DocumentCode :
597482
Title :
Multilevel Monte Carlo methods for highly heterogeneous media
Author :
Teckentrup, A.L.
Author_Institution :
Dept. of Math. Sci., Univ. of Bath, Bath, UK
fYear :
2012
fDate :
9-12 Dec. 2012
Firstpage :
1
Lastpage :
12
Abstract :
We discuss the application of multilevel Monte Carlo methods to elliptic partial differential equations with random coefficients. Such problems arise, for example, in uncertainty quantification in subsurface flow modeling. We give a brief review of recent advances in the numerical analysis of the multilevel algorithm under minimal assumptions on the random coefficient, and extend the analysis to cover also tensor-valued coefficients, as well as point evaluations. Our analysis includes as an example log-normal random coefficients, which are frequently used in applications.
Keywords :
Monte Carlo methods; elliptic equations; flow simulation; log normal distribution; partial differential equations; tensors; elliptic partial differential equations; heterogeneous media; log-normal random coefficients; minimal assumptions; multilevel Monte Carlo methods; multilevel algorithm; numerical analysis; point evaluations; subsurface flow modeling; tensor-valued coefficients; uncertainty quantification; Computational efficiency; Computational modeling; Mathematical model; Monte Carlo methods; Numerical models; Permeability; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Simulation Conference (WSC), Proceedings of the 2012 Winter
Conference_Location :
Berlin
ISSN :
0891-7736
Print_ISBN :
978-1-4673-4779-2
Electronic_ISBN :
0891-7736
Type :
conf
DOI :
10.1109/WSC.2012.6465298
Filename :
6465298
Link To Document :
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