DocumentCode :
2967696
Title :
A robust T wave alternans detector based on the GLRT for Laplacian noise distribution
Author :
Martínez, JP ; Olmos, S.
Author_Institution :
Electron. Eng. & Commun. Dept., Zaragoza Univ., Spain
fYear :
2002
fDate :
22-25 Sept. 2002
Firstpage :
677
Lastpage :
680
Abstract :
T wave alternans (TWA) has been proposed as a marker of cardiac instability and high risk for malignant ventricular arrhythmias and sudden cardiac death. Several algorithms have been used to detect and estimate TWA, such as the spectral method (SM), complex demodulation (CD) or correlation method. In this work, we show that SM and CD methods can be understood as a Generalized Likelihood Ratio Test (GLRT) for TWA episodes in Gaussian noise. However, the noise distribution in ECG recordings is more \´heavy-tailed\´ than Gaussian noise due to outliers (eg artifacts, impulsive noise, baseline wandering, or ectopic beats). In this paper, we derive a similar GLRT TWA detector and amplitude estimator for Laplacian noise. The resulting estimator is, in fact, a "median filtered complex demodulation". Simulation results suggest that this new approach is more robust than CD or SM when physiological noise is present. The effect is clearer when the noise distribution has heavier tails, as in the case of muscular noise.
Keywords :
electrocardiography; medical signal processing; random noise; Laplacian noise distribution; cardiac instability; complex demodulation; correlation method; generalized likelihood ratio test; malignant ventricular arrhythmias; muscular noise; noise distribution; robust T wave alternans detector; spectral method; sudden cardiac death; Cancer; Correlation; Demodulation; Detectors; Electrocardiography; Gaussian noise; Laplace equations; Noise robustness; Samarium; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers in Cardiology, 2002
ISSN :
0276-6547
Print_ISBN :
0-7803-7735-4
Type :
conf
DOI :
10.1109/CIC.2002.1166863
Filename :
1166863
Link To Document :
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