群体行为与领地行为的相变模型

Tatsuki Sawada, Noriko Matsumoto, N. Yoshida
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引用次数: 1

摘要

温暖行为是生物与其邻居一起移动的集体行为,例如一群鸟或一群鱼。从系统优化的角度来看,已经提出了许多“生物启发”模型,以应用群体行为来组织复杂系统和/或结合鲁棒性和灵活性。领土行为是另一种同质个体的群体形式,其中每个个体彼此生活在单独的区域(领土)中。用于系统优化。最值得注意的应用是覆盖控制。有些生物根据它们所处的环境和条件表现出群体行为和领地行为。然而,据我们所知,没有任何模型或算法试图将群体行为和领地行为结合起来,使系统适应环境和条件的变化。本文提出了一种结合群体行为和领地行为的相变模型。该模型有望应用于动态环境下的网络优化,特别是云计算与边缘计算之间的过渡。通过仿真实验,验证了该模型的收敛性。关键词:群体行为,领地行为,动态过渡
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Phase Transition Model between Swarm Behavior and Territorial Behavior
Abstract Swarm behavior is collective behavior of creatures moving with their neighbors, such as a flock of birds or a school of fishes. From the system optimization standpoint of view, there have been a number of “bioinspired” models proposed to apply the swarm behavior to organize complex systems and/or to incorporate robustness and flexibility. Territorial behavior is another group form of homogeneous individuals in which each one lives in a separate region (territory) from each other. For system optimization. The most notable application is coverage control. There are some creatures which exhibit either swarm behavior and territorial behavior according to their circumstances and conditions. However, as far as we know, there is no attempt toward any model or algorithm to combine both the swarm behavior and territorial behavior to make systems adapt to the change of circumstances and conditions. This paper proposes a phase transition model to combine swarm behavior and territorial behavior. The model is expected to apply to network optimization in dynamic environments, especially transition between cloud computing and edge computing. Through simulation-based experiments, we verify the convergence behavior of the model. Keywords: Swarm behavior, Territorial behavior, Dynamic transition
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