Random cascade driven rainfall disaggregation for urban hydrology: An evaluation of six models and a new generator

被引:52
作者
Licznar, Pawel [1 ]
Lomotowski, Janusz [1 ]
Rupp, David E. [2 ]
机构
[1] Wroclaw Univ Environm & Life Sci, Inst Environm Engn, PL-50363 Wroclaw, Poland
[2] Oregon State Univ, Hatfield Marine Sci Ctr, Cooperat Inst Marine Resources Studies, Newport, OR 97365 USA
关键词
Rainfall disaggregation; Random cascades; Beta-normal generator; BOUNDED RANDOM CASCADES; MESOSCALE RAINFALL; TIME-SERIES; STATISTICAL-ANALYSIS; FIELDS; MULTIFRACTALS; DISTRIBUTIONS; SIMULATION;
D O I
10.1016/j.atmosres.2010.12.014
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Six variations of multiplicative random cascade models for generating fine-resolution (i.e., 5-minute interval) rainfall time series were evaluated for rainfall in Wroclaw, Poland. Of these variations, one included a new beta-normal generator for a microcanonical cascade. This newly proposed model successfully reproduces the statistical behavior of local 5-minute rainfalls, in terms of intermittency as well as variability. In contrast, both the canonical cascade models with either constant or time-scaled parameters and a microcanonical cascade model with a beta generator substantially underestimate 5-minute maximum rainfall intensities. The canonical models also fail to properly reproduce the intermittency of the rainfall process across a range of timescales. New observations are also made concerning the histograms of the breakdown coefficients (BDC). The tendency of the BDC histograms to have values exactly equal to 0.5 is identified and explained by the quality of pluviograph records. Moreover, the hierarchical evolution of BDC histograms from beta-like for long time steps to beta-normal histograms for short time steps is observed for the first time. The potential advantage is shown of synthetic high resolution rainfall time series generated by the revised microcanonical model for use in hydrology, especially hydrodynamic modelling of urban drainage networks. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:563 / 578
页数:16
相关论文
共 40 条
[1]   Generating precipitation time series using simulated annealing [J].
Bardossy, A .
WATER RESOURCES RESEARCH, 1998, 34 (07) :1737-1744
[2]  
BARRING L, 1992, J APPL METEOROL, V31, P1520, DOI 10.1175/1520-0450(1992)031<1520:COROR>2.0.CO
[3]  
2
[4]   Estimation of an atmospheric gamma drop size distribution using disdrometer data [J].
Brawn, Dan ;
Upton, Graham .
ATMOSPHERIC RESEARCH, 2008, 87 (01) :66-79
[5]  
de Lima M.I.P., 1998, Doctoral dissertation
[6]   Multifractal modeling of anomalous scaling laws in rainfall [J].
Deidda, R ;
Benzi, R ;
Siccardi, F .
WATER RESOURCES RESEARCH, 1999, 35 (06) :1853-1867
[7]  
*EN, 1997, 752 EN
[8]   On the determination of scale ranges for precipitation fields [J].
Fabry, F .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1996, 101 (D8) :12819-12826
[9]  
Güntner A, 2001, HYDROL EARTH SYST SC, V5, P145
[10]  
GUPTA VK, 1993, J APPL METEOROL, V32, P251, DOI 10.1175/1520-0450(1993)032<0251:ASAOMR>2.0.CO