MULTISCALE MODEL REDUCTION FOR THE SOLUTION OF STOCHASTIC PARTIAL DIFFERENTIAL EQUATIONS WITH LOCALIZED SOURCES OF UNCERTAINTIES

被引:0
作者
Safatly, Elias [1 ]
Chevreuil, Mathilde [1 ]
Nouy, Anthony [1 ]
机构
[1] Univ Nantes, LUNAM Univ, Ecole Cent Nantes, GeM,UMR CNRS 6183, Nantes, France
来源
PROCEEDINGS OF THE ASME 11TH BIENNIAL CONFERENCE ON ENGINEERING SYSTEMS DESIGN AND ANALYSIS, 2012, VOL 1 | 2012年
关键词
RANDOM DOMAINS; DECOMPOSITION;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The presence of numerous localized sources of uncertainties in stochastic models leads to high dimensional and multiscale problems. A numerical strategy is here proposed to propagate the uncertainties through such models. It is based on a multiscale domain decomposition method that exploits the localized side of uncertainties. The separation of scales has the double benefit of improving the conditioning of the problem as well as the convergence of tensor based methods (namely Proper Generalized Decomposition methods) used within the strategy for the separated representation of high dimensional stochastic parametric solutions.
引用
收藏
页码:197 / 203
页数:7
相关论文
共 10 条
[1]  
Babuska I., 2003, Acta Numerica, V12, P1, DOI 10.1017/S0962492902000090
[2]   A fictitious domain approach to the numerical solution of PDEs in stochastic domains [J].
Canuto, Claudio ;
Kozubek, Tomas .
NUMERISCHE MATHEMATIK, 2007, 107 (02) :257-293
[3]   A Proper Generalized Decomposition for the solution of elliptic problems in abstract form by using a functional Eckart-Young approach [J].
Falco, A. ;
Nouy, A. .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2011, 376 (02) :469-480
[4]  
Lozinski A., 2010, METHODES NUMERIQUES, P3
[5]   An extended stochastic finite element method for solving stochastic partial differential equations on random domains [J].
Nouy, A. ;
Clement, A. ;
Schoefs, F. ;
Moes, N. .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2008, 197 (51-52) :4663-4682
[6]   Fictitious domain method and separated representations for the solution of boundary value problems on uncertain parameterized domains [J].
Nouy, A. ;
Chevreuil, M. ;
Safatly, E. .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2011, 200 (45-46) :3066-3082
[7]   A generalized spectral decomposition technique to solve a class of linear stochastic partial differential equations [J].
Nouy, Anthony .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2007, 196 (45-48) :4521-4537
[8]   Proper Generalized Decompositions and Separated Representations for the Numerical Solution of High Dimensional Stochastic Problems [J].
Nouy, Anthony .
ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, 2010, 17 (04) :403-434
[9]  
Wohlmuth B.I., 2001, DISCRETIZATION METHO, V17, LNCS.
[10]   Numerical methods for differential equations in random domains [J].
Xiu, Dongbin ;
Tartakovsky, Daniel M. .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2006, 28 (03) :1167-1185