Fetal ECG extraction from maternal abdominal ECG using neural network

FECG (Fetal ECG) signal contains potentially precise information that could assist clinicians in making more appro-priate and timely decisions during pregnancy and labor. The extraction and detection of the FECG signal from com-posite maternal abdominal signals with powerful and advance methodologie...

Full description

Bibliographic Details
Main Author:	Ibrahimy, Muhammad Ibn
Format:	Article
Language:	English
Published:	Scientific Research Publishing 2009
Subjects:	TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
Online Access:	http://irep.iium.edu.my/928/ http://irep.iium.edu.my/928/ http://irep.iium.edu.my/928/ http://irep.iium.edu.my/928/1/Fetal_ECG_Extraction_from_Maternal_Abdominal_ECG_using_Neural_Network.pdf

id	iium-928
recordtype	eprints
spelling	iium-9282011-08-08T02:52:48Z http://irep.iium.edu.my/928/ Fetal ECG extraction from maternal abdominal ECG using neural network Ibrahimy, Muhammad Ibn TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices FECG (Fetal ECG) signal contains potentially precise information that could assist clinicians in making more appro-priate and timely decisions during pregnancy and labor. The extraction and detection of the FECG signal from com-posite maternal abdominal signals with powerful and advance methodologies is becoming a very important requirement in fetal monitoring. The purpose of this paper is to illustrate the developed algorithms on FECG signal extraction from the abdominal ECG signal using Neural Network approach to provide efficient and effective ways of separating and understanding the FECG signal and its nature. The FECG signal was isolated from the abdominal signal by neural network approach with different learning constant value and momentum as well so that acceptable signal can be con-sidered. According to the output it can be said that the algorithm is working satisfactory on high learning rate and low momentum value. The method appears to be exceedingly robust, correctly isolate the FECG signal from abdominal ECG. Scientific Research Publishing 2009 Article PeerReviewed application/pdf en http://irep.iium.edu.my/928/1/Fetal_ECG_Extraction_from_Maternal_Abdominal_ECG_using_Neural_Network.pdf Ibrahimy, Muhammad Ibn (2009) Fetal ECG extraction from maternal abdominal ECG using neural network. Journal of Software Engineering and Applications, 2 (5). pp. 330-334. ISSN 1945-3116 http://www.scirp.org/journal/PaperInformation.aspx?PaperID=1083&JournalID=45 10.4236/jsea.2009.25043
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
spellingShingle	TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices Ibrahimy, Muhammad Ibn Fetal ECG extraction from maternal abdominal ECG using neural network
description	FECG (Fetal ECG) signal contains potentially precise information that could assist clinicians in making more appro-priate and timely decisions during pregnancy and labor. The extraction and detection of the FECG signal from com-posite maternal abdominal signals with powerful and advance methodologies is becoming a very important requirement in fetal monitoring. The purpose of this paper is to illustrate the developed algorithms on FECG signal extraction from the abdominal ECG signal using Neural Network approach to provide efficient and effective ways of separating and understanding the FECG signal and its nature. The FECG signal was isolated from the abdominal signal by neural network approach with different learning constant value and momentum as well so that acceptable signal can be con-sidered. According to the output it can be said that the algorithm is working satisfactory on high learning rate and low momentum value. The method appears to be exceedingly robust, correctly isolate the FECG signal from abdominal ECG.
format	Article
author	Ibrahimy, Muhammad Ibn
author_facet	Ibrahimy, Muhammad Ibn
author_sort	Ibrahimy, Muhammad Ibn
title	Fetal ECG extraction from maternal abdominal ECG using neural network
title_short	Fetal ECG extraction from maternal abdominal ECG using neural network
title_full	Fetal ECG extraction from maternal abdominal ECG using neural network
title_fullStr	Fetal ECG extraction from maternal abdominal ECG using neural network
title_full_unstemmed	Fetal ECG extraction from maternal abdominal ECG using neural network
title_sort	fetal ecg extraction from maternal abdominal ecg using neural network
publisher	Scientific Research Publishing
publishDate	2009
url	http://irep.iium.edu.my/928/ http://irep.iium.edu.my/928/ http://irep.iium.edu.my/928/ http://irep.iium.edu.my/928/1/Fetal_ECG_Extraction_from_Maternal_Abdominal_ECG_using_Neural_Network.pdf
first_indexed	2023-09-18T20:08:07Z
last_indexed	2023-09-18T20:08:07Z
_version_	1777407295369510912

Fetal ECG extraction from maternal abdominal ECG using neural network

Similar Items