DocumentCode :
333429
Title :
On modeling impulsive bioacoustic signals with symmetric α-stable distributions: application in discontinuous adventitious lung sounds and explosive bowel sounds
Author :
Hadjileontiadis, Leontios J. ; Panas, Stavros M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Aristotelian Univ. of Thessaloniki, Greece
fYear :
1998
fDate :
29 Oct-1 Nov 1998
Firstpage :
13
Abstract :
A new perspective in modeling impulsive bioacoustic signals (BS) by means of symmetric α-stable distribution (SαS) is presented in this work. The method was applied in discontinuous adventitious lung sounds and explosive bowel sounds drawn from BS databases, after de-noising. Their non-Gaussianity due to their strong impulsiveness was confirmed and SαS-based model was used for autoregressive (AR) estimation of their source signal. Via the parameters of SαS (a, α and γ) the effect of the transmission path on the impulsive nature of the source was described. Values of the covariation coefficient λXY confirmed a correlation of squawks and fine crackles in their production mechanism
Keywords :
acoustic correlation; autoregressive processes; bioacoustics; correlation theory; covariance analysis; higher order statistics; lung; medical signal processing; physiological models; probability; time series; SαS-based model; autoregressive estimation; correlation; covariation coefficient; de-noising; discontinuous adventitious lung sounds; explosive bowel sounds; fine crackles; impulsive bioacoustic signals modelling; non-Gaussianity; parameter estimates; source signal; squawks; strong impulsiveness; symmetric α-stable distributions; transmission path; univariate distribution function; Application software; Biomedical acoustics; Density functional theory; Explosives; Lungs; Noise reduction; Probability distribution; Random variables; Statistical analysis; Thickness measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 1998. Proceedings of the 20th Annual International Conference of the IEEE
Conference_Location :
Hong Kong
ISSN :
1094-687X
Print_ISBN :
0-7803-5164-9
Type :
conf
DOI :
10.1109/IEMBS.1998.745810
Filename :
745810
Link To Document :
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