Decomposing the Dynamics of the Lorenz 1963 model using Unstable Periodic Orbits: Averages, Transitions, and Quasi-Invariant Sets
arXiv:2108.04181 · doi:10.1063/5.0067673
Abstract
Unstable periodic orbits (UPOs) are a valuable tool for studying chaotic dynamical systems, as they allow one to distill their dynamical structure. We consider here the Lorenz 1963 model with the classic parameters' value. We investigate how a chaotic trajectory can be approximated using a complete set of UPOs up to symbolic dynamics' period 14. At each instant, we rank the UPOs according to their proximity to the position of the orbit in the phase space. We study this process from two different perspectives. First, we find that longer period UPOs overwhelmingly provide the best local approximation to the trajectory. Second, we construct a finite-state Markov chain by studying the scattering of the orbit between the neighbourhood of the various UPOs. Each UPO and its neighbourhood are taken as a possible state of the system. Through the analysis of the subdominant eigenvectors of the corresponding stochastic matrix we provide a different interpretation of the mixing processes occurring in the system by taking advantage of the concept of quasi-invariant sets.
13 pages, 7 figures
References in corpus (1)
Cited by in corpus (6)
- A novel concept of fractal dimension in deterministic and stochastic Lorenz-63 systems
- Heterogeneity of the Attractor of the Lorenz '96 Model: Lyapunov Analysis, Unstable Periodic Orbits, and Shadowing Properties
- Invariant tori in dissipative hyperchaos
- Computing Chaotic Time-Averages from Few Periodic or Non-Periodic Orbits
- A General Framework for Linking Free and Forced Fluctuations via Koopmanism
- Chaotic fields out of equilibrium are observable independent