DocumentCode
790057
Title
An equation-free, multiscale approach to uncertainty quantification
Author
Xiu, Dongbin ; Kevrekidis, Ioannis G. ; Ghanem, Roger
Author_Institution
Princeton Univ., USA
Volume
7
Issue
3
fYear
2005
Firstpage
16
Lastpage
23
Abstract
The authors´ equation- and Galerkin-free computational approach to uncertainty quantification for dynamical systems conducts UQ computations using short bursts of appropriately initialized ensembles of simulations. Their basic procedure estimates the quantities arising in stochastic Galerkin computations.
Keywords
Galerkin method; stochastic processes; uncertain systems; Galerkin-free computational approach; UQ computations; dynamical systems; equation-free computational approach; equation-free multiscale approach; stochastic Galerkin computations; uncertainty quantification; Analytical models; Computational modeling; Context modeling; Microscopy; Nonlinear equations; Partial differential equations; Performance analysis; Sampling methods; Stochastic processes; Uncertainty; equation-free computation; generalized polynomial chaos; projective integration; stochastic Galerkin methods; uncertainty quantification;
fLanguage
English
Journal_Title
Computing in Science & Engineering
Publisher
ieee
ISSN
1521-9615
Type
jour
DOI
10.1109/MCSE.2005.46
Filename
1425391
Link To Document