DocumentCode :
1284606
Title :
Fetal ECG extraction from single-channel maternal ECG using singular value decomposition
Author :
Kanjilal, Partha Pratim ; Palit, Sarbani ; Saha, Goutam
Author_Institution :
Dept. of Electron. & Electr. Commun. Eng., Indian Inst. of Technol., Kharagpur, India
Volume :
44
Issue :
1
fYear :
1997
Firstpage :
51
Lastpage :
59
Abstract :
The extraction of fetal electrocardiogram (ECG) from the composite maternal ECG signal obtained from the abdominal lead is discussed. The proposed method employs singular value decomposition (SVD) and analysis based on the singular value ratio (SVR) spectrum. The maternal ECG (M-ECG) and the fetal ECG (F-ECG) components are identified in terms of the SV-decomposed modes of the appropriately configured data matrices, and elimination of the M-ECG and determination of F-ECG are achieved through selective separation of the SV-decomposed components. The unique feature of the method is that only one composite maternal ECG signal is required to determine the P-ECG component. The method is numerically robust and computationally efficient.
Keywords :
electrocardiography; medical signal processing; singular value decomposition; spectral analysis; abdominal lead; appropriately configured data matrices; composite maternal ECG signal; computationally efficient method; fetal ECG extraction; numerically robust method; single-channel maternal ECG; singular value ratio spectrum; Abdomen; Adaptive filters; Cardiography; Electrocardiography; Matrix decomposition; Noise cancellation; Robustness; Signal processing; Singular value decomposition; Spectral analysis; Artifacts; Electrocardiography; Electrodes; Female; Fetal Heart; Humans; Monte Carlo Method; Pregnancy; Signal Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/10.553712
Filename :
553712
Link To Document :
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