Relationships of exponents in multifractal detrended fluctuation analysis and conventional multifractal analysis

被引:12
|
作者
Zhou Yu [1 ]
Leung Yee [1 ,2 ,3 ]
Yu Zu-Guo [4 ,5 ]
机构
[1] Chinese Univ Hong Kong, Dept Geog & Resource Management, Hong Kong, Hong Kong, Peoples R China
[2] Chinese Univ Hong Kong, Ctr Environm Policy & Resource Management, Hong Kong, Hong Kong, Peoples R China
[3] Chinese Univ Hong Kong, Inst Space & Earth Informat Sci, Hong Kong, Hong Kong, Peoples R China
[4] Queensland Univ Technol, Fac Sci & Technol, Discipline Math Sci, Brisbane, Q 4001, Australia
[5] Xiangtan Univ, Sch Math & Computat Sci, Xiangtan 411105, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
fractals; Hurst exponent; multifractal detrended fluctuation analysis; time series analysis; RIVER-BASIN; RECORDS; SERIES; CHINA;
D O I
10.1088/1674-1056/20/9/090507
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Multifractal detrended fluctuation analysis (MF-DFA) is a relatively new method of multifractal analysis. It is extended from detrended fluctuation analysis (DFA), which was developed for detecting the long-range correlation and the fractal properties in stationary and non-stationary time series. Although MF-DFA has become a widely used method, some relationships among the exponents established in the original paper seem to be incorrect under the general situation. In this paper, we theoretically and experimentally demonstrate the invalidity of the expression tau(q) = qh(q) - 1 stipulating the relationship between the multifractal exponent tau(q) and the generalized Hurst exponent h(q). As a replacement, a general relationship is established on the basis of the universal multifractal formalism for the stationary series as tau(q) = qh(q) - qH' - 1, where H' is the nonconservation parameter in the universal multifractal formalism. The singular spectra, alpha and f(alpha), are also derived according to this new relationship.
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页数:9
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