Fast Simulation of Cellular Automata by Self-Composition

Joseph Natal, Oleksiy Al-saadi
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Abstract

It is shown that computing the configuration of any one-dimensional cellular automaton at generation $n$ can be accelerated by constructing and running a composite one with a radius proportional to $\log n$. The new automaton is the original automaton whose local rule function is composed with itself. The asymptotic time complexity to compute the configuration of generation $n$ is reduced from $O(n^2)$ operations to $O(n^2 / \log n)$ on a given machine with $O(n^2)$ memory usage. Experimental results are given in the case of Rule 30.
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通过自组合快速模拟细胞自动机
研究表明,通过构建并运行一个半径与 $\log n$ 成比例的复合自动机,可以加速计算任何一维蜂窝自动机在生成 $n$ 时的配置。新的自动机是其局部规则函数与自身组成的原始自动机。在内存使用量为$O(n^2)$的给定机器上,计算第$n$代配置的渐近时间复杂度从$O(n^2)$运算降低到$O(n^2 / \log n)$。本文给出了规则 30 的实验结果。
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