Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals
Author(s)
Clifford, Gari D.; Sameni, Reza; Jutten, Christian; Shamsollahi, Mohammad B.
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A three-dimensional dynamic model of the electrical activity of the heart is presented. The model is based on the single dipole model of the heart and is later related to the body surface potentials through a linear model which accounts for the temporal movements and rotations of the cardiac dipole, together with a realistic ECG noise model. The proposed model is also generalized to maternal and fetal ECG mixtures recorded from the abdomen of pregnant women in single and multiple pregnancies. The applicability of the model for the evaluation of signal processing algorithms is illustrated using independent component analysis. Considering the difficulties and limitations of recording long-term ECG data, especially from pregnant women, the model described in this paper may serve as an effective means of simulation and analysis of a wide range of ECGs, including adults and fetuses.
Date issued
2007-01Department
Harvard University--MIT Division of Health Sciences and Technology; Harvard--MIT Program in Health Sciences and Technology. Laboratory for Computational PhysiologyJournal
EURASIP Journal on Applied Signal Processing
Publisher
Hindawi Publishing Corporation
Citation
Sameni, Reza et al. “Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals.” EURASIP Journal on Advances in Signal Processing 2007 (2007): 043407. Web. 30 Nov. 2011. © 2007 Reza Sameni et al.
Version: Author's final manuscript
ISSN
1687-0433
1110-8657