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
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