DocumentCode :
699715
Title :
Multilead estimation of T-wave alternans in the ECG using Principal Component Analysis
Author :
Monasterio, Violeta ; Laguna, Pablo ; Martinez, Juan Pablo
Author_Institution :
Commun. Technol. Group, Univ. of Zaragoza, Zaragoza, Spain
fYear :
2008
fDate :
25-29 Aug. 2008
Firstpage :
1
Lastpage :
5
Abstract :
Several methods have been proposed to automatically detect and estimate T-wave alternans (TWA) in the electrocardiogram. All of them operate on a single-lead basis, and one major drawback is their low sensitivity to low-level alternans. Our group proposed a novel multilead TWA analysis scheme that combines Principal Component Analysis (PCA) with a technique based on the Generalized Likelihood Ratio Test (GLRT). In this work, we evaluate the estimation performance of the proposed scheme, and we compare it to a single-lead analysis scheme. Simulation results show that the proposed multilead scheme allows the estimation of TWA with a SNR 25 dB lower than a single-lead scheme for a given level of accuracy.
Keywords :
electrocardiography; estimation theory; medical signal detection; patient diagnosis; patient treatment; principal component analysis; ECG; GLRT; PCA; T-wave alternans; electrocardiogram; generalized likelihood ratio test; multilead TWA analysis scheme; multilead estimation; principal component analysis; single-lead analysis scheme; Electrocardiography; Estimation; Europe; Lead; Principal component analysis; Signal to noise ratio;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Conference, 2008 16th European
Conference_Location :
Lausanne
ISSN :
2219-5491
Type :
conf
Filename :
7080247
Link To Document :
بازگشت