Spectral Sampling Method for Uncertainty Propagation in Long-Wave Runup Modeling

被引:10
作者
Ge, Liang [1 ,2 ]
Cheung, Kwok Fai [1 ]
机构
[1] Univ Hawaii, Dept Ocean & Resources Engn, Honolulu, HI 96822 USA
[2] Oceanit Inc, Honolulu, HI 96813 USA
关键词
Floods; Long waves; Monte Carlo method; Polynomials; Shallow water; Stochastic models; SHALLOW-WATER EQUATIONS; FINITE-VOLUME MODEL; POLYNOMIAL CHAOS; SENSITIVITY-ANALYSIS; REPRESENTATIONS; SIMULATIONS; TOPOGRAPHY; RIVER; FLOW;
D O I
10.1061/(ASCE)HY.1943-7900.0000301
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper presents a stochastic approach to model input uncertainty with a general statistical distribution and its propagation through the nonlinear long-wave equations. A Godunov-type scheme mimics breaking waves as bores for accurate description of the energy dissipation in the runup process. The polynomial chaos method expands the flow parameters into series of orthogonal modes, which contain the statistical properties in stochastic space. A spectral projection technique determines the orthogonal modes from ensemble averages of systematically sampled events through the long-wave model. This spectral sampling method generates an output statistical distribution using a much smaller sample of events comparing to the Monte Carlo method. Numerical examples of long-wave transformation over a plane beach and a conical island demonstrate the efficacy of the present approach in describing uncertainty propagation through nonlinear and discontinuous processes for flood-hazard mapping. DOI: 10.1061/(ASCE)HY.1943-7900.0000301. (c) 2011 American Society of Civil Engineers.
引用
收藏
页码:277 / 288
页数:12
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