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A MULTIORDER DISCONTINUOUS GALERKIN MONTE CARLO METHOD FOR HYPERBOLIC PROBLEMS WITH STOCHASTIC PARAMETERS.

Authors :
MOTAMED, MOHAMMAD
APPELĂ–, DANIEL
Source :
SIAM Journal on Numerical Analysis. 2018, Vol. 56 Issue 1, p448-468. 21p.
Publication Year :
2018

Abstract

We present a new multiorder Monte Carlo algorithm for computing the statistics of stochastic quantities of interest described by linear hyperbolic problems with stochastic parameters. The method is a nonintrusive technique based on a recently proposed high-order energy-based discontinuous Galerkin method for the second-order acoustic and elastic wave equations. The algorithm is built upon a hierarchy of degrees of polynomial basis functions rather than a mesh hierarchy used in multilevel Monte Carlo. Through complexity theorems and numerical experiments, we show that the proposed multiorder method is a valid alternative to the current multilevel Monte Carlo method for hyperbolic problems. Moreover, in addition to the convenience of working with a fixed mesh, which is desirable in many real applications with complex geometries, the multiorder method is particularly beneficial in reducing errors due to numerical dispersion in long-distance propagation of waves. The numerical examples verify that the multiorder approach is faster than the mesh-based multilevel approach for waves that traverse long distances. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00361429
Volume :
56
Issue :
1
Database :
Academic Search Index
Journal :
SIAM Journal on Numerical Analysis
Publication Type :
Academic Journal
Accession number :
128575047
Full Text :
https://doi.org/10.1137/16M1086388