Multi-Channel ECG using Singular Value Decomposition in a Discrete Cosine Transform Domain  

Song In-Ho (Dept. of Electrical and Computer Engineering, Hanyang University, Dept. of Biomedical Engineering, College of Medicine, Hanyang University)
Lee Sang-Min (Dept. of Biomedical Engineering, College of Medicine, Hanyang University)
Kim In-Young (Dept. of Biomedical Engineering, College of Medicine, Hanyang University)
Lee Doo-Soo (Dept. of Electrical and Computer Engineering, Hanyang University)
Kim Sun I. (Dept. of Biomedical Engineering, College of Medicine, Hanyang University)
Publication Information
Journal of Biomedical Engineering Research / v.25, no.6, 2004 , pp. 589-598 More about this Journal
Abstract
We propose a new algorithm to extract the fetal electrocardiogram (FECG) from a multi-channel electrocardiogram (ECG) recorded at the chest and abdomen of a pregnant woman. To extract the FECG from the composite abdominal ECG, the classical time-domain method based on singular value decomposition (SVD) has been generally used. However, this method has some disadvantages, such as its high degree of computational complexity and the necessary assumption that vectors between the FECG and the maternal electrocardiogram (MECG) should be orthogonal. The proposed algorithm, which uses SVD in a discrete cosine transform (DCT) domain, compensates for these disadvantages. To perform SVD with lower computational complexity, DCT coefficients corresponding to high-frequency components were eliminated on the basis of the properties of the DCT coefficients and the frequency characteristics of the FECG. Moreover, to extract the pure FECG with little influence of the direction of the vectors between the FECG and MECG, three new channels were made out of the MECG suppressed in the composite abdominal ECG, and the new channels were appended to the original multi-channel ECG. The performance of the proposed algorithm and the classical time-domain method based on SVD were compared using simulated and real data. It was experimentally verified that the proposed algorithm can extract the pure FECG with reduced computational complexity.
Keywords
Fetal ECG extraction; Singular value decomposition; Discrete cosine transform;
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1 S. Li, Z. Hou and Q. Li, 'A New Algorithm for Extraction of Fetal ECG Signal Using Singular Value Decomposition Method', Proc. IEEE. ICASSP., Vol. 3, pp. 585-588, 1992
2 P. P. Kanjilal, S. Palit and G. Saha, 'Fetal ECG Extraction from Single-Channel Maternal ECG Using Singular Value Decomposition', IEEE T. Bio-Med. Eng., Vol. 44, No.1, pp. 51-59, 1997   DOI   ScienceOn
3 C. Jean-Francois, 'Multi-Dimensional Independent Component Analysis', Proc. IEEE. ICASSP., Vol. 3, pp. 1941-1944, 1998
4 A. K. Nandi, 'Blind Estimation Using High-Order Statistics', Kluwer Academic Publishers, pp. 167-252, 1999
5 A. Kam and S. Cohen, 'Detection of Fetal ECG with IIR Adaptive Filtering and Genetic Algorithms', Proc. IEEE. ICASSP., Vol. 4, pp. 2335-2338, 1999
6 S. Horner and P. B. Crilly, 'A Review 아 Fetal ECG Detection And Enhancement Methodologies' , IEEE. SSST., pp. 278-282, 1991
7 N. Ahmed, T. Natarajan and K. R. Rao, 'Discrete Cosine Transform' , IEEE T. Comput., Vol. 23, pp 90-93, 1974
8 D. Callaerts, J, Vanderschoot, J. Vandewalle, W. Sansen, G. Vantrappen and J. Janssens, 'An adaptive on-line method for the extraction of the complete fetal electrocardiogram from cutaneous multilead recordings', J. Perinat. Med., Vol. 14, pp. 421-433, 1986
9 N. M. Gibson, M. S. Woolfson and J. A. Crowe, 'Detection of Fetal Electrocardiogram Signals Using Matched Filters with Adaptive Normalisation', Med. Bio. Eng. Com., Vol. 35, No.3, pp. 216-222, 1997   DOI   ScienceOn
10 김조자, 왕명자, 이영자, 전시자, '심전도', 현문사, pp. 72, 1999
11 J. Vanderschoot, D. Callaerts, W. Sansen, J. Vandewalle, G. Vantrappen and J. Janssens, 'Two Methods for Optimal MECG Elimination and FECG Detection from Skin Electrode Signals', IEEE T. Bio-Med. Eng., Vol. 34, No.3, pp. 233-242, 1987   DOI   ScienceOn
12 V. Zarzoso and A. K. Nandi, 'Noninvasive Fetal Electrocardiogram Extraction: Blind Separation Versus Adaptive Noise Cancellation', IEEE T. Bio-Med. Eng., Vol. 48, No.1, pp. 12-18, 2001   DOI   ScienceOn
13 N. V. Thankor, J. G. Webston and W. J. Tompkins, 'Estimation of QRS Complex Power Spectra for Design of a QRS Filter' , IEEE T. Bio-Med. Eng., Vol. 31, No 11, pp. 702-705, 1984
14 A. Khamene and S. Negahdaripour, 'A New Method for the Extraction of Fetal ECG from the Composite Abdominal Signal', IEEE T. Bio-Med. Eng., Vol. 47, No 4, pp. 507-515, 2000
15 G. Parni, E. Ferrazzi, I. Cetin, S. Rampello, G. Beselli, S. Cerutti and S. Civardi, 'The Clinical Relevance of the Abdominal Fetal Electrocardiogram' , J. Perinat. Med., Vol. 14, pp. 371-377, 1986