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Recognition of stable distribution with Levy index a close to 2.

Authors :
Burnecki, Krzysztof
Wylomańska, Agnieszka
Beletskii, Aleksei
Gonchar, Vsevolod
Chechkin, Aleksei
Source :
Physical Review E: Statistical, Nonlinear & Soft Matter Physics. May2012, Vol. 85 Issue 5-2, p1-8. 8p.
Publication Year :
2012

Abstract

We address the problem of recognizing &agr;-stable Lévy distribution with Lévy index close to 2 from experimental data. We are interested in the case when the sample size of available data is not large, thus the power law asymptotics of the distribution is not clearly detectable, and the shape of the empirical probability density function is close to a Gaussian. We propose a testing procedure combining a simple visual test based on empirical fourth moment with the Anderson-Darling and larque-Bera statistical tests and we check the efficiency of the method on simulated data. Furthermore, we apply our method to the analysis of turbulent plasma density and potential fluctuations measured in the stellarator-type fusion device and demonstrate that the phenomenon of the L-H transition from low confinement, L mode, to a high confinement, H mode, which occurs in this device is accompanied by the transition from Lévy to Gaussian fluctuation statistics. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15393755
Volume :
85
Issue :
5-2
Database :
Academic Search Index
Journal :
Physical Review E: Statistical, Nonlinear & Soft Matter Physics
Publication Type :
Academic Journal
Accession number :
77740278
Full Text :
https://doi.org/10.1103/PhysRevE.85.056711