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