Pade-Legendre approximants for uncertainty analysis with discontinuous response surfaces

被引:53
作者
Chantrasmi, T. [1 ]
Doostan, A. [1 ]
Iaccarino, G. [1 ]
机构
[1] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA
关键词
Uncertainty quantification; Pade-Legendre approximation; Gibbs phenomenon; Shock capturing; Dual throat nozzle; RAE2822; GENERALIZED POLYNOMIAL CHAOS; DIFFERENTIAL-EQUATIONS; STEADY-STATE; COMPUTATION; FLOWS;
D O I
10.1016/j.jcp.2009.06.024
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A novel uncertainty propagation method for problems characterized by highly non-linear or discontinuous system responses is presented. The approach is based on a Pade-Legendre (PL) formalism which does not require modifications to existing computational tools (nonintrusive approach) and it is a global method. The paper presents a novel PL method for problems in multiple dimensions. which is non-trivial in the Pade literature. In addition, a filtering procedure is developed in order to minimize the errors introduced in the approximation close to the discontinuities. The numerical examples include fluid dynamic problems characterized by shock waves: a simple dual throat nozzle problem with uncertain initial state, and the turbulent transonic flow over a transonic airfoil where the flight conditions are assumed to be uncertain. Results are presented in terms of statistics of both shock position and strength and are compared to Monte Carlo simulations. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:7159 / 7180
页数:22
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