Evidence of crossover phenomena in wind-speed data

被引:73
作者
Kavasseri, RG [1 ]
Nagarajan, R
机构
[1] N Dakota State Univ, Dept Elect & Comp Engn, Fargo, ND 58105 USA
[2] Univ Arkansas Med Sci, Little Rock, AR 72205 USA
基金
美国国家科学基金会;
关键词
crossover phenomena; detrended fluctuation analysis (DFA); Hurst exponents; long-range correlations; wind speed;
D O I
10.1109/TCSI.2004.836846
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a systematic analysis of hourly wind-speed data obtained from three potential wind-generation sites (in North Dakota) is analyzed. The power spectra of the data exhibited a power-law decay characteristic of 1/f(alpha) processes with possible long-range correlations. Conventional analysis using Hurst exponent estimators proved to be inconclusive. Subsequent analysis using detrended fluctuation analysis revealed a crossover in the scaling exponent (a). At short time scales, a scaling exponent of alpha similar to 1.4 indicated that the data resembled Brownian noise, whereas for larger time scales the data exhibited long-range correlations (alphasimilar to0.7). The scaling exponents obtained were similar across the three locations. Our findings suggest the possibility of multiple scaling exponents characteristic of multifractal signals.
引用
收藏
页码:2255 / 2262
页数:8
相关论文
共 34 条
[11]   Fractal dynamics in physiology: Alterations with disease and aging [J].
Goldberger, AL ;
Amaral, LAN ;
Hausdorff, JM ;
Ivanov, PC ;
Peng, CK ;
Stanley, HE .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 :2466-2472
[12]  
HASLETT J, 1989, J R STAT SOC C-APPL, V38, P1
[13]  
HASLETT J, 1979, ENVIRON RES, V3, P333
[14]   IS WALKING A RANDOM-WALK - EVIDENCE FOR LONG-RANGE CORRELATIONS IN STRIDE INTERVAL OF HUMAN GAIT [J].
HAUSDORFF, JM ;
PENG, CK ;
LADIN, Z ;
WEI, JY ;
GOLDBERGER, AL .
JOURNAL OF APPLIED PHYSIOLOGY, 1995, 78 (01) :349-358
[15]   Effect of trends on detrended fluctuation analysis [J].
Hu, K ;
Ivanov, PC ;
Chen, Z ;
Carpena, P ;
Stanley, HE .
PHYSICAL REVIEW E, 2001, 64 (01) :19-011114
[16]  
HURST HE, 1951, T AM SOC CIV ENG, V116, P770
[17]   Multifractality in human heartbeat dynamics [J].
Ivanov, PC ;
Amaral, LAN ;
Goldberger, AL ;
Havlin, S ;
Rosenblum, MG ;
Struzik, ZR ;
Stanley, HE .
NATURE, 1999, 399 (6735) :461-465
[18]   Application of the detrended fluctuation analysis (DFA) method for describing cloud breaking [J].
Ivanova, K ;
Ausloos, M .
PHYSICA A, 1999, 274 (1-2) :349-354
[19]  
KARAGIANNIS T, 2003, P ACM SIGCOMM COMP C
[20]   Indication of a universal persistence law governing atmospheric variability [J].
Koscielny-Bunde, E ;
Bunde, A ;
Havlin, S ;
Roman, HE ;
Goldreich, Y ;
Schellnhuber, HJ .
PHYSICAL REVIEW LETTERS, 1998, 81 (03) :729-732