Dynamical low-rank methods for capturing kinetic effects in the collisional transition regime
POSTER
Abstract
Kinetic equations such as the Boltzmann-Maxwell system describe plasma behavior
in collisionless or only moderately collisional regimes, where fluid models
may not be appropriate. For example, recent work (Vogman et. al, Phys. Plasmas 2020) has
demonstrated the presence of kinetic effects, including finite Larmor radius
effects, in the weakly collisional, magnetized Kelvin Helmholtz instability.
Unfortunately, the curse of dimensionality makes the numerical solution
of 5 or 6-dimensional kinetic equations extremely costly. Recently,
developments in the method of dynamical low-rank approximation (DLRA) have begun to
chart a path around the curse of dimensionality for kinetic equations. We
summarize the DLRA method and its application to
the collisional Boltzmann-Maxwell equation. Several modifications to the basic
formulation, made with the aim of preserving structure such as conservation and Maxwellian
equilibrium, are presented. We pay special attention to achieving
computational speedups in the collisional transition regime, characterized
by Knudsen numbers in the range 10-2 < Kn < 10.
in collisionless or only moderately collisional regimes, where fluid models
may not be appropriate. For example, recent work (Vogman et. al, Phys. Plasmas 2020) has
demonstrated the presence of kinetic effects, including finite Larmor radius
effects, in the weakly collisional, magnetized Kelvin Helmholtz instability.
Unfortunately, the curse of dimensionality makes the numerical solution
of 5 or 6-dimensional kinetic equations extremely costly. Recently,
developments in the method of dynamical low-rank approximation (DLRA) have begun to
chart a path around the curse of dimensionality for kinetic equations. We
summarize the DLRA method and its application to
the collisional Boltzmann-Maxwell equation. Several modifications to the basic
formulation, made with the aim of preserving structure such as conservation and Maxwellian
equilibrium, are presented. We pay special attention to achieving
computational speedups in the collisional transition regime, characterized
by Knudsen numbers in the range 10-2 < Kn < 10.
Presenters
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Jack Coughlin
University of Washington
Authors
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Jack Coughlin
University of Washington
-
Jingwei Hu
University of Washington
-
Uri Shumlak
University of Washington