Abstract
Dynamical low-rank approximation (DLRA) is an emerging tool for reducing computational costs and provides memory savings when solving high-dimensional problems. In this work, we propose and analyze a semiimplicit dynamical low-rank discontinuous Galerkin (DLR-DG) method for the space homogeneous kinetic equation with a relaxation operator, modeling the emission and absorption of particles by a background medium. Both DLRA and the discontinuous Galerkin (DG) scheme can be formulated as Galerkin equations. To ensure their consistency, a weighted DLRA is introduced so that the resulting DLR-DG solution is a solution to the fully discrete DG scheme in a subspace of the standard DG solution space. Similar to the standard DG method, we show that the proposed DLR-DG method is well-posed. We also identify conditions such that the DLR-DG solution converges to the equilibrium. Numerical results are presented to demonstrate the theoretical findings.
| Original language | English |
|---|---|
| Pages (from-to) | 1199-1233 |
| Number of pages | 35 |
| Journal | Mathematics of Computation |
| Volume | 94 |
| Issue number | 353 |
| DOIs | |
| State | Published - 2025 |
Keywords
- Kinetic equations
- discontinuous Galerkin method
- dynamical low-rank approximation
- radiation transport
- semi-implicit time integration
- unconventional integrator