Recognition of stable distribution with Levy index α close to 2

被引:52
作者
Burnecki, Krzysztof [1 ]
Wylomanska, Agnieszka [1 ]
Beletskii, Aleksei [2 ]
Gonchar, Vsevolod [3 ]
Chechkin, Aleksei [3 ,4 ]
机构
[1] Wroclaw Univ Technol, Hugo Steinhaus Ctr, Inst Math & Comp Sci, PL-50370 Wroclaw, Poland
[2] Kharkov Inst Phys & Technol, Inst Plasma Phys, Natl Sci Ctr, UA-61108 Kharkov, Ukraine
[3] Kharkov Inst Phys & Technol, Akhiezer Inst Theoret Phys, Natl Sci Ctr, UA-61108 Kharkov, Ukraine
[4] Univ Potsdam, Inst Phys & Astron, D-14476 Potsdam, Germany
来源
PHYSICAL REVIEW E | 2012年 / 85卷 / 05期
关键词
DIVERTED PLASMAS; SCALING LAWS; EDGE; FLUCTUATIONS; PARAMETERS; NORMALITY; TAIL;
D O I
10.1103/PhysRevE.85.056711
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We address the problem of recognizing alpha-stable Levy distribution with Levy 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 Levy to Gaussian fluctuation statistics. DOI: 10.1103/PhysRevE.85.056711
引用
收藏
页数:8
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