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Cellular Automata with Dynamic Structure to Simulate the Growth of Biological Tissues

机译:具有动态结构的细胞自动机模拟生物组织的生长

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A concept of cellular automaton with dynamic structure of the cellular space (DCA) is proposed. The DCA extends the capabilities of classical cellular automata (CA) and allows using a cellular automata approach to the problems of simulating biological tissue growth. A DCA differs from a classical CA in that its cells are not located on a regular lattice, and the intercellular connections are explicitly described by a neighborhood matrix. In addition, insertion and partition operators are introduced in the DCA. These operators allow one to dynamically change the cell space structure. Based on this extension, a DCA-model of growth of a shoot apical meristem of Arabidopsis Thaliana is constructed, being a parallel composition of two DCA: an asynchronous two-dimensional DCA simulating self-regulation of biological cells and a synchronous one-dimensional DCA simulating the growth and division of biological cells. The results of computer simulation have shown that the behavior of the DCA-model is the same as that of an existing model based on a composition of differential equations and L-system (Lindenmayer system) methods. The DCA-model allows one to simulate the growth of individual biological cells and to visualize the dynamics of substances in these cells (decay, synthesis, and diffusion).
机译:提出了具有细胞空间动态结构(DCA)的细胞自动机的概念。 DCA扩展了经典细胞自动机(CA)的功能,并允许使用细胞自动机方法来解决模拟生物组织生长的问题。 DCA与经典CA的不同之处在于,它的单元格不在规则的晶格上,并且胞间连接由邻居矩阵明确描述。另外,在DCA中引入了插入和分区运算符。这些运算符允许动态地更改单元空间结构。基于此扩展,构建了拟南芥茎尖分生组织生长的DCA模型,该模型是两个DCA的平行组成:模拟生物细胞自我调节的异步二维DCA和同步一维DCA模拟生物细胞的生长和分裂。计算机仿真结果表明,DCA模型的行为与基于微分方程和L系统(Lindenmayer系统)方法组成的现有模型的行为相同。 DCA模型允许模拟单个生物细胞的生长,并可视化这些细胞中物质的动态(衰减,合成和扩散)。

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