多重分形系统
统计物理学
系列(地层学)
高斯分布
数学
极限(数学)
分布(数学)
物理
分形
数学分析
量子力学
地质学
古生物学
作者
Jarosław Kwapień,Paweł Błasiak,Stanisław Drożdż,Paweł Oświȩcimka
出处
期刊:Physical review
日期:2023-03-28
卷期号:107 (3)
被引量:25
标识
DOI:10.1103/physreve.107.034139
摘要
Based on the mathematical arguments formulated within the multifractal detrended fluctuation analysis (MFDFA) approach it is shown that, in the uncorrelated time series from the Gaussian basin of attraction, the effects resembling multifractality asymptotically disappear for positive moments when the length of time series increases. A hint is given that this applies to the negative moments as well and extends to the Lévy stable regime of fluctuations. The related effects are also illustrated and confirmed by numerical simulations. This documents that the genuine multifractality in time series may only result from the long-range temporal correlations, and the fatter distribution tails of fluctuations may broaden the width of the singularity spectrum only when such correlations are present. The frequently asked question of what makes multifractality in time series-temporal correlations or broad distribution tails-is thus ill posed. In the absence of correlations only the bifractal or monofractal cases are possible. The former corresponds to the Lévy stable regime of fluctuations while the latter to the ones belonging to the Gaussian basin of attraction in the sense of the central limit theorem.
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