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Lempel-Ziv complexity analysis of one dimensional cellular automata

机译:一维细胞自动机的Lempel-Ziv复杂度分析

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摘要

Lempel-Ziv complexity measure has been used to estimate the entropy density of a string. It is defined as the number of factors in a production factorization of a string. In this contribution, we show that its use can be extended, by using the normalized information distance, to study the spatiotemporal evolution of random initial configurations under cellular automata rules. In particular, the transfer information from time consecutive configurations is studied, as well as the sensitivity to perturbed initial conditions. The behavior of the cellular automata rules can be grouped in different classes, but no single grouping captures the whole nature of the involved rules. The analysis carried out is particularly appropriate for studying the computational processing capabilities of cellular automata rules. (C) 2015 AIP Publishing LLC.
机译:Lempel-Ziv复杂性度量已用于估计字符串的熵密度。它定义为字符串的生产分解中的因子数。在此贡献中,我们表明可以通过使用归一化的信息距离来扩展其使用,以研究细胞自动机规则下随机初始配置的时空演化。特别是,研究了来自时间连续配置的转移信息,以及对受干扰初始条件的敏感性。可以将元胞自动机规则的行为分为不同的类别,但是没有一个单独的分组可以捕获所涉及规则的全部性质。进行的分析特别适合于研究元胞自动机规则的计算处理能力。 (C)2015 AIP Publishing LLC。

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