Long term persistence in daily wind speed series using fractal dimension

被引:14
作者
Harrouni, Samia [1 ]
机构
[1] USTHB, Fac Elect & Comp, Instrumentat Lab, POB 32, Algiers 16111, Algeria
关键词
fractal dimension; rectangular covering method; least squares estimation; wind speed; correlation; long-term persistence;
D O I
10.1260/1750-9548.7.2.87
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In the assessment of wind turbines installations efficiency long series of wind speed data are necessary. Such data are not usually available it is then important to generate them. In this paper we examine the long-term persistence of daily wind speed data with many years of record using the fractal dimension. The persistence measures the correlation between adjacent values within the time series. Values of a time series can affect other values In the time series that are not only nearby In time but also far away In time. For this purpose, a new method to measure the fractal dimension of temporal discrete signals is presented. The fractal dimension is then used as criterion in an approach we have elaborated to detect the long term correlation In wind speed series. The results show that daily wind speed are anti-persistent.
引用
收藏
页码:87 / 93
页数:7
相关论文
共 12 条
[1]  
[Anonymous], SURFACTANTS PERS CAR
[2]  
Bouligand G, 1928, B SCI MATH, V52, P320
[3]  
Bouligand M., 1928, B SCI MATH, V52, P361
[4]   Fractal dimension of wind speed time series [J].
Chang, Tian-Pau ;
Ko, Hong-Hsi ;
Liu, Feng-Jiao ;
Chen, Pai-Hsun ;
Chang, Ying-Pin ;
Liang, Ying-Hsin ;
Jang, Horng-Yuan ;
Lin, Tsung-Chi ;
Chen, Yi-Hwa .
APPLIED ENERGY, 2012, 93 :742-749
[5]   EVALUATING THE FRACTAL DIMENSION OF PROFILES [J].
DUBUC, B ;
QUINIOU, JF ;
ROQUESCARMES, C ;
TRICOT, C ;
ZUCKER, SW .
PHYSICAL REVIEW A, 1989, 39 (03) :1500-1512
[6]   Classification of daily solar irradiation by fractional analysis of 10-min-means of solar irradiance [J].
Harrouni, S ;
Guessoum, A ;
Maafi, A .
THEORETICAL AND APPLIED CLIMATOLOGY, 2005, 80 (01) :27-36
[7]   Using fractal dimension to quantify long-range persistence in global solar radiation [J].
Harrouni, S. ;
Guessoum, A. .
CHAOS SOLITONS & FRACTALS, 2009, 41 (03) :1520-1530
[8]  
Harrouni S., 2010, 3 C NONL SCI COMPL N
[9]  
Harrouni S., 2008, MODELING SOLAR RAD E, P29, DOI DOI 10.1007/978-3-540-77455-6_2
[10]   Self-affine time series: measures of weak and strong persistence [J].
Malamud, BD ;
Turcotte, DL .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1999, 80 (1-2) :173-196