DocumentCode :
475543
Title :
Blind source separation to extract foetal heart sounds from noisy abdominal phonograms: A single channel method
Author :
Jimenez-Gonzalez, A. ; James, Christopher J.
Author_Institution :
Signal Process. & Control Group, Univ. of Southampton, Southampton
fYear :
2008
fDate :
14-16 July 2008
Firstpage :
1
Lastpage :
4
Abstract :
A method for extracting foetal heart sounds (FHS) from noisy single channel abdominal phonograms is proposed. First, an appropriate matrix of delays is constructed; then multiple independent components are calculated using FastICA; finally, components are projected back onto the measurement space and those associated to FHS are subjectively selected. Three single channel phonograms, obtained from different subjects were analysed. Preliminary results are promising and showed successfully extractions of FHS (S1, S2). Future work will increase the number of subjects, evaluate the extraction quality, look for more information about foetal well-being, find an objective way to select FHS, and explore ICA implementations that utilise temporal structure such as Temporal Decorrelation source SEParation (TDSEP).
Keywords :
acoustic applications; acoustic signal processing; bioacoustics; blind source separation; cardiology; independent component analysis; medical signal processing; paediatrics; FHS extraction method; FastICA; TDSEP; Temporal Decorrelation Source Separation; blind source separation; delay matrix; foetal heart sound extraction; independent component analysis; measurement space projection; multiple ICA; noisy abdominal phonograms; single channel method; single channel phonograms; Foetal Phonocardiography; Foetal well-being monitoring; Independent Component Analysis (ICA); Method of Delays;
fLanguage :
English
Publisher :
iet
Conference_Titel :
Advances in Medical, Signal and Information Processing, 2008. MEDSIP 2008. 4th IET International Conference on
Conference_Location :
Santa Margherita Ligure
ISSN :
0537-9989
Print_ISBN :
978-0-86341-934-8
Type :
conf
Filename :
4609072
Link To Document :
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