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Single-Lead Fetal ECG Extraction Based on a Parallel Marginalized Particle Filter.

Authors :
Zhidong Zhao
Huiling Tong
Yanjun Deng
Wen Xu
Yefei Zhang
Haihui Ye
Source :
Sensors (14248220). Jun2017, Vol. 17 Issue 6, p1456. 18p.
Publication Year :
2017

Abstract

This paper presents a novel method for extracting the fetal ECG (FECG) from a single-lead abdominal signal. A dynamical model for a modified abdominal signal is proposed, in which both the maternal ECG (MECG) and the FECG are modeled, and then a parallel marginalized particle filter (par-MPF) is used for tracking the abdominal signal. Finally, the FECG and MECG are simultaneously separated. Several experiments are conducted using both simulated and clinical signals. The results indicate that the method proposed in this paper effectively extracts the FECG and outperforms other Bayesian filtering algorithms. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14248220
Volume :
17
Issue :
6
Database :
Academic Search Index
Journal :
Sensors (14248220)
Publication Type :
Academic Journal
Accession number :
123912952
Full Text :
https://doi.org/10.3390/s17061456