Statistical characterization of temporal structure of storms

被引:106
作者
Salvadori, G.
De Michele, C.
机构
[1] Politecn Milan, DIIAR, Sez CIMI, I-20133 Milan, Italy
[2] Univ Lecce, Dipartimento Matemat Ennio De Giorgi, I-73100 Lecce, Italy
关键词
antecedent rainfall volume; antecedent moisture condition; Copulas; generalized Pareto distribution; renewal process;
D O I
10.1016/j.advwatres.2005.07.013
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
The authors present a statistical procedure to estimate the probability distributions of storm characteristics. The approach uses recent advances in stochastic hydrological modeling. The temporal dynamics of rainfall are modeled via a reward alternating renewal process that describes wet and dry phases of storms. In particular, the wet phase is modeled as a rectangular pulse process with dependent random duration and intensity; the global dependence structure is described using multidimensional copulas. The marginal distributions are described by Generalized Pareto laws. The authors derive both the storm volume statistics and the rainfall volume distribution within a fixed temporal window preceding a storm. Based on these results, they calculate the antecedent moisture conditions. The paper includes a thorough discussion of the validity of the assumptions and approximations introduced, and an application to actual rainfall data. The models presented here have important implications for improved design procedures of water resources and hydrologic systems. (C) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:827 / 842
页数:16
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