Stochastic modelling of 1-D shallow water flows over uncertain topography

被引:18
|
作者
Horritt, MS [1 ]
机构
[1] Univ Leeds, Sch Geog, Leeds LS2 9JT, W Yorkshire, England
基金
英国自然环境研究理事会;
关键词
stochastic differential equations; Monte Carlo methods; shallow water equations;
D O I
10.1006/jcph.2002.7097
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A second-order perturbation approach is used to investigate the effects of topographic uncertainty on a numerical model of shallow water flow. The governing equation is discretised using finite differences, the resulting nonlinear system expanded as a Taylor series about the unperturbed water depth to First and second-order, and the resulting matrix equation solved to derive second-order moments for the model solution. A Fourier technique is used to estimate the accuracy of the first- and second-order approximations and indicates that for even small perturbations, second-order terms are significant. Results are compared to those from Monte Carlo simulations, showing that significant nonlinear effects are well represented by the second-order stochastic model, predicting correctly the shift in the mean depth and an increase in the depth variance. The statistics of the solution are however still well represented by a Gaussian distribution, and therefore moments greater than order 2 need not be calculated. (C) 2002 Elsevier Science (USA).
引用
收藏
页码:327 / 338
页数:12
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