High frequency (daily) data analysis of the Southern Oscillation Index. Tsallis nonextensive statistical mechanics approach

被引:7
作者
Petroni, F. [1 ]
Ausloos, M. [1 ]
机构
[1] SUPRATECS, B-4000 Liege, Belgium
基金
澳大利亚研究理事会;
关键词
D O I
10.1140/epjst/e2007-00088-8
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Daily data of the Southern Oscillation Index between 1999 and mid-2006 has been analyzed in order to obtain the shape and tails of the partial distribution functions (PDF) of the variability of the index. A model originally proposed to describe the intermittent behavior of turbulent flows describes the behavior of the normalized variability for such a climatological index, for small and large time windows, both for small and large variability. The model is linked to Tsallis nonextensive statistics. The transition between the small time scale model of nonextensive, intermittent process and the large scale Gaussian extensive homogeneous fluctuation picture is found to occur at above a ca. 46 days time lag. The intermittency exponent (K) in the framework of the Kolmogorov log-normal model is found to be related to the scaling exponent of the PDF moments. The value of kappa (= 0.25) is in agreement with the intermittency exponent recently obtained for other atmospheric data and for the monthly data, indicating so called scaling universality. We suggest improvements on forecasting along the lines of Tsallis non extensive statistics.
引用
收藏
页码:201 / 208
页数:8
相关论文
共 34 条
[1]  
Abe S., 2001, NONEXTENSIVE STAT ME
[2]   Statistical physics in meteorology [J].
Ausloos, M .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2004, 336 (1-2) :93-101
[3]   Power-law correlations in the southern-oscillation-index fluctuations characterizing El Nino [J].
Ausloos, M ;
Ivanova, K .
PHYSICAL REVIEW E, 2001, 63 (04) :472011-472014
[4]  
AUSLOOS M, 2006, IN PRESS PHYSICA A
[5]  
Baldovin F, 2002, PHYS REV E, V66, DOI [10.1103/PhysRevE.66.045104, 10.1103/PhysrevE.66.045104]
[6]   Sensitivity to initial conditions at bifurcations in one-dimensional nonlinear maps: Rigorous nonextensive solutions [J].
Baldovin, F ;
Robledo, A .
EUROPHYSICS LETTERS, 2002, 60 (04) :518-524
[7]   Dynamical foundations of nonextensive statistical mechanics [J].
Beck, C .
PHYSICAL REVIEW LETTERS, 2001, 87 (18) :180601-1
[8]   Scaling exponents in fully developed turbulence from nonextensive statistical mechanics [J].
Beck, C .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2001, 295 (1-2) :195-200
[9]   Measuring nonextensitivity parameters in a turbulent Couette-Taylor flow [J].
Beck, C ;
Lewis, GS ;
Swinney, HL .
PHYSICAL REVIEW E, 2001, 63 (03) :353031-353034
[10]  
Brockwell P., 1991, TIME SERIES THEORY M