Detecting long-range correlations with detrended fluctuation analysis

被引:1077
作者
Kantelhardt, JW
Koscielny-Bunde, E
Rego, HHA
Havlin, S
Bunde, A
机构
[1] Univ Giessen, Inst Theoret Phys, D-35392 Giessen, Germany
[2] Bar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
[3] Bar Ilan Univ, Gonda Goldschmied Ctr Med Diag, IL-52900 Ramat Gan, Israel
来源
PHYSICA A | 2001年 / 295卷 / 3-4期
关键词
time-series analysis; long-range correlations; detrending;
D O I
10.1016/S0378-4371(01)00144-3
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We examine the detrended fluctuation analysis (DFA), which is a well-established method for the detection of long-range correlations in time series. We show that deviations from scaling which appear at small time scales become stronger in higher orders of DFA, and suggest a modified DFA method to remove them. The improvement is necessary especially for short records that are affected by non-stationarities, Furthermore, we describe how crossovers in the correlation behavior can be detected reliably and determined quantitatively and show how several types of trends in the data affect the different orders of DFA. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:441 / 454
页数:14
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