Adaptive sparse grid algorithms with applications to electromagnetic scattering under uncertainty

被引:23
|
作者
Liu, Meilin [1 ,2 ]
Gao, Zhen [1 ,3 ]
Hesthaven, Jan S. [1 ]
机构
[1] Brown Univ, Div Appl Math, Providence, RI 02912 USA
[2] Nanjing Univ Aeronaut & Astronaut, Coll Informat Sci & Technol, Nanjing, Peoples R China
[3] Ocean Univ China, Res Ctr Appl Math, Qingdao, Peoples R China
基金
美国国家科学基金会;
关键词
Sparse grids; Stochastic collocation; Adaptivity; Maxwell's equations; DIFFERENTIAL-EQUATIONS; CHAOS;
D O I
10.1016/j.apnum.2010.08.002
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We discuss adaptive sparse grid algorithms for stochastic differential equations with a particular focus on applications to electromagnetic scattering by structures with holes of uncertain size, location, and quantity. Stochastic collocation (SC) methods are used in combination with an adaptive sparse grid approach based on nested Gauss-Patterson grids. As an error estimator we demonstrate how the nested structure allows an effective error estimation through Richardson extrapolation. This is shown to allow excellent error estimation and it also provides an efficient means by which to estimate the solution at the next level of the refinement. We introduce an adaptive approach for the computation of problems with discrete random variables and demonstrate its efficiency for scattering problems with a random number of holes. The results are compared with results based on Monte Carlo methods and with Stroud based integration, confirming the accuracy and efficiency of the proposed techniques. (C) 2010 IMACS. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:24 / 37
页数:14
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