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New approach for T-wave peak detection and T-wave end location in 12-lead paced ECG signals based on a mathematical model.

Authors :
Madeiro, João P.V.
Nicolson, William B.
Cortez, Paulo C.
Marques, João A.L.
Vázquez-Seisdedos, Carlos R.
Elangovan, Narmadha
Ng, G. Andre
Schlindwein, Fernando S.
Source :
Medical Engineering & Physics. Aug2013, Vol. 35 Issue 8, p1105-1115. 11p.
Publication Year :
2013

Abstract

This paper presents an innovative approach for T-wave peak detection and subsequent T-wave end location in 12-lead paced ECG signals based on a mathematical model of a skewed Gaussian function. Following the stage of QRS segmentation, we establish search windows using a number of the earliest intervals between each QRS offset and subsequent QRS onset. Then, we compute a template based on a Gaussian-function, modified by a mathematical procedure to insert asymmetry, which models the T-wave. Cross-correlation and an approach based on the computation of Trapezium's area are used to locate, respectively, the peak and end point of each T-wave throughout the whole raw ECG signal. For evaluating purposes, we used a database of high resolution 12-lead paced ECG signals, recorded from patients with ischaemic cardiomyopathy (ICM) in the University Hospitals of Leicester NHS Trust, UK, and the well-known QT database. The average T-wave detection rates, sensitivity and positive predictivity, were both equal to 99.12%, for the first database, and, respectively, equal to 99.32% and 99.47%, for QT database. The average time errors computed for T-wave peak and T-wave end locations were, respectively, −0.38±7.12ms and −3.70±15.46ms, for the first database, and 1.40±8.99ms and 2.83±15.27ms, for QT database. The results demonstrate the accuracy, consistency and robustness of the proposed method for a wide variety of T-wave morphologies studied. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13504533
Volume :
35
Issue :
8
Database :
Academic Search Index
Journal :
Medical Engineering & Physics
Publication Type :
Academic Journal
Accession number :
89119319
Full Text :
https://doi.org/10.1016/j.medengphy.2012.11.007