A tale of two vortices: how numerical ergodic theory and transfer operators reveal fundamental changes to coherent structures in non-autonomous dynamical systems
arXiv:2003.07559 · doi:10.3934/jcd.2020015
Abstract
Coherent structures are spatially varying regions which disperse minimally over time and organise motion in non-autonomous systems. This work develops and implements algorithms providing multilayered descriptions of time-dependent systems which are not only useful for locating coherent structures, but also for detecting time windows within which these structures undergo fundamental structural changes, such as merging and splitting events. These algorithms rely on singular value decompositions associated to Ulam type discretisations of transfer operators induced by dynamical systems, and build on recent developments in multiplicative ergodic theory. Furthermore, they allow us to investigate various connections between the evolution of relevant singular value decompositions and dynamical features of the system. The approach is tested on models of periodically and quasi-periodically driven systems, as well as on a geophysical dataset corresponding to the splitting of the Southern Polar Vortex.
arXiv commentTo appear in the Journal of Computational Dynamics
References in corpus (9)
- Characterizing dynamics with covariant Lyapunov vectors
- Transport in time-dependent dynamical systems: Finite-time coherent sets
- Coherent sets for nonautonomous dynamical systems
- Understanding the geometry of transport: diffusion maps for Lagrangian trajectory data unravel coherent sets
- Computing covariant vectors, Lyapunov vectors, Oseledets vectors, and dichotomy projectors: a comparative numerical study
- Sparse eigenbasis approximation: multiple feature extraction across spatiotemporal scales with application to coherent set identification
- From large deviations to semidistances of transport and mixing: coherence analysis for finite Lagrangian data
- A projector-based convergence proof of the Ginelli algorithm for covariant Lyapunov vectors
- Predicting bifurcations of almost-invariant patterns: a set-oriented approach
Cited by in corpus (4)
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