Multichannel electrocardiogram decomposition using periodic component analysis
Multichannel electrocardiogram decomposition using periodic component analysis
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DOI:
10.1109/tbme.2008.919714
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发表时间:
2008-08-01
影响因子:
4.6
通讯作者:
Shamsollahi, Mohammad B.
中科院分区:
文献类型:
--
作者:
Sameni, Reza;Jutten, Christian;Shamsollahi, Mohammad B.
In this letter, we propose the application of the generalized eigenvalue decomposition for the decomposition of multichannel electrocardiogram (ECG) recordings. The proposed method uses a modified version of a previously presented measure of periodicity and a phase-wrapping of the RR-interval, for extracting the "most periodic" linear mixtures of a recorded dataset. It is shown that the method is an improved extension of conventional source separation techniques, specifically customized for ECG signals. The method is therefore of special interest for the decomposition and compression of multichannel ECG, and for the removal of maternal ECG artifacts from fetal ECG recordings.