“简单”二维随机元胞自动机的分析

Damien Regnault, N. Schabanel, E. Thierry
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引用次数: 12

摘要

元胞自动机通常与同步确定性动力学相关联,而它们的异步或随机版本虽然对建模目的很重要,但研究得很少。本文分析了二维元胞自动机2D Minority在完全异步动态(其中单个随机细胞在每个时间步更新)下的摩尔邻域(每个细胞的八个最近邻)的动力学。2D Minority似乎是一个简单的规则,但是从Ising模型和Hopfield网的经验来看,具有负反馈的2D模型很难研究。这个自动机实际上呈现了丰富多样的行为,甚至比之前在冯·诺伊曼邻域(每个细胞有四个邻域)的2D少数派研究中观察和分析的情况更为复杂(2007年)。本文证实了后一种方法的相关性(能量函数的定义和竞争区域的识别)切换到Moot e邻域,然而,中间配置的描述非常复杂。新的现象出现了(粒子,更大范围的稳定构型)尽管如此,我们的方法允许分析动力学的不同阶段。这表明,预测这种自动机的行为尽管困难是可能的,为分析整个类别的整体自动机开辟了道路
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On the analysis of "simple" 2D stochastic cellular automata
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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来源期刊
自引率
14.30%
发文量
39
期刊介绍: DMTCS is a open access scientic journal that is online since 1998. We are member of the Free Journal Network. Sections of DMTCS Analysis of Algorithms Automata, Logic and Semantics Combinatorics Discrete Algorithms Distributed Computing and Networking Graph Theory.
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