DocumentCode :
2527606
Title :
Fetal ECG extraction and enhancement in prenatal monitoring — Review and implementation issues
Author :
Ravindrakumar, S. ; Raja, Kiran B.
Author_Institution :
Dept. of Electron. & Commun. Eng., Chettinad Coll. of Eng. & Technol., Karur, India
fYear :
2010
fDate :
17-19 Dec. 2010
Firstpage :
16
Lastpage :
20
Abstract :
This paper presents a detail review and implementation issue of fetal ECG extraction and enhancement. The focus is also made on proper placement of electrodes for fetal ECG monitoring in twins and multi-fetal prenatal. Various extraction methods like correlation, subtraction, matched filtering, linear regression and independent component analysis are discussed. For enhancement neural networks, fuzzy logic, wavelet transform and polynomial networks are discussed. When methods like correlation and subtraction are obsolete, adaptive filtering and independent component analysis methods are mainly used for extraction and enhancement of FECG (Fetal electro cardiogram). The enhancement methods are used for classification and diagnosis purpose through parameter analysis. The method to be used depends on the number of electrodes used. If more number of electrodes are used the accuracy is more but the complexity increases. To overcome the tradeoffs between complexity and accuracy a new method is proposed to minimize the complexity in placing the electrodes and a modified independent component analysis method is proposed for extraction. For enhancement a new algorithm is proposed to improve the quality of Fetal ECG using signal processing technique.
Keywords :
electrocardiography; feature extraction; fuzzy logic; image enhancement; independent component analysis; medical image processing; neural nets; patient monitoring; polynomials; wavelet transforms; adaptive filtering; fetal ECG enhancement; fetal ECG extraction; fetal electro cardiogram; fuzzy logic; independent component analysis; multifetal prenatal; neural networks; parameter analysis; polynomial networks; prenatal monitoring; signal processing; twin prenatal; wavelet transform; Belts; Electrocardiography; Electrodes; Fetus; Independent component analysis; Monitoring; Noise; Electrode Placement; FECG extraction; Fetal ECG; Fetal Monitoring;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Trendz in Information Sciences & Computing (TISC), 2010
Conference_Location :
Chennai
Print_ISBN :
978-1-4244-9007-3
Type :
conf
DOI :
10.1109/TISC.2010.5714599
Filename :
5714599
Link To Document :
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