Emulating the logistic map with totalistic cellular automata

Abstract We investigate the conditions under which the mean-field formulation of a probabilistic, totalistic cellular automaton approximates the logistic equation. We show that this goal can be only fulfilled for an infinite-range neighborhood. We numerically study the corresponding one-dimensional implementation, showing that the mean-field description is obviously approached by shuffling the configuration at each time step, but also by rewiring a fraction of links, either at each time step, or using the same random sampling once and for all, in the spirit of the “small-world” mechanism. We show that it is possible to obtain a good approximation of the logistic behavior already with a fraction of rewired links different from one. We also show that there is a bifurcation cascade of the density as a function of the fraction of the rewired links, and that this scenario also holds for a deterministic, totalistic CA with the same basic symmetries of the probabilistic one.

Publication Details

Journal
The European Physical Journal Special Topics
Published
2026-03-27
DOI
https://doi.org/10.1140/epjs/s11734-026-02271-5
Primary Topic
Cellular Automata and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Emulating the logistic map with totalistic cellular automata

The European Physical Journal Special Topics
Cellular Automata and Applications
article

Emulating the logistic map with totalistic cellular automata

article en

Abstract

Abstract We investigate the conditions under which the mean-field formulation of a probabilistic, totalistic cellular automaton approximates the logistic equation. We show that this goal can be only fulfilled for an infinite-range neighborhood. We numerically study the corresponding one-dimensional implementation, showing that the mean-field description is obviously approached by shuffling the configuration at each time step, but also by rewiring a fraction of links, either at each time step, or using the same random sampling once and for all, in the spirit of the “small-world” mechanism. We show that it is possible to obtain a good approximation of the logistic behavior already with a fraction of rewired links different from one. We also show that there is a bifurcation cascade of the density as a function of the fraction of the rewired links, and that this scenario also holds for a deterministic, totalistic CA with the same basic symmetries of the probabilistic one.

The European Physical Journal Special Topics
Openalex Percentile: Top 5%
Cellular Automata and Applications
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