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Open AccessJournal ArticleDOI

On the analysis of ”simple” 2D stochastic cellular automata

Damien Regnault, +2 more
- 21 May 2010 - 
- Vol. 12, Iss: 2, pp 263-294
TLDR
In this paper, the dynamics of a two-dimensional cellular automaton for the Moore neighborhood (eight closest neighbors of each cell) under fully asynchronous dynamics (where one single random cell updates at each time step).
Abstract
Cellular automata are usually associated with synchronous deterministic dynamics, and their asynchronous or stochastic versions have been far less studied although significant for modeling purposes. This paper analyzes the dynamics of a two-dimensional cellular automaton, 2D Minority, for the Moore neighborhood (eight closest neighbors of each cell) under fully asynchronous dynamics (where one single random cell updates at each time step). 2D Minority may appear as a simple rule, but It is known from the experience of Ising models and Hopfield nets that 2D models with negative feedback are hard to study. This automaton actually presents a rich variety of behaviors, even more complex that what has been observed and analyzed in a previous work on 2D Minority for the von Neumann neighborhood (four neighbors to each cell) (2007) This paper confirms the relevance of the later approach (definition of energy functions and identification of competing regions) Switching to the Moot e neighborhood however strongly complicates the description of intermediate configurations. New phenomena appear (particles, wider range of stable configurations) Nevertheless our methods allow to analyze different stages of the dynamics It suggests that predicting the behavior of this automaton although difficult is possible, opening the way to the analysis of the whole class of totalistic automata

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Citations
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Journal ArticleDOI

Progresses in the analysis of stochastic 2D cellular automata: A study of asynchronous 2D minority

TL;DR: This paper addresses the problem of analyzing an apparently simple 2D asynchronous cellular automaton: 2D Minority where each cell, when fired, updates to the minority state of its neighborhood and reveals that in spite of its simplicity, the minority rule exhibits a quite complex response to asynchronism.
Book ChapterDOI

Does Life Resist Asynchrony

TL;DR: This chapter analyses how the Game of Life is affected by the presence of two structural pertubations: a change in the synchrony of the updates and a modification of the links between the cells.
Journal ArticleDOI

Stochastic minority on graphs

TL;DR: In this paper, the authors study how the asynchronism and the graph act upon the dynamics of the classical minority rule and show that the worst case convergence time is strongly dependent on the topology.
Posted Content

Stochastic Minority on Graphs

TL;DR: This paper studies how the asynchronism and the graph act upon the dynamics of the classical Minority rule and shows that the worst case convergence time is, in fact, strongly dependent on the topology.
Book ChapterDOI

Asynchronous Cellular Automata

Nazim Fatès
TL;DR: This text is intended as an introduction to the topic of asynchronous cellular automata and starts from the simple example of the Game of Life and examines what happens to this model when it is made asynchronous.
References
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Book

Neural Networks: A Systematic Introduction

Raúl Rojas
TL;DR: The authors may not be able to make you love reading, but neural networks a systematic introduction will lead you to love reading starting from now.
Journal ArticleDOI

Cellular automata approaches to biological modeling.

TL;DR: A number of biologically motivated cellular automata that arise in models of excitable and oscillatory media, in developmental biology, in neurobiology, and in population biology are reviewed.
Journal ArticleDOI

Evolutionary games and computer simulations

TL;DR: It is shown that the results of digital simulations regarding territoriality and cooperation differ greatly when time is discrete as opposed to continuous, which casts doubt on the implications of cellular automata-type simulations for the study of cooperation in social systems.
Journal ArticleDOI

Synchronous and Asynchronous Updating in Cellular Automata

TL;DR: The properties of a synchronous and of various asynchronous methods to iterate cellular automata, including a time-driven method in which the state transitions of single cells are governed by a probability per unit time that determines an exponential distribution of the waiting time until the next transition.
Journal ArticleDOI

Structure in asynchronous cellular automata

TL;DR: It is shown that some of the apparent self-organization of cellular automata is an artifact of the synchronization of the clocks.
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