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Investigating Transformational Complexity: Counting Functions a Region Induces on Another in Elementary Cellular Automata

机译:调查变革性复杂性:计数功能A区域在基本蜂窝自动机中诱导另一个区域

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Over the years, the field of artificial life has attempted to capture significant properties of life in artificial systems. By measuring quantities within such complex systems, the hope is to capture the reasons for the explosion of complexity in living systems. A major effort has been in discrete dynamical systems such as cellular automata, where very few rules lead to high levels of complexity. In this paper, for every elementary cellular automaton, we count the number of ways a finite region can transform an enclosed finite region. We discuss the relation of this count to existing notions of controllability, physical universality, and constructor theory. Numerically, we find that particular sizes of surrounding regions have preferred sizes of enclosed regions on which they can induce more transformations. We also find three particularly powerful rules (90, 105, 150) from this perspective.
机译:多年来,人工生命领域已经试图捕捉人工系统中的重大特征。 通过测量如此复杂的系统中的数量,希望捕捉生活系统中复杂性爆炸的原因。 一项重大努力一直处于离散的动态系统,例如蜂窝自动机,其中很少有规则导致高水平的复杂性。 在本文中,对于每个基本的蜂窝自动机,我们计算有限区域可以改变封闭的有限区域的方式数量。 我们讨论了这一计数对现有可控性概念,物理普遍性和构造理论的关系。 在数值上,我们发现周围区域的特定尺寸具有优选的封闭区域,它们可以引起更多的变换。 我们还从这个角度发现三个特别强有力的规则(90,105,150)。

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