Super convergence of ergodic averages for quasiperiodic orbits
arXiv:1506.06810 · doi:10.1088/1361-6544/aa99a0
Abstract
By definition, a map quasiperiodic on a set if the map is conjugate to a pure rotation. Suppose we have a trajectory that we suspect is quasiperiodic. How do we determine if it is? In this paper we show how to compute the conjugacy map using only knowledge of . Our main tool is a variant of Birkhoff averages. The Birkhoff Ergodic Theorem asserts that time averages of a function evaluated along a trajectory of length converge to the space average, the integral of , as , for ergodic dynamical systems. But that convergence can be slow. Instead of uniform averages that assign equal weights to points along the trajectory, we use an average with a non-uniform distribution of weights, weighing the early and late points of the trajectory much less than those near the midpoint . We show that in quasiperiodic dynamical systems, our weighted averages converge far faster provided is sufficiently differentiable. This result can be applied to obtain efficient numerical computation of rotation numbers, invariant densities and conjugacies of quasiperiodic systems.
12 pages, 1 figure
References in corpus (1)
Cited by in corpus (20)
- Koopman spectra in reproducing kernel Hilbert spaces
- Birkhoff Averages and Rotational Invariant Circles for Area-Preserving Maps
- Quantitative Quasiperiodicity
- Measuring quasiperiodicity
- Birkhoff Averages and the Breakdown of Invariant Tori in Volume-Preserving Maps
- Stickiness and recurrence plots: an entropy-based approach
- Distinguishing between Regular and Chaotic orbits of Flows by the Weighted Birkhoff Average
- Performance analysis of indicators of chaos for nonlinear dynamical systems
- Exponential convergence of weighted Birkhoff average
- Resonance and Weak Chaos in Quasiperiodically-Forced Circle Maps
- Fractal and Wada escape basins in the chaotic particle drift motion in tokamaks
- Limits of Learning Dynamical Systems
- Quantitative uniform exponential acceleration of averages along decaying waves
- Data-driven discovery of quasiperiodically driven dynamics
- ExB drift particle transport in tokamaks
- Proportions of Incommensurate, Resonant, and Chaotic Orbits for Torus Maps
- On the speed of convergence in the ergodic theorem for shift operators
- Quasiperiodic orbits in Siegel disks/balls and the Babylonian problem
- Weighted Birkhoff averages: Deterministic and probabilistic perspectives
- Smooth Koopman eigenfunctions