Literature DB >> 25070127

Extraction of the fetal ECG in noninvasive recordings by signal decompositions.

I Christov1, I Simova, R Abächerli.   

Abstract

No signal processing technique has been able to reliably deliver an undistorted fetal electrocardiographic (fECG) signal from electrodes placed on the maternal abdomen because of the low signal-to-noise ratio of the fECG recorded from the maternal body surface. As a result, this led to increased rates of Caesarean deliveries of healthy infants. In an attempt to solve the problem, Physionet/Computing in Cardiology announced the 2013 Challenge: noninvasive fetal ECG.We are suggesting a method for cancellation of the maternal ECG consisting of: maternal QRS detection, heart rate dependant P-QRS-T interval selection, location of the fiducial points inside this interval for best matching by cross correlation, superimposition of the intervals, calculation of the mean signal of the P-QRS-T interval, and sequential subtraction of the mean signal from the whole fECG recording. Three signal decomposition methods were further applied in order to enhance the fetal QRSs (fQRS): principal component analysis, root-mean-square and Hotelling's T-squared. A combined lead of all decompositions was synthesized and fQRS detection was performed on it.The current research differs from the Challenge in that it uses three signal decomposition methods to enhance the fECG. The new results for 97 recordings of test set B are: 305.657 for Event 4: Fetal heart rate (FHR) and 23.062 for Event 5: Fetal RR interval (FRR).

Entities:  

Mesh:

Year:  2014        PMID: 25070127     DOI: 10.1088/0967-3334/35/8/1713

Source DB:  PubMed          Journal:  Physiol Meas        ISSN: 0967-3334            Impact factor:   2.833


  4 in total

1.  Non-invasive fetal ECG analysis.

Authors:  Gari D Clifford; Ikaro Silva; Joachim Behar; George B Moody
Journal:  Physiol Meas       Date:  2014-07-29       Impact factor: 2.833

2.  Fetal electrocardiograms, direct and abdominal with reference heartbeat annotations.

Authors:  Adam Matonia; Janusz Jezewski; Tomasz Kupka; Michał Jezewski; Krzysztof Horoba; Janusz Wrobel; Robert Czabanski; Radana Kahankowa
Journal:  Sci Data       Date:  2020-06-25       Impact factor: 6.444

3.  Fetal QRS Detection in Noninvasive Abdominal Electrocardiograms Using Principal Component Analysis and Discrete Wavelet Transforms with Signal Quality Estimation.

Authors:  Mohammad Javad Mollakazemi; Farhad Asadi; Mahsa Tajnesaei; Ali Ghaffari
Journal:  J Biomed Phys Eng       Date:  2021-04-01

4.  Invariant heart beat span versus variant heart beat intervals and its application to fetal ECG extraction.

Authors:  Huawen Yan; Hongxing Liu; Xiaolin Huang; Ying Zhao; Junfeng Si; Tiebing Liu
Journal:  Biomed Eng Online       Date:  2014-12-12       Impact factor: 2.819

  4 in total

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