Chaos on a lattice: A systematic investigation of coupled map lattice dynamical systems using statistical metrics

This paper contains a large scale systematic survey of coupled map lattice systems, a broad class of dynamical systems. For this study, over 3,500 systems were simulated and 11 metrics were computed to describe the behaviour of each system. To the authors’ knowledge, this is the largest-scale study of these types of systems. Four individual investigations were carried out, into the presence of multiple chaotic attractors in systems, the effect of observed dimension choice, the effect of changing the ordering of one-dimensional maps and a large scale survey to identify trends and correlations across systems. The frequency at which systems contain multiple chaotic attractors is estimated to be between 1%–5%. It is also shown that the connectivity of the lattice sites is negatively correlated with the presence of chaos, and also with metrics calculated from the full Lyapunov spectrum, such as the Kaplan–Yorke dimension. The effects of changing the observed dimension is shown to be significant in systems which contain more than one type of one-dimensional map, with substantial variance observed in 50% of systems for some metrics. Map ordering is also found to impact the behaviour of systems in 10%–20% of the systems investigated. The full dataset containing all simulated systems and their computed metrics is made freely available. • Broad systematic survey of over 3,500 unique coupled map lattice systems. • 11 statistical metrics were calculated to describe the systems’ behaviour. • Connectivity between lattice sites is negatively correlated with measures of chaos. • It is estimated that multiple chaotic attractors are found in 1%–5% of studied systems. • Effects of varying map ordering and observed dimension are measured and quantified.

Authors

Institutions

Publication Details

Journal
Physica A Statistical Mechanics and its Applications
Published
2025-10-28
DOI
https://doi.org/10.1016/j.physa.2025.131075
Primary Topic
Theoretical and Computational Physics
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Chaos on a lattice: A systematic investigation of coupled map lattice dynamical systems using statistical metrics

Mark McCartney, David H. Glass, Samuel Moore, Kevin Nolan
Physica A Statistical Mechanics and its Applications
Theoretical and Computational Physics
article

Chaos on a lattice: A systematic investigation of coupled map lattice dynamical systems using statistical metrics

Mark McCartney, David H. Glass, Samuel Moore, Kevin Nolan
article en

Abstract

This paper contains a large scale systematic survey of coupled map lattice systems, a broad class of dynamical systems. For this study, over 3,500 systems were simulated and 11 metrics were computed to describe the behaviour of each system. To the authors’ knowledge, this is the largest-scale study of these types of systems. Four individual investigations were carried out, into the presence of multiple chaotic attractors in systems, the effect of observed dimension choice, the effect of changing the ordering of one-dimensional maps and a large scale survey to identify trends and correlations across systems. The frequency at which systems contain multiple chaotic attractors is estimated to be between 1%–5%. It is also shown that the connectivity of the lattice sites is negatively correlated with the presence of chaos, and also with metrics calculated from the full Lyapunov spectrum, such as the Kaplan–Yorke dimension. The effects of changing the observed dimension is shown to be significant in systems which contain more than one type of one-dimensional map, with substantial variance observed in 50% of systems for some metrics. Map ordering is also found to impact the behaviour of systems in 10%–20% of the systems investigated. The full dataset containing all simulated systems and their computed metrics is made freely available. • Broad systematic survey of over 3,500 unique coupled map lattice systems. • 11 statistical metrics were calculated to describe the systems’ behaviour. • Connectivity between lattice sites is negatively correlated with measures of chaos. • It is estimated that multiple chaotic attractors are found in 1%–5% of studied systems. • Effects of varying map ordering and observed dimension are measured and quantified.

Physica A Statistical Mechanics and its ApplicationsVol. 681
University of Ulster (GB)
Openalex Percentile: Top 80%
Theoretical and Computational Physics
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Chaos on a lattice: A systematic investigation of coupled map lattice dynamical systems using statistical metrics — Mark McCartney, David H. Glass, et al. · Physica A Statistical Mechanics and its Applications (2025) | TGRS Research Map | TGRS