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Bayesian Identification of Parameters Describing Nonlinear Models of Heterogeneous Media

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21110%2F12%3A00199949" target="_blank" >RIV/68407700:21110/12:00199949 - isvavai.cz</a>

  • Result on the web

    <a href="http://www.itm.kit.edu/dynamik/iutam-symposium/downloads/Preliminary_Program1_final_end.pdf" target="_blank" >http://www.itm.kit.edu/dynamik/iutam-symposium/downloads/Preliminary_Program1_final_end.pdf</a>

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Bayesian Identification of Parameters Describing Nonlinear Models of Heterogeneous Media

  • Original language description

    The main goal of this work is to present a fully deterministic approach to a probabilistic interpretation of inverse problems in which the description of the introduced random variables/fields is given in a "white noise" framework. With the help of sucha representation, the probabilistic identification problem is cast in a polynomial chaos expansion setting and the Bayes linear form of updating, i.e. minimum variance estimation. With the help of polynomial chaos algebra this becomes a direct, purely algebraic way of computing the posterior, which is comparatively inexpensive to evaluate.

  • Czech name

  • Czech description

Classification

  • Type

    O - Miscellaneous

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2012

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů