DocumentCode :
1778525
Title :
Fetal electrocardiogram extraction from maternal abdominal signals
Author :
Ivanushkina, N. ; Ivanko, K. ; Lysenko, E. ; Borovskiy, I. ; Panasiuk, O.
Author_Institution :
Kyiv Polytech. Inst., Nat. Tech. Univ. of Ukraine, Kiev, Ukraine
fYear :
2014
fDate :
15-18 April 2014
Firstpage :
334
Lastpage :
338
Abstract :
An integrated approach for fetal electrocardiogram (ECG) extraction based on the joint application of wavelet transform (WT) and independent component analysis (ICA) is proposed. This research is aimed at development of computer based electrocardiography systems of high resolution, which require the advanced methods for early noninvasive diagnostics of fetal status. The results of this study demonstrate that ICA can effectively distinguish the fetal independent components, but requires the use of additional methods for noise removing from these components. Elimination of noise is achieved by WT applying. Joint application of ICA and WT allowed us to extract with slight distortions of useful signal the simulated fetal ECG from the artificial signal containing maternal ECG and noise.
Keywords :
electrocardiography; feature extraction; independent component analysis; medical signal processing; obstetrics; signal denoising; signal resolution; wavelet transforms; artificial signal; computer based electrocardiography systems; fetal electrocardiogram extraction; fetal independent components; independent component analysis; integrated approach; joint application; maternal ECG; maternal abdominal signals; noise elimination; noise removing; noninvasive diagnostics; simulated fetal ECG; wavelet transform; Electrocardiography; Noise; Shape; Source separation; Wavelet analysis; Wavelet transforms; abdominal electrocardiogram; fetal electrocardiogram; independent component analysis; modeling; monitoring of fetal condition; wavelet transform;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronics and Nanotechnology (ELNANO), 2014 IEEE 34th International Conference on
Conference_Location :
Kyiv
Print_ISBN :
978-1-4799-4581-8
Type :
conf
DOI :
10.1109/ELNANO.2014.6873910
Filename :
6873910
Link To Document :
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