Invariant parameterization and turbulence modeling on the beta-plane
Alexander Bihlo, Elsa Dos Santos Cardoso-Bihlo, Roman O. Popovych

TL;DR
This paper develops invariant parameterization schemes for turbulence modeling on the beta-plane using Lie invariance methods, introducing nonlinear hyperdiffusion terms that respect symmetries and analyzing their effects on turbulence spectra.
Contribution
It constructs invariant parameterizations for the vorticity equation on the beta-plane using differential invariants and introduces new nonlinear hyperdiffusion schemes respecting symmetries.
Findings
Invariant hyperdiffusion schemes respect symmetries of the vorticity equation.
Invariant hyperdiffusion approximates the energy spectrum in turbulence simulations.
Invariant and conservative parameterizations are shown to be compatible.
Abstract
Invariant parameterization schemes for the eddy-vorticity flux in the barotropic vorticity equation on the beta-plane are constructed and then applied to turbulence modeling. This construction is realized by the exhaustive description of differential invariants for the maximal Lie invariance pseudogroup of this equation using the method of moving frames, which includes finding functional bases of differential invariants of arbitrary order, a minimal generating set of differential invariants and a basis of operators of invariant differentiation in an explicit form. Special attention is paid to the problem of two-dimensional turbulence on the beta-plane. It is shown that classical hyperdiffusion as used to initiate the energy-enstrophy cascades violates the symmetries of the vorticity equation. Invariant but nonlinear hyperdiffusion-like terms of new types are introduced and then used in…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
