Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals
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,...
Main Authors: | , , , |
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Format: | Article |
Language: | English |
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SpringerOpen
2007-01-01
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Series: | EURASIP Journal on Advances in Signal Processing |
Online Access: | http://dx.doi.org/10.1155/2007/43407 |
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author | Christian Jutten Mohammad B. Shamsollahi Gari D. Clifford Reza Sameni |
author_facet | Christian Jutten Mohammad B. Shamsollahi Gari D. Clifford Reza Sameni |
author_sort | Christian Jutten |
collection | DOAJ |
description | 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. |
first_indexed | 2024-12-11T05:58:45Z |
format | Article |
id | doaj.art-e3232ff8593541b997e11bd71704916a |
institution | Directory Open Access Journal |
issn | 1687-6172 1687-6180 |
language | English |
last_indexed | 2024-12-11T05:58:45Z |
publishDate | 2007-01-01 |
publisher | SpringerOpen |
record_format | Article |
series | EURASIP Journal on Advances in Signal Processing |
spelling | doaj.art-e3232ff8593541b997e11bd71704916a2022-12-22T01:18:36ZengSpringerOpenEURASIP Journal on Advances in Signal Processing1687-61721687-61802007-01-01200710.1155/2007/43407Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG SignalsChristian JuttenMohammad B. ShamsollahiGari D. CliffordReza SameniA 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.http://dx.doi.org/10.1155/2007/43407 |
spellingShingle | Christian Jutten Mohammad B. Shamsollahi Gari D. Clifford Reza Sameni Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals EURASIP Journal on Advances in Signal Processing |
title | Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals |
title_full | Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals |
title_fullStr | Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals |
title_full_unstemmed | Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals |
title_short | Multichannel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals |
title_sort | multichannel ecg and noise modeling application to maternal and fetal ecg signals |
url | http://dx.doi.org/10.1155/2007/43407 |
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