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