Title :
Extracting fetal ECG from a single maternal abdominal record
Author :
Ayat, Mohammad ; Assaleh, Khaled ; Al-Nashash, Hasan
Author_Institution :
Sch. of Eng. & Comput. Sci., Victoria Univ. of Wellington, Wellington, New Zealand
Abstract :
This paper introduces a novel two-tier technique for extracting fetal electrocardiogram (ECG) from a single abdominal record. The proposed method in its first tier extracts an estimate of the maternal ECG by processing the abdominal signal through a savitzky-golay smoothing filter. The estimated maternal ECG is then nonlinearly aligned with the abdominal signal using polynomial networks to extract the fetal ECG signal results on synthetic and real abdominal ECG data show that the proposed method can extract fetal ECG with signal quality comparable or better than that extracted by multichannel based methods.
Keywords :
electrocardiography; feature extraction; medical signal processing; obstetrics; smoothing methods; Savitzky-Golay smoothing filter; abdominal signal processing; fetal ECG extraction; fetal electrocardiogram; maternal ECG estimate; maternal abdominal record; polynomial networks; real abdominal ECG data; synthetic abdominal ECG data; Conferences; Electrocardiography; Finite impulse response filters; Lead; Maximum likelihood detection; Polynomials; Smoothing methods; fetal electrocardiogram; polynomial networks; savitzky-golay filter;
Conference_Titel :
GCC Conference and Exhibition (GCCCE), 2015 IEEE 8th
Conference_Location :
Muscat
DOI :
10.1109/IEEEGCC.2015.7060027