Research

 

Research Foci

  • Numerical analysis for partial differential equations
  • Model reduction for parametrized partial differential equations
  • Machine Learning and Scientific Computing
  • Development and analysis of numerical multiscale methods
  • Software development

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    Supervised Postdoctoral Study

    Applications of numerical homogenization in geosciences and physics
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    Supervised Doctoral Studies

    Numerical methods for Friedrichs’ systems: Approximation theory, localized training and inherently stable model order reduction
    Parametrized optimal control and transport-dominated problems: Reduced basis methods, nonlinear reduction strategies and data driven surrogates
    Randomized Multiscale Methods for Parabolic Problems
    A Multi-Stage Model Order Reduction Framework for Efficient Simulations of Parametrized Lithium-Ion Battery Cells
    Adaptive Reduced Basis Methods for Multiscale Problems and Large-scale PDE-constrained Optimization
    Model reduction for kinetic equations: moment approximations and hierarchical approximate proper orthogonal decomposition
    Stable and efficient Petrov-Galerkin methods for certain (kinetic) transport equations
    Towards Automatic and Reliable Localized Model Order Reduction. Local Training, a Posteriori Error Estimation and Online Enrichment.
    Numerical multiscale methods for Maxwell's equations in heterogeneous media
    Combined State and Parameter Reduction for Nonlinear Systems with an Application in Neuroscience
    Model Reduction for Parametric Multi-Scale Problems
    Kaulmann, SvenEfficient Schemes for Parameterized Multiscale Problems
    A dimensional reduction approach based on the application of reduced basis methods in the context of hierarchical model reduction
    Reduced basis model reduction for non-linear evolution equations
    Heterogeneous multiscale finite element methods for advection-diffusion and nonlinear elliptic multiscale problems
    Klöfkorn RobertNumerics for Evolution Equations - A General Interface Based Design Concept