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Formation of Morphogenetic Patterns in Cellular Automata

机译:细胞自动机形态形成模式的形成

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One of the most important problems in contemporary science, and especially in biology, is to reveal mechanisms of pattern formation. On the level of biological tissues, patterns form due to interactions between cells. These interactions can be long-range if mediated by diffusive molecules or short-range when associated with cell-to-cell contact sites. Mathematical studies of long-range interactions involve models based on differential equations while short-range interactions are modelled using discrete type models. In this paper, we use cellular automata (CA) technique to study formation of patterns due to short-range interactions. Namely, we use von Neumann cellular automata represented by a finite set of lattices whose states evolve according to transition rules. Lattices can be considered as representing biological cells (which, in the simplest case, can only be in one of the two different states) while the transition rules define changes in their states due to the cell-to-cell contact interactions. In this model, we identify rules resulting in the formation of stationary periodic patterns. In our analysis, we distinguish rules which do not destroy preset patterns and those which cause pattern formation from random initial conditions. Also, we check whether the forming patterns are resistant to noise and analyse the time frame for their formation. Transition rules which allow formation of stationary periodic patterns are then discussed in terms of pattern formation in biology.
机译:揭示模式形成的机制是当代科学,尤其是生物学中最重要的问题之一。在生物组织的水平上,由于细胞之间的相互作用而形成图案。如果由扩散分子介导,则这些相互作用可以是长距离的,而当与细胞间接触部位相关时,则可以是短距离的。远程相互作用的数学研究涉及基于微分方程的模型,而短程相互作用则使用离散类型模型进行建模。在本文中,我们使用细胞自动机(CA)技术研究由于短程相互作用而形成的模式。即,我们使用冯·诺依曼元胞自动机,其由状态根据过渡规则演化的有限格子集表示。晶格可以被视为代表生物细胞(在最简单的情况下,只能处于两种不同状态之一),而过渡规则则定义了由于细胞间接触相互作用而导致的状态变化。在此模型中,我们确定导致固定周期模式形成的规则。在我们的分析中,我们区分了不会破坏预设图案的规则和那些从随机初始条件导致图案形成的规则。此外,我们检查成形图案是否耐噪音,并分析其成形时间。然后根据生物学中的模式形成来讨论允许形成固定的周期性模式的转换规则。

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