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  4. Uncertainty quantification for porous media flow using multilevel Monte Carlo
 
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2015
Conference Paper
Title

Uncertainty quantification for porous media flow using multilevel Monte Carlo

Abstract
Uncertainty quantification (UQ) for porous media flow is of great importance for many societal, environmental and industrial problems. An obstacle for progress in this area is the extreme computational effort needed for solving realistic problems. It is expected that exa-scale computers will open the door for a significant progress in this area. We demonstrate how new features of the Distributed and Unified Numerics Environment DUNE [1] address these challenges. In the frame of the DFG funded project EXA-DUNE the software has been extended by multiscale finite element methods (MsFEM) and by a parallel framework for the multilevel Monte Carlo (MLMC) approach. This is a general concept for computing expected values of simulation results depending on random fields, e.g. the permeability of porous media. It belongs to the class of variance reduction methods and overcomes the slow convergence of classical Monte Carlo by combining cheap/inexact and expensive/accurate solutions in an optimal ratio.
Author(s)
Mohring, J.
Milk, R.
Ngo, A.
Klein, O.
Iliev, O.
Ohlberger, M.
Bastian, P.
Mainwork
Large-Scale Scientific Computing. 10th International Conference, LSSC 2015  
Conference
International Conference on Large-Scale Scientific Computing (LSSC) 2015  
DOI
10.1007/978-3-319-26520-9_15
Language
English
Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM  
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