动态分布过程中的自适应与自愈行为

Payam Zahadat
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引用次数: 6

摘要

共享资源的自组织分布是自然系统和人工系统的共同过程。例如,从植物或动物体内营养物质或血液的分配,通过交通系统,到人类社会中电力和信息的分配。在本文中,我们研究了一种集体资源分配机制,与执行该过程的代理的形态组织有关,展示了形态的自适应和自修复能力。该机制抽象为维管形态发生控制器(Vascular Morphogenesis Controller, VMC)算法,实现植物维管系统的动态,负责共享资源的分配和形态发生。该算法用于指导单峰和多峰环境中生长结构的形态。研究结果表明,其形态反映了环境梯度、临时或永久性损伤后的恢复能力以及对环境变化的自适应能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Self-Adaptation and Self-Healing Behaviors Via a Dynamic Distribution Process
Self-organized distribution of shared resources is a common process in both natural and artificial systems. Examples range from the distribution of nutrients or blood in plants or animals, through traffic systems, to distribution of electricity and information in human societies. In this paper, we investigate a mechanism of collective resource distribution, in relation to morphological organization of the agents that carry out the process, demonstrating capabilities of self-adaptation and self-healing of the morphology. The mechanism is abstracted in an algorithm, called Vascular Morphogenesis Controller (VMC), implementing the dynamics of vascular systems of plants, responsible for the distribution of shared resources and morphogenesis. The algorithm is used here to direct the morphology of a growing structure in unimodal and multimodal environments. The results demonstrate how the morphology reflects environmental gradients, the ability of recovery after temporary or permanent damages, and selfadaptation to environmental changes.
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