A Jacobian-free Multigrid Preconditioner for Discontinuous Galerkin Methods Applied to Atmospheric Flows

Abstract Discontinuous Galerkin (DG) methods are promising high order discretizations for unsteady compressible flows. Here, we focus on Numerical Weather Prediction (NWP). These flows are characterized by a fine resolution in z -direction and low Mach numbers, making the system stiff. Thus, implicit time integration is required and for this a fast, highly parallel, low-memory iterative solver for the resulting algebraic systems. As a basic framework, we use inexact Jacobian-Free Newton-GMRES with a preconditioner. For low order finite volume discretizations, multigrid methods have been successfully applied to steady and unsteady fluid flows. However, for high order DG methods, such solvers are currently lacking. This motivates our research to construct a Jacobian-free preconditioner for high order DG discretizations. The preconditioner is based on a multigrid method constructed for a low order finite volume discretization defined on a subgrid of the DG mesh. We design a computationally efficient and mass conservative mapping between the grids. As smoothers, explicit Runge-Kutta pseudo time iterations are used, which can be implemented in parallel in a Jacobian-free low-memory manner. We consider DG Methods for the Euler equations and for viscous flow equations in 2D, both with gravity, in a well balanced formulation. Numerical experiments in the software framework DUNE-FEM on atmospheric flow problems show the benefit of this approach.

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Publication Details

Journal
GEM - International Journal on Geomathematics
Published
2025-12-27
DOI
https://doi.org/10.1007/s13137-025-00279-y
Primary Topic
Advanced Numerical Methods in Computational Mathematics
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article
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article

A Jacobian-free Multigrid Preconditioner for Discontinuous Galerkin Methods Applied to Atmospheric Flows

Andreas Dedner, Robert Klöfkorn, Philipp Birken
GEM - International Journal on Geomathematics
Advanced Numerical Methods in Computational Mathematics
article

A Jacobian-free Multigrid Preconditioner for Discontinuous Galerkin Methods Applied to Atmospheric Flows

Andreas Dedner, Robert Klöfkorn, Philipp Birken
article en

Abstract

Abstract Discontinuous Galerkin (DG) methods are promising high order discretizations for unsteady compressible flows. Here, we focus on Numerical Weather Prediction (NWP). These flows are characterized by a fine resolution in z -direction and low Mach numbers, making the system stiff. Thus, implicit time integration is required and for this a fast, highly parallel, low-memory iterative solver for the resulting algebraic systems. As a basic framework, we use inexact Jacobian-Free Newton-GMRES with a preconditioner. For low order finite volume discretizations, multigrid methods have been successfully applied to steady and unsteady fluid flows. However, for high order DG methods, such solvers are currently lacking. This motivates our research to construct a Jacobian-free preconditioner for high order DG discretizations. The preconditioner is based on a multigrid method constructed for a low order finite volume discretization defined on a subgrid of the DG mesh. We design a computationally efficient and mass conservative mapping between the grids. As smoothers, explicit Runge-Kutta pseudo time iterations are used, which can be implemented in parallel in a Jacobian-free low-memory manner. We consider DG Methods for the Euler equations and for viscous flow equations in 2D, both with gravity, in a well balanced formulation. Numerical experiments in the software framework DUNE-FEM on atmospheric flow problems show the benefit of this approach.

GEM - International Journal on GeomathematicsVol. 17(1)
Statistics Sweden (SE), University of Warwick (GB)
Openalex Percentile: Top 35%
Advanced Numerical Methods in Computational Mathematics
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A Jacobian-free Multigrid Preconditioner for Discontinuous Galerkin Methods Applied to Atmospheric Flows — Andreas Dedner, Robert Klöfkorn, et al. · GEM - International Journal on Geomathematics (2025) | TGRS Research Map | TGRS