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Andrea Beck
Researcher at University of Stuttgart
Publications - 69
Citations - 1490
Andrea Beck is an academic researcher from University of Stuttgart. The author has contributed to research in topics: Discontinuous Galerkin method & Large eddy simulation. The author has an hindex of 13, co-authored 53 publications receiving 1061 citations. Previous affiliations of Andrea Beck include Otto-von-Guericke University Magdeburg.
Papers
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Journal ArticleDOI
On the accuracy of high-order discretizations for underresolved turbulence simulations
Gregor J. Gassner,Andrea Beck +1 more
TL;DR: It is shown that a low-order approximation exhibits unacceptable numerical discretization errors, whereas a naive application of high-order discretizations in those situations is often unstable due to aliasing, so proper stabilization is necessary for a successful computation of underresolved turbulence.
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Deep neural networks for data-driven LES closure models
TL;DR: In this paper, a data-based approach to turbulence modeling by artificial neural networks is presented, which can generalize from the data and learn approximations with a cross correlation of up to 47% and even 73% for the inner elements, demonstrating that the perfect closure can indeed be learned from provided coarse grid data.
Journal ArticleDOI
Explicit Discontinuous Galerkin methods for unsteady problems
Florian Hindenlang,Gregor J. Gassner,Christoph Altmann,Andrea Beck,Marc Staudenmaier,Claus-Dieter Munz +5 more
TL;DR: The DGSEM scheme is described and the efficiency of element-wise operations is highly improved compared to standard DG implementations, and the applicability of the scheme is shown with a direct numerical simulation of a weak turbulent flow past a sphere at Reynolds number 1000.
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High‐order discontinuous Galerkin spectral element methods for transitional and turbulent flow simulations
Andrea Beck,Thomas Bolemann,David Flad,Hannes Frank,Gregor J. Gassner,Florian Hindenlang,Claus-Dieter Munz +6 more
TL;DR: In this paper, the authors investigated the accuracy and efficiency of discontinuous Galerkin spectral method simulations of under-resolved transitional and turbulent flows at moderate Reynolds numbers, where the accurate prediction of closely coupled laminar regions, transition and developed turbulence presents a great challenge to large eddy simulation modelling.
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Simulation of underresolved turbulent flows by adaptive filtering using the high order discontinuous Galerkin spectral element method
TL;DR: This work presents a novel spatially and temporally adaptive dealiasing strategy by projection filtering that is more efficient for underresolved turbulence than the classical overintegration strategy and compared to a state of the art variational multi-scale eddy viscosity formulation.