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群体主动粒子的协同自优化。

Collective self-optimization of communicating active particles.

机构信息

Center for Astrochemical Studies, Max-Planck-Institut für Extraterrestrische Physik, 85741 Garching, Germany.

Institut für Theoretische Physik II, Weiche Materie, Heinrich-Heine-Universität, 40225 Düsseldorf, Germany.

出版信息

Proc Natl Acad Sci U S A. 2021 Dec 7;118(49). doi: 10.1073/pnas.2111142118.

Abstract

The quest for how to collectively self-organize in order to maximize the survival chances of the members of a social group requires finding an optimal compromise between maximizing the well-being of an individual and that of the group. Here we develop a minimal model describing active individuals which consume or produce, and respond to a shared resource-such as the oxygen concentration for aerotactic bacteria or the temperature field for penguins-while urging for an optimal resource value. Notably, this model can be approximated by an attraction-repulsion model, but, in general, it features many-body interactions. While the former prevents some individuals from closely approaching the optimal value of the shared "resource field," the collective many-body interactions induce aperiodic patterns, allowing the group to collectively self-optimize. Arguably, the proposed optimal field-based collective interactions represent a generic concept at the interface of active matter physics, collective behavior, and microbiological chemotaxis. This concept might serve as a useful ingredient to optimize ensembles of synthetic active agents or to help unveil aspects of the communication rules which certain social groups use to maximize their survival chances.

摘要

为了使社会团体成员的生存机会最大化,人们一直在探索如何进行集体自组织,这需要在个体的幸福感和群体的幸福感之间找到一个最佳的平衡点。在这里,我们开发了一个描述主动个体的最小模型,这些个体消耗或产生物质,并对共享资源(如趋氧细菌的氧气浓度或企鹅的温度场)做出响应,同时追求最佳的资源值。值得注意的是,这个模型可以用吸引力-排斥力模型来近似,但通常它具有多体相互作用。虽然前者阻止了一些个体接近共享“资源场”的最佳值,但集体的多体相互作用会诱导出非周期性的模式,从而使群体能够进行集体自优化。可以说,所提出的基于最优场的集体相互作用是活跃物质物理学、集体行为和微生物趋化性界面的通用概念。这个概念可以作为优化合成活性物质集合的有用成分,或者帮助揭示某些社会团体用来最大化其生存机会的通信规则的某些方面。

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