Search Results - "Lobbe, Alexander"

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  1. 1

    An application of the splitting-up method for the computation of a neural network representation for the solution for the filtering equations by Crisan, Dan, Lobbe, Alexander, Ortiz-Latorre, Salvador

    “…The filtering equations govern the evolution of the conditional distribution of a signal process given partial, and possibly noisy, observations arriving…”
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    Journal Article
  2. 2

    Deep Learning for the Benes Filter by Lobbe, Alexander

    Published 09-03-2022
    “…The Benes filter is a well-known continuous-time stochastic filtering model in one dimension that has the advantage of being explicitly solvable. From an…”
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    Journal Article
  3. 3

    Bayesian inference for geophysical fluid dynamics using generative models by Lobbe, Alexander, Crisan, Dan, Lang, Oana

    Published 01-11-2024
    “…Data assimilation plays a crucial role in numerical modeling, enabling the integration of real-world observations into mathematical models to enhance the…”
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    Journal Article
  4. 4

    Generative Modelling of Stochastic Rotating Shallow Water Noise by Crisan, Dan, Lang, Oana, Lobbe, Alexander

    Published 15-03-2024
    “…In recent work, the authors have developed a generic methodology for calibrating the noise in fluid dynamics stochastic partial differential equations where…”
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    Journal Article
  5. 5

    An application of the splitting-up method for the computation of a neural network representation for the solution for the filtering equations by Crisan, Dan, Lobbe, Alexander, Ortiz-Latorre, Salvador

    Published 10-01-2022
    “…The filtering equations govern the evolution of the conditional distribution of a signal process given partial, and possibly noisy, observations arriving…”
    Get full text
    Journal Article
  6. 6

    Pathwise approximations for the solution of the non-linear filtering problem by Crisan, Dan, Lobbe, Alexander, Ortiz-Latorre, Salvador

    Published 11-01-2021
    “…We consider high order approximations of the solution of the stochastic filtering problem, derive their pathwise representation in the spirit of the earlier…”
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    Journal Article
  7. 7

    Noise calibration for the stochastic rotating shallow water model by Crisan, Dan, Lang, Oana, Lobbe, Alexander, van Leeuwen, Peter Jan, Potthast, Roland

    Published 05-05-2023
    “…Stochastic partial differential equations have been used in a variety of contexts to model the evolution of uncertain dynamical systems. In recent years, their…”
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    Journal Article
  8. 8

    Comparison of Stochastic Parametrization Schemes using Data Assimilation on Triad Models by Chapron, Bertrand, Crisan, Dan, Holm, Darryl, Lang, Oana, Lobbe, Alexander, Mémin, Etienne

    Published 27-04-2023
    “…In recent years, stochastic parametrizations have been ubiquitous in modelling uncertainty in fluid dynamics models. One source of model uncertainty comes from…”
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    Journal Article