DocumentCode
1798530
Title
A modified independent component analysis algorithm for extrating the fetal electrocardiogram
Author
Yang Junchao ; Peng Cheng ; Qian Xiang
Author_Institution
Shenzhen Key Lab. for Minimal Invasive Med. Technol., Tsinghua Univ., Shenzhen, China
fYear
2014
fDate
7-9 July 2014
Firstpage
73
Lastpage
77
Abstract
Fetal electrocardiogram can provide the information about the electrical activities of the fetal heart and was suggested to be a promising diagnostic tool in clinical applications. In order to extract the fetal electrocardiogram from the mixed electrocardiograms recorded on the mother´s abdomen, strong maternal electrocardiogram interference should be considered primarily comparing to other noises. In this paper, a modified independent component analysis algorithm was proposed to eliminate the maternal electrocardiogram. Different from the conventional independent component analysis model, the proposed algorithm was simplified to a single parameter optimization problem for the two-channel electrocardiogram record. The results indicated that the proposed algorithm can extract the fetal electrocardiogram directly, avoiding the uncertainties in the conventional independent component analysis method. Therefore, the proposed algorithm was suggested to be an effective and robust approach for future applications.
Keywords
electrocardiography; independent component analysis; medical signal processing; obstetrics; fetal electrocardiogram; maternal electrocardiogram; modified independent component analysis; single parameter optimization problem; two-channel electrocardiogram record; Algorithm design and analysis; Electrocardiography; Independent component analysis; Noise; Optimization; Signal processing algorithms; Uncertainty; biomedical signal processing; fetal electrocardiogram; independent component analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Audio, Language and Image Processing (ICALIP), 2014 International Conference on
Conference_Location
Shanghai
Print_ISBN
978-1-4799-3902-2
Type
conf
DOI
10.1109/ICALIP.2014.7009760
Filename
7009760
Link To Document