Contrasting stochasticity with chaos in a permutation Lempel–Ziv complexity—Shannon entropy plane
Abstract
This paper aims at introducing the Lempel–Ziv permutation complexity vs. permutation entropy plane (EC-plane) as a tool to analyze time series with diverse dynamical nature. These two quantities use the Bandt and Pompe representation to quantify a continuous state time series. The main strength of this approach lies in the fact that this plane combines two different perspectives to study a signal, one being purely statistic (the permutation entropy) and the other being algorithmic (the Lempel–Ziv complexity). The results allow us to conclude that the EC-plane constitutes an appropriate framework for: (i) characterizing non-linear chaotic maps, (ii) distinguishing deterministic from stochastic processes and (iii) to discriminate between fractional Brownian motion, fractional Gaussian noise and K-noise.
Más información
Título de la Revista: | PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS |
Volumen: | 554 |
Número: | 124640 |
Fecha de publicación: | 2020 |
Página de inicio: | 1 |
Página final: | 13 |
DOI: |
https://doi.org/10.1016/j.physa.2020.124640 |