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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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On the accuracy of high-order discretizations for underresolved turbulence simulations

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.
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Explicit Discontinuous Galerkin methods for unsteady problems

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

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.