Measuring Lyapunov exponents of large chaotic systems with global coupling by time series analysis

TL;DR

This paper introduces a novel method for measuring Lyapunov exponents in large chaotic systems with global coupling, overcoming previous challenges related to recurrence analysis in high-dimensional data.

Contribution

The authors develop and validate a new time series analysis technique tailored for symmetric, globally coupled systems to accurately estimate Lyapunov exponents.

Findings

Successfully measured Lyapunov exponents in large coupled systems

Validated method against standard numerical calculations

Improved accuracy techniques demonstrated

Abstract

Despite the prominent importance of the Lyapunov exponents for characterizing chaos, it still remains a challenge to measure them for large experimental systems, mainly because of the lack of recurrences in time series analysis. Here we develop a method to overcome this difficulty, valid for highly symmetric systems such as systems with global coupling for which the dimensionality of recurrence analysis can be reduced drastically. We test our method numerically with two globally coupled systems, namely, logistic maps and limit-cycle oscillators with global coupling. The evaluated exponent values are successfully compared with the true ones obtained by the standard numerical method. We also describe a few techniques to improve the accuracy of the proposed method.