DocumentCode
2984959
Title
What ICA Provides for ECG Processing: Application to Noninvasive Fetal ECG Extraction
Author
Sameni, Reza ; Jutten, Christian ; Shamsollahi, Mohammad B.
Author_Institution
Lab. des Images et des Signaux, CNRS UMR, Grenoble
fYear
2006
fDate
Aug. 2006
Firstpage
656
Lastpage
661
Abstract
In recent studies, independent component analysis (ICA) has been used for the analysis of multi-channel ECG recordings. However most of these works have been carried out from the signal processing perspective. In this work, the single dipole vector theory of the heart and the ECG dimensionality are studied from the source separation viewpoint. Based on this study, the interpretation of the components extracted from multi-channel ECG and maternal abdominal recordings, and their relationship with the vectorcardiogram representation of the cardiac dipole are presented. The results of this study can be used for the extraction of meaningful clinical indexes, based on ICA techniques
Keywords
electrocardiography; independent component analysis; medical signal processing; source separation; ICA; cardiac dipole; independent component analysis; maternal abdominal recordings; multichannel ECG recordings; noninvasive fetal ECG extraction; single dipole vector theory; source separation; vectorcardiogram representation; Abdomen; Biomedical signal processing; Conductors; Electrocardiography; Heart; Independent component analysis; Power system modeling; Principal component analysis; Robust stability; Source separation;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Information Technology, 2006 IEEE International Symposium on
Conference_Location
Vancouver, BC
Print_ISBN
0-7803-9753-3
Electronic_ISBN
0-7803-9754-1
Type
conf
DOI
10.1109/ISSPIT.2006.270882
Filename
4042324
Link To Document