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基于Copula-Glue的水文模型参数不确定性研究

Study of parameter uncertainty in hydrological model based on coupla and glue

中文摘要英文摘要

由于“异参同效”现象的存在,基于不确定分析的参数识别应运而生。参数空间分布的复杂性与相关性正是参数不确定性存在的主要原因之一。本文利用现行的Copula函数来描述模型参数之间的相关性,提出基于Copula-Glue的水文模型参数不确定性估计方法。当模型参数间存在着相关性的时候,本文方法用联合分布代替单独的参数的分布,能够很好地考虑参数之间的相关性,从而避免传统方法可能过低估计模型参数引起的不确定性问题,同时可以在一定程度上提高蒙特卡罗取样的搜索效率。

Parameter identification based on uncertainty emerges being the phenomenon of equifinality. The complexity and correlation of parameter distribution is the one of the main reason for uncertainty. In this paper, copula was employed to describe the correlation of parameters, and the uncertainty estimation method of hydrologial model based on Copula and Glue is proposed. When the parameters are relative, the proposed method can reflect the correlation of the parameters by using a joint probability distribution of the parameters to replace the two separate one-variable probability distributions, so as to avoid the probability of underestimating the uncertainty for model parameters in the traditional method. It also can improve the efficiency of the Monte Carlo method in some degree.

陈晓宏、林凯荣

水利工程基础科学

opulaGLUE方法水文模型不确定性

copulageneralised likelihood uncertainty estimation methodhydrological modeluncertainty

陈晓宏,林凯荣.基于Copula-Glue的水文模型参数不确定性研究[EB/OL].(2008-04-17)[2025-08-10].http://www.paper.edu.cn/releasepaper/content/200804-672.点此复制

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