کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
975781 1480176 2014 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A criterion for the determination of optimal scaling ranges in DFA and MF-DFA
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات فیزیک ریاضی
پیش نمایش صفحه اول مقاله
A criterion for the determination of optimal scaling ranges in DFA and MF-DFA
چکیده انگلیسی


• We develop a criterion to determine optimal fitting regions in DFA and MF-DFA.
• We use it on several artificial series and find good agreement with known parameters.
• We show that crossover scales can be objectively estimated with this method.
• We also examine monthly sunspot data and confirm previous scaling results.

We develop a criterion based on a brute-force algorithm to systematically determine optimal fitting regions for fluctuation functions in Detrended Fluctuation Analysis (DFA) and Multifractal Detrended Fluctuation Analysis (MF-DFA). We analyze and compare results with several artificially generated time series with known parameters as illustrative examples of this technique. We show that crossover time scales can also be objectively and efficiently estimated using the introduced algorithm. Finally, we employ the proposed methodology to study the scaling behavior of a natural time series: monthly sunspot data previously filtered with empirical mode decomposition (EMD); in this case we find results comparable with those found in the literature.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Physica A: Statistical Mechanics and its Applications - Volume 397, 1 March 2014, Pages 17–30
نویسندگان
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