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On Heterogeneity in Foraging by Ant-Like Colony: How Local Affects Global and Vice Versa

机译:蚂蚁样殖民地在觅食中的异质性:局部如何影响全球和反之

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In this paper, we discuss influence of heterogeneity in ant-like colony, i.e., how the ratio of individuals (ants) obeying two different action rules affects the behavior of whole colony. For this purpose, we focus on the foraging task - searching the field for food sources, transporting the food packets to the nest. The two types of ants include what we call hard-working and lazy ants, and we perform statistical analyses to show that moderate existence of the lazy ants would boost efficient food transportation; in particular, we point out that the lazy ants play as explorer of newly emerged food sources, but also as global sensor to capture global information through their local experience, thanks to their moving-around behavior. Based on these observations, we propose a distributed estimation method of global information, i.e., to estimate the global mixture ratio by local encounter frequency with other lazy ants. Finally, we expand the estimation method to distributed control strategy of the global mixture ratio, called on-line switching strategy, where every ant dynamically alternates its obeying rules from the hard-working to the lazy and vice versa, based on its local encounter experience.
机译:在本文中,我们讨论了异质性对蚂蚁样菌落的影响,即服从两种不同作用规则的个体(蚂蚁)的比例如何影响整个菌落的行为。为此,我们专注于觅食任务-在田间搜索食物来源,将食物包运送到巢中。这两种类型的蚂蚁包括我们所谓的勤奋的蚂蚁和懒惰的蚂蚁,并且我们进行统计分析以显示适度存在的懒惰的蚂蚁将促进有效的食物运输。特别是,我们指出,懒惰的蚂蚁不仅是新兴食物来源的探索者,而且由于它们的移动行为,还可以作为通过本地经验获取全球信息的全球传感器。基于这些观察,我们提出了一种全局信息的分布式估计方法,即通过与其他惰性蚂蚁的局部相遇频率来估计全局混合比。最后,我们将估计方法扩展到全局混合比率的分布式控制策略,称为在线切换策略,其中,每只蚂蚁根据其本地遇到的经验,动态地将其服从规则从辛勤工作改为懒惰,反之亦然。

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