• 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