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Role of initial conditions in the classification of the rule space of cellular automata dynamics

机译:初始条件在细胞自动机动力学规则空间分类中的作用

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In the qualitative classification of cellular automata (CA) rules by Wolfram [Rev. Mod. Phys. 55, 601 (1983)], there exists a class of CA rules (called class 4) which exhibit complex pattern formation and long-lived dynamical activity (long transients). These properties of class 4 CA's has led to the conjecture that class 4 rules are universal Turing machines, i.e., they are bases for computational universality. We describe the embedding of a ``small'' universal turing machine, due to Minski [Computation: Finite and Infinite Machines (Prentice-Hall, Englewood Cliffs, NJ 1967)], into a cellular automaton rule table. This produces a collection of (k=18, r=1) cellular automata, all of which are computationally universal. However, we observe that these rules are distributed among the various Wolfram classes. More precisely, we show that the identification of the Wolfram class depends crucially on the set of initial conditions used to simulate the given CA. This work, among others, indicates that a description of complex systems and information dynamics may need a new framework for nonequilibrium statistical mechanics.
机译:在Wolfram的细胞自动机(CA)规则的定性分类中[Rev. Mod。物理55,601(1983)]中,有一类CA规则(称为4类)表现出复杂的模式形成和长寿命的动态活动(长瞬态)。类别4 CA的这些属性导致人们推测,类别4规则是通用的图灵机,即它们是计算通用性的基础。我们描述了由于Minski [计算:有限和无限机器(Prentice-Hall,Englewood Cliffs,NJ 1967)]而将“小型”通用图灵机嵌入到元胞自动机规则表中。这产生了(k = 18,r = 1)细胞自动机的集合,所有这些在计算上都是通用的。但是,我们观察到这些规则分布在各个Wolfram类之间。更准确地说,我们证明了Wolfram类的识别主要取决于用于模拟给定CA的一组初始条件。这项工作,除其他外,表明对复杂系统和信息动力学的描述可能需要非平衡统计机制的新框架。

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