DocumentCode :
2880978
Title :
Detection of T wave alternans in non-stationary noise: a GLRT approach
Author :
Martínez, J.P. ; Olmos, S.
Author_Institution :
Aragon Inst. of Eng. Res., Zaragoza Univ., Aragon, Spain
fYear :
2003
fDate :
21-24 Sept. 2003
Firstpage :
161
Lastpage :
164
Abstract :
T wave alternans (TWA) has been proposed as a marker for cardiac instability and high risk of malignant ventricular arrhythmias. In this work, we analyze a generalized likelihood ratio test (GLRT) approach to TWA detection. We used several noise models considering Gaussian and Laplacian distributions as well as three stationarity degrees. Another novelty of the proposed detectors is the use of the data from the P wave. The GLRT detectors for all the models were derived and implemented. Their detection performance was evaluated using real ECG signals with simulated TWA, showing that models accounting for the non-stationarity of the noise obtained best results. We also found that Laplacian-based detectors outperformed those based on Gaussian noise assumption.
Keywords :
Gaussian distribution; Gaussian noise; electrocardiography; medical signal detection; ECG signals; GLRT approach; GLRT detectors; Gaussian distribution; Gaussian noise; Laplacian distribution; P wave; T wave alternans; cardiac instability; generalized likelihood ratio test; malignant ventricular arrhythmias; noise models; nonstationary noise; Cancer; Detectors; Electrocardiography; Gaussian noise; Laplace equations; Noise shaping; Samarium; Shape; Signal analysis; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers in Cardiology, 2003
ISSN :
0276-6547
Print_ISBN :
0-7803-8170-X
Type :
conf
DOI :
10.1109/CIC.2003.1291115
Filename :
1291115
Link To Document :
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