A hyperbolicity-preserving stochastic Galerkin approximation for uncertain hyperbolic systems of equations
arXiv:1710.03587 · doi:10.1016/j.jcp.2018.07.026
Abstract
Uncertainty Quantification through stochastic spectral methods is rising in popularity. We derive a modification of the classical stochastic Galerkin method, that ensures the hyperbolicity of the underlying hyperbolic system of partial differential equations. The modification is done using a suitable "slope" limiter, based on similar ideas in the context of kinetic moment models. We apply the resulting modified stochastic Galerkin method to the compressible Euler equations and the model of radiative transfer. Our numerical results show that it can compete with other UQ methods like the intrusive polynomial moment method while being computationally inexpensive and easy to implement.
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- New High-Order Numerical Methods for Hyperbolic Systems of Nonlinear PDEs with Uncertainties
- Hyperbolicity-Preserving and Well-Balanced Stochastic Galerkin Method for Shallow Water Equations
- Spline-Based Stochastic Collocation Methods for Uncertainty Quantification in Nonlinear Hyperbolic PDEs
- Parameter identification in uncertain scalar conservation laws discretized with the discontinuous stochastic Galerkin Scheme