Spatial Self-Organization of Heterogeneous, Modular Architectures

R. Doursat
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Abstract

On the one hand, natural phenomena of spontaneous pattern formation are generally random and repetitive, whereas, on the other hand, complicated heterogeneous architectures are the product of human design. The only examples of self-organized and structured systems are biological organisms produced by development. Can we export their precise self-formation capabilities to computing systems? This work proposes an "em-bryomorphic engineering" approach inspired by evo-devo to solve the paradoxical challenge of planning autonomous systems. Its goal is to artificially reconstruct complex morphogenesis by integrating three fundamental ingredients: self-assembly and pattern formation under genetic regulation. It presents a spatial computational agent-based model that can be equivalently con-strued as (a) moving cellular automata, in which cell rearrangement is influenced by the pattern they form, or (b) heterogeneous swarm motion, in which agents differentiate into patterns according to their location. It offers a new abstract framework to explore the causal and programmable link from genotype to pheno-type that is needed in many emerging computational domains, such as amorphous computing or artificial embryogeny.
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异构模块化体系结构的空间自组织
一方面,自发模式形成的自然现象通常是随机和重复的,另一方面,复杂的异质建筑是人类设计的产物。自组织和结构化系统的唯一例子是由发展产生的生物有机体。我们能否将它们精确的自我形成能力导出到计算系统中?这项工作提出了一种“胚形工程”方法,该方法受到进化的启发,以解决规划自治系统的矛盾挑战。其目标是通过整合基因调控下的自组装和模式形成三个基本要素,人工重建复杂的形态发生。它提出了一个基于空间计算主体的模型,可以等效地解释为(a)移动的细胞自动机,其中细胞的重排受到它们形成的模式的影响,或(b)异质群体运动,其中主体根据其位置区分为模式。它提供了一个新的抽象框架来探索从基因型到表型的因果关系和可编程的联系,这是许多新兴计算领域所需要的,如非晶计算或人工胚胎发生。
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