Spectral Submanifolds of the Navier-Stokes Equations

TL;DR

This paper extends the theory of spectral submanifolds to fluid dynamics, specifically the Navier-Stokes equations, providing a framework for model reduction and numerical computation of invariant manifolds in 2D flows.

Contribution

It introduces the existence, uniqueness, and smoothness of spectral submanifolds for Navier-Stokes equations and develops a numerical algorithm for their computation.

Findings

Existence of spectral submanifolds for Navier-Stokes fixed points and periodic orbits.

A numerical parameterization method for computing these manifolds.

Application demonstrated on 2D channel flows.

Abstract

Spectral subspaces of a linear dynamical system identify a large class of invariant structures that highlight/isolate the dynamics associated to select subsets of the spectrum. The corresponding notion for nonlinear systems is that of spectral submanifolds -- manifolds invariant under the full nonlinear dynamics that are determined by their tangency to spectral subspaces of the linearized system. In light of the recently-emerged interest in their use as tools in model reduction, we propose an extension of the relevant theory to the realm of fluid dynamics. We show the existence of a large (and the most pertinent) subclass of spectral submanifolds and foliations - describing the behaviour of nearby trajectories - about fixed points and periodic orbits of the Navier-Stokes equations. Their uniqueness and smoothness properties are discussed in detail, due to their significance from the perspective of model reduction. The machinery is then put to work via a numerical algorithm developed along the lines of the parameterization method, that computes the desired manifolds as power series expansions. Results are shown within the context of 2D channel flows.