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Fetal Electrocardiogram R-peak Detection using Robust Tensor Decomposition and Extended Kalman Filtering

Authors :
Mahsa Akhbari
Niknazar, M.
Jutten, C.
Shamsollahi, M. B.
Rivet, B.
Biomedical Signal and Image Processing Laboratory [Teheran] (BiSIPL)
School of Electrical Engineering-Sharif University of Technology [Tehran] (SUT)
GIPSA - Vision and Brain Signal Processing (GIPSA-VIBS)
Département Images et Signal (GIPSA-DIS)
Grenoble Images Parole Signal Automatique (GIPSA-lab)
Université Stendhal - Grenoble 3-Université Pierre Mendès France - Grenoble 2 (UPMF)-Université Joseph Fourier - Grenoble 1 (UJF)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Centre National de la Recherche Scientifique (CNRS)-Université Stendhal - Grenoble 3-Université Pierre Mendès France - Grenoble 2 (UPMF)-Université Joseph Fourier - Grenoble 1 (UJF)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Centre National de la Recherche Scientifique (CNRS)-Grenoble Images Parole Signal Automatique (GIPSA-lab)
Université Stendhal - Grenoble 3-Université Pierre Mendès France - Grenoble 2 (UPMF)-Université Joseph Fourier - Grenoble 1 (UJF)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Centre National de la Recherche Scientifique (CNRS)-Université Stendhal - Grenoble 3-Université Pierre Mendès France - Grenoble 2 (UPMF)-Université Joseph Fourier - Grenoble 1 (UJF)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Centre National de la Recherche Scientifique (CNRS)
akhbari, mahsa
Source :
Scopus-Elsevier, Computing in Cardiology Conference (Cinc 2013), Computing in Cardiology Conference (Cinc 2013), Sep 2013, Zaragoza, Spain
Publication Year :
2013

Abstract

International audience; In this paper, we propose an efficient method for R-peak detection in noninvasive fetal electrocardiogram (ECG) signals which are acquired from multiple electrodes on mother's abdomen. The proposed method is performed in two steps: first, we employ a robust tensor decomposition-based method for fetal ECG extraction, assuming different heart rates for mother and fetal ECG; then a method based on extended Kalman filter (EKF) in which the ECG beat is modeled by 3 state equations (P, QRS and T), is used for fetal R-peak detection. The results show that the proposed method is efficiently able to estimate the location of R-peaks of fetal ECG sig-nals. The obtained average scores of event 4 and 5 on the set B of "Physionet Challenge 2013" data are 1326.21 and 45.06, respectively, which are better than the average score for "sample submission physionet2013.m" (avail-able at PhysioNet) on set B which were 3258.56 and 102.75.

Details

Language :
English
Database :
OpenAIRE
Journal :
Scopus-Elsevier, Computing in Cardiology Conference (Cinc 2013), Computing in Cardiology Conference (Cinc 2013), Sep 2013, Zaragoza, Spain
Accession number :
edsair.doi.dedup.....a9917b964b18571d67ec73f105f8950c
Full Text :
https://doi.org/10.13140/2.1.2444.3848