Regional Intensity-Duration-Frequency Curves Derived from Ensemble Empirical Mode Decomposition and Scaling Property

被引:22
作者
Kuo, Chun-Chao [1 ]
Gan, Thian Yew [1 ]
Chan, Steven [2 ]
机构
[1] Univ Alberta, Dept Civil & Environm Engn, Edmonton, AB T6G 2W2, Canada
[2] City Edmonton, Asset Management & Publ Works Dept, Edmonton, AB T5J 3A3, Canada
关键词
Regional intensity-duration-frequency curves; Precipitation data; Extreme value type I probability distribution; General extreme value probability distribution; Probability weighted moment method; Ensemble empirical mode decomposition; Scaling property; HILBERT SPECTRUM; RAINFALL; DISTRIBUTIONS;
D O I
10.1061/(ASCE)HE.1943-5584.0000612
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper proposes deriving regional intensity-duration-frequency (IDF) curves for Edmonton, Canada, based on the scaling property of precipitation data using ensemble empirical mode decomposition (EEMD). Selected sets of annual maximum precipitation data were decomposed by the EEMD to intrinsic mode functions (IMFs), and the scaling property was investigated. Next, representative scale exponents were extracted. The results show that quantiles derived from general extreme value (GEV) probability distribution (PD) with parameters derived by the probability-weighted moment (PWM) are more accurate than those derived from the extreme value type I (EVI) PD with parameters derived by the method of moment (MOM), whose underestimation of rainfall intensity becomes obvious for high return period (greater than 25 years) and short duration (less than 1 h). The results also show that for Edmonton, generally three of four IMFs of the precipitation data showed a simple scaling property, and regional IDF curves derived from the scaling IDF and EEMD approach predict accurate storm intensities for rain-gauging sites at both the calibration and validation stages, but there could be errors associated with predicted storms of high return periods (100 year). DOI: 10.1061/(ASCE)HE.1943-5584.0000612. (C) 2013 American Society of Civil Engineers.
引用
收藏
页码:66 / 74
页数:9
相关论文
共 26 条
[1]  
[Anonymous], 1986, 12210 RC IBM RES DIV
[2]  
[Anonymous], 1993, HDB HYDROLOGY
[3]  
[Anonymous], WORLD SCI
[4]   Estimation of sub-hourly DDF curves using scaling properties of hourly and sub-hourly data at partially gauged site [J].
Aronica, GT ;
Freni, G .
ATMOSPHERIC RESEARCH, 2005, 77 (1-4) :114-123
[5]  
Canadian Standards Association, 2010, GUID CAN WAT RES PRA
[6]   Regional flood-rainfall duration-frequency modeling at small ungaged sites [J].
Cunderlik, Juraj M. ;
Ouarda, Taha B. M. J. .
JOURNAL OF HYDROLOGY, 2007, 345 (1-2) :61-69
[7]   Generating robust rainfall intensity-duration-frequency estimates with short-record satellite data [J].
Endreny, Theodore A. ;
Imbeah, Nana .
JOURNAL OF HYDROLOGY, 2009, 371 (1-4) :182-191
[8]   PROBABILITY WEIGHTED MOMENTS - DEFINITION AND RELATION TO PARAMETERS OF SEVERAL DISTRIBUTIONS EXPRESSABLE IN INVERSE FORM [J].
GREENWOOD, JA ;
LANDWEHR, JM ;
MATALAS, NC ;
WALLIS, JR .
WATER RESOURCES RESEARCH, 1979, 15 (05) :1049-1054
[9]   A study of twentieth-century extreme rainfall events in the United Kingdom with implications for forecasting [J].
Hand, WH ;
Fox, NI ;
Collier, CG .
METEOROLOGICAL APPLICATIONS, 2004, 11 (01) :15-31
[10]   A confidence limit for the empirical mode decomposition and Hilbert spectral analysis [J].
Huang, NE ;
Wu, MLC ;
Long, SR ;
Shen, SSP ;
Qu, WD ;
Gloersen, P ;
Fan, KL .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2003, 459 (2037) :2317-2345