DocumentCode :
872079
Title :
A Novel Extraction Method of Fetal Electrocardiogram From the Composite Abdominal Signal
Author :
Sato, Michiyoshi ; Kimura, Yoshitaka ; Chida, Shinichi ; Ito, Takuya ; Katayama, Norihiro ; Okamura, Kunihiro ; Nakao, Mitsuyuki
Author_Institution :
Graduate Sch. of Inf. Sci., Tohoku Univ., Sendai
Volume :
54
Issue :
1
fYear :
2007
Firstpage :
49
Lastpage :
58
Abstract :
In contrast to the ultrasonic measurement of fetal heart motion, the fetal electrocardiogram (ECG) provides clinically significant information concerning the electrophysiological state of a fetus. In this paper, a novel method for extracting the fetal ECG from abdominal composite signals is proposed. This method consists of the cancellation of the mother´s ECG and blind source separation with the reference signal (BSSR). The cancellation of the mother´s ECG component was performed by subtracting the linear combination of mutually orthogonal projections of the heart vector. The BSSR is a fixed-point algorithm, the Lagrange function of which includes the higher order cross-correlation between the extracted signal and the reference signal as the cost term rather than a constraint. This realizes the convexity of the Lagrange function in a simple form, which guarantees the convergence of the algorithm. By practical application, the proposed method has been shown to be able to extract the P and T waves in addition to the R wave. The reliability and accuracy of the proposed method was confirmed by comparing the extracted signals with the directly recorded ECG at the second stage of labor. The gestational age-dependency of the physiological parameters of the extracted fetal ECG also coincided well with that of the magnetocardiogram, which proves the clinical applicability of the proposed method
Keywords :
blind source separation; electrocardiography; medical signal processing; obstetrics; ECG; ECG cancellation; Lagrange function; blind source separation; composite abdominal signal; electrophysiology; fetal electrocardiogram extraction; fetal heart motion; fixed-point algorithm; gestational age-dependency; magnetocardiogram; ultrasonic measurement; Abdomen; Blind source separation; Data mining; Electrocardiography; Electrophysiology; Fetal heart; Fetus; Motion measurement; Ultrasonic variables measurement; Vectors; Blind source separation with reference signal, fetal electrocardiogram, P and T waves; Abdomen; Algorithms; Diagnosis, Computer-Assisted; Electrocardiography; Female; Fetal Monitoring; Humans; Pattern Recognition, Automated; Pregnancy; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2006.883791
Filename :
4034080
Link To Document :
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