Title :
Application of Adaptive Filtering and Linear Regression for Determining T-Wave Limits in Neonatal ECG
Author :
Yahya, Iskandar ; Benaissa, Mohammed ; Clark, Simon
Author_Institution :
Univ. Kebangsaan Malaysia, Bangi
Abstract :
Two algorithms have been identified, namely the adaptive filtering method and tangent method, which can be used to automatically detect the end of T-wave in neonatal ECG for determining the QT and QTc duration. By modifying the initial conditions and parameters in the algorithms, both algorithms have been successfully applied in real time to process real neonatal ECGs with various noise levels. The accuracy and the precision of both algorithms were examined by comparing the result with manual readings done by a cardiologist. The algorithms can be used to analyze neonatal ECG for long QT syndrome in real time and automatically to aid early diagnosis, subjected to further test and verification.
Keywords :
adaptive filters; electrocardiography; filtering theory; medical signal processing; regression analysis; adaptive filtering; cardiologist; linear regression; neonatal ECG; t-wave limits; tangent method; Adaptive filters; Cardiology; Electrocardiography; Filtering algorithms; Heart rate interval; Linear regression; Noise level; Pediatrics; Research and development; Signal processing algorithms; Adaptive Filtering; Linear Regression; Neonatal ECG; Signal Processing; T-wave;
Conference_Titel :
Research and Development, 2007. SCOReD 2007. 5th Student Conference on
Conference_Location :
Selangor, Malaysia
Print_ISBN :
978-1-4244-1469-7
Electronic_ISBN :
978-1-4244-1470-3
DOI :
10.1109/SCORED.2007.4451434