Title
A Spectral Stochastic Semi-Lagrangian Method for Convection-Diffusion Equations with Uncertainty
Abstract
Real life convection-diffusion problems are characterized by their inherent or externally induced uncertainties in the design parameters. This paper presents a spectral stochastic finite element semi-Lagrangian method for numerical solution of convection-diffusion equations with uncertainty. Using the spectral decomposition, the stochastic variational problem is reformulated to a set of deterministic variational problems to be solved for each Wiener polynomial chaos. To obtain the chaos coefficients in the corresponding deterministic convection-diffusion equations, we implement a semi-Lagrangian method in the finite element framework. Once this representation is computed, statistics of the numerical solution can be easily evaluated. These numerical techniques associate the geometrical flexibility of the finite element method with the ability offered by the semi-Lagrangian method to solve convection-dominated problems using time steps larger than its Eulerian counterpart. Numerical results are shown for a convection-diffusion problem driven with stochastic velocity and for an incompressible viscous flow problem with a random force. In both examples, the proposed method demonstrates its ability to better maintain the shape of the solution in the presence of uncertainties and steep gradients.
Year
DOI
Venue
2009
10.1007/s10915-009-9273-5
J. Sci. Comput.
Keywords
Field
DocType
finite element method,corresponding deterministic convection-diffusion equation,convection-diffusion problem,stochastic convection-diffusion equations · chaos polynomials · semi-lagrangian method · finite element method · stochastic simulation,semi-lagrangian method,numerical technique,real life convection-diffusion problem,numerical result,spectral stochastic semi-lagrangian method,convection-diffusion equation,convection-diffusion equations,numerical solution,finite element,polynomial chaos,stochastic simulation,spectral decomposition,convection diffusion equation
Stochastic simulation,Mathematical optimization,Mathematical analysis,Extended finite element method,Numerical partial differential equations,Finite element method,Polynomial chaos,Mathematics,hp-FEM,Mixed finite element method,Spectral element method
Journal
Volume
Issue
ISSN
39
3
1573-7691
Citations 
PageRank 
References 
1
0.38
6
Authors
2
Name
Order
Citations
PageRank
Mofdi El-Amrani162.70
Mohammed Seaïd25416.35