Recognition of stable distribution with Lévy index α close to 2

Krzysztof Burnecki, Agnieszka Wyłomańska, Aleksei Beletskii, Vsevolod Gonchar, and Aleksei Chechkin
Phys. Rev. E 85, 056711 – Published 31 May 2012

Abstract

We address the problem of recognizing α-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 Jarque-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.

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  • Received 13 March 2012

DOI:https://doi.org/10.1103/PhysRevE.85.056711

©2012 American Physical Society

Authors & Affiliations

Krzysztof Burnecki* and Agnieszka Wyłomańska

  • Hugo Steinhaus Center, Institute of Mathematics and Computer Science, Wroclaw University of Technology, PL-Wroclaw 50-370, Poland

Aleksei Beletskii

  • Institute for Plasma Physics, National Science Center “Kharkov Institute of Physics and Technology”, Kharkov 61108, Ukraine

Vsevolod Gonchar§

  • Akhiezer Institute for Theoretical Physics, National Science Center “Kharkov Institute of Physics and Technology”, Kharkov 61108, Ukraine

Aleksei Chechkin

  • Akhiezer Institute for Theoretical Physics, National Science Center “Kharkov Institute of Physics and Technology”, Kharkov 61108, Ukraine and Institute of Physics and Astronomy, University of Potsdam, D-14476 Potsdam-Golm, Germany

  • *krzysztof.burnecki@pwr.wroc.pl
  • agnieszka.wylomanska@pwr.wroc.pl
  • beletskii@kipt.kharkov.ua
  • §vsevolod.gonchar@gmail.com
  • achechkin@kipt.kharkov.ua

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Issue

Vol. 85, Iss. 5 — May 2012

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