Application of the stochastic model for temporal rainfall disaggregation for hydrological studies in north western England

被引:12
作者
Abdellatif, M. [1 ]
Atherton, W. [1 ]
Alkhaddar, R. [1 ]
机构
[1] Liverpool John Moores Univ, Sch Built Environm, Peter Jost Ctr, Liverpool L3 3AF, Merseyside, England
关键词
Bartlett-Lewis rectangular pulses model; daily rainfall; disaggregation; extremes; HYETOS; RECTANGULAR PULSES MODEL; CLUSTER MODEL; POINT;
D O I
10.2166/hydro.2012.090
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Assessment of climate change on any hydrological system requires higher temporal resolution at hourly or less in terms of time scale. This paper implements the Bartlett-Lewis Rectangular Pulses (BLRP) model coupled with a proportional adjusting procedure to disaggregate daily rainfall to hourly rainfall in order to demonstrate the reliability of this method. Three stations in northwestern England have been selected that represent different climates in the region. Parameters estimation of the BLRP model has been performed under different levels of hourly rainfall aggregation for a combination of rainfall statistics. The HYETOS model, which applies BLRP, reproduced standard statistics such as mean, variance, Lag-1, autocorrelation as well as dry proportions. Moreover, the model was proven to have the capability to disaggregate the rainfall extremes. The fitted BLRP model could then be used to disaggregate future daily rainfall in order to investigate the climate change impact of different rainfall intensities.
引用
收藏
页码:555 / 567
页数:13
相关论文
共 19 条
[11]   A DYNAMIC-MODEL FOR SHORT-SCALE RAINFALL DISAGGREGATION [J].
KOUTSOYIANNIS, D ;
XANTHOPOULOS, T .
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 1990, 35 (03) :303-322
[12]  
KOUTSOYIANNIS D, 2000, HYETOS COMPUTER PROG
[13]   MODELING OF BRITISH RAINFALL USING A RANDOM PARAMETER BARTLETT-LEWIS RECTANGULAR PULSE MODEL [J].
ONOF, C ;
WHEATER, HS .
JOURNAL OF HYDROLOGY, 1993, 149 (1-4) :67-95
[14]  
Pui A., 2009, 18 WORLD IMACS MODSI
[15]   RECTANGULAR PULSES POINT PROCESS MODELS FOR RAINFALL - ANALYSIS OF EMPIRICAL-DATA [J].
RODRIGUEZ-ITURBE, I ;
DEPOWER, BF ;
VALDES, JB .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1987, 92 (D8) :9645-9656
[16]   A POINT PROCESS MODEL FOR RAINFALL - FURTHER DEVELOPMENTS [J].
RODRIGUEZ-ITURBE, I ;
COX, DR ;
ISHAM, V .
PROCEEDINGS OF THE ROYAL SOCIETY OF LONDON SERIES A-MATHEMATICAL AND PHYSICAL SCIENCES, 1988, 417 (1853) :283-298
[17]   SOME MODELS FOR RAINFALL BASED ON STOCHASTIC POINT-PROCESSES [J].
RODRIGUEZ-ITURBE, I ;
COX, DR ;
ISHAM, V .
PROCEEDINGS OF THE ROYAL SOCIETY OF LONDON SERIES A-MATHEMATICAL AND PHYSICAL SCIENCES, 1987, 410 (1839) :269-288
[18]   Spatiat-temporal disaggregation of daily rainfall from a generalized linear model [J].
Segond, M-L ;
Onof, C. ;
Wheater, H. S. .
JOURNAL OF HYDROLOGY, 2006, 331 (3-4) :674-689
[19]  
Wheater H., 2005, F2105TR R7D LOND U C