DocumentCode :
591250
Title :
A new robust T wave alternans detector and its threshold optimization
Author :
Meste, O. ; Janusek, Dariusz ; Kania, Michal
Author_Institution :
Lab. I3S, Univ. de Nice-Sophia Antipolis, Nice, France
fYear :
2012
fDate :
9-12 Sept. 2012
Firstpage :
425
Lastpage :
428
Abstract :
The conventional spectral method is indeed a typical confidence interval computation that use normalized Fourier transform frequencies F{f} at f = 0.5. In order to get a robust detector with respect to spikes due to single-frequency tone interference and to exploit the entire frequency band to reduce the variance we proposed new parameter called SMM (F{0.5}/median(F{]0.5, 0[})). The second stage of this work was to optimize the threshold selection by using a full Monte-Carlo simulation where alternans/no-alternans episodes of length 16 with magnitude of 2 were corrupted by a gaussian noise with different powers and a sines with different frequencies. All the combinations of noise and frequency, repeated 500 times, were selected in order to compute a mean probability of detection (Pd) and mean false alarm probability (Pfa) for different thresholds. Imposing Pfa=0.05, we get the Pd for the t-test, matched pair t-test, GLRT, SM, SMM equal to 0.65, 0.68, 0.63, 0.75, 0.8, respectively. The optimized threshold is 2.05 for SMM and 3.6 for SM. Study group consisted of 50 patients with ICD stimulated (ventricular) at 100bpm (age: 55.3 σ16.4; LVEF: 42.8 σ15.5). Two minutes recordings were analyzed. XYZ orthogonal lead system was used. The best performance was detected with use of SMM method in comparison with conventional spectral method. Positive TWA was detected when median of duration of all episodes above threshold was greater than 4.
Keywords :
Fourier transforms; Gaussian noise; Monte Carlo methods; biomedical equipment; cardiology; medical computing; optimisation; probability; prosthetics; GLRT; Gaussian noise; ICD stimulation; Monte-Carlo simulation; SM; SMM method; XYZ orthogonal lead system; conventional spectral method; frequency band; matched pair t-test; mean false alarm probability; mean probability detection; normalized Fourier transform frequencies; robust T wave alternan detector; single-frequency tone interference; spikes; threshold optimization; typical confidence interval computation; Detectors; Fourier transforms; Interference; Noise; Robustness; Sensitivity; Spectral analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing in Cardiology (CinC), 2012
Conference_Location :
Krakow
ISSN :
2325-8861
Print_ISBN :
978-1-4673-2076-4
Type :
conf
Filename :
6420421
Link To Document :
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