Using wavelets for data generation

被引:43
作者
Bayazit, M [1 ]
Aksoy, H [1 ]
机构
[1] Istanbul Tech Univ, Fac Civil Engn, Hydraul Div, TR-80626 Istanbul, Turkey
关键词
D O I
10.1080/02664760020016073
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Wavelets are proposed as a non-parametric data generation tool. The idea behind the suggested method is decomposition of data into its details and later reconstruction by summation of the details randomly to generate new data. A Haar wavelet is used because of its simplicity. The method is applied to annual and monthly streamflow series taken from Turkey and USA. It is found to give good results for non-skewed data, as well as in the presence of auto-correlation.
引用
收藏
页码:157 / 166
页数:10
相关论文
共 14 条
[1]  
BOX GEP, 1994, TIME SERIES ANAL
[2]  
FENG G, 1998, P MOD HYDR PROC THEI
[3]  
FOUFOULAGEORGIO.E, 1994, WAVELETS GEOPHYSICS
[4]   Using wavelets for data smoothing: a simulation study [J].
Horgan, GW .
JOURNAL OF APPLIED STATISTICS, 1999, 26 (08) :923-932
[5]  
Kulkarni JR, 2000, INT J CLIMATOL, V20, P89, DOI 10.1002/(SICI)1097-0088(200001)20:1<89::AID-JOC458>3.0.CO
[6]  
2-W
[7]   A MULTICOMPONENT DECOMPOSITION OF SPATIAL RAINFALL FIELDS .1. SEGREGATION OF LARGE-SCALE AND SMALL-SCALE FEATURES USING WAVELET TRANSFORMS [J].
KUMAR, P ;
FOUFOULA-GEORGIOU, E .
WATER RESOURCES RESEARCH, 1993, 29 (08) :2515-2532
[8]   A THEORY FOR MULTIRESOLUTION SIGNAL DECOMPOSITION - THE WAVELET REPRESENTATION [J].
MALLAT, SG .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (07) :674-693
[9]  
Rao R.M., 1998, WAVELET TRANSFORMS I
[10]   STOCHASTIC GENERATION OF MONTHLY FLOWS FOR EPHEMERAL STREAMS [J].
SRIKANTHAN, R ;
MCMAHON, TA .
JOURNAL OF HYDROLOGY, 1980, 47 (1-2) :19-40