Superdiffusive Dispersion and Mixing of Swarms with Reactive Levy Walks

J. Beal
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引用次数: 13

Abstract

A common swarm task is to disperse evenly through an environment from an initial tightly packed formation. Due to communication and sensing limitations, it is often necessary to execute this task with little or no communication between swarm members. Prior approaches based on repulsive forces or uniform random walks motion, unfortunately, converge slowly or pass through bad transient states before converging. A simple integrate-and-fire mechanism, however, can generate modified Levy flights, thereby producing a near-optimal rapid and monotonic dispersion with no communication. This mechanism also produces rapid mixing of swarms and is a plausibly evolvable generator for the Levy flight behaviors observed in biological organisms.
具有反应性列维行走的超扩散分散和群体混合
一个常见的群体任务是从最初的密集编队均匀地分散到环境中。由于通信和感知的限制,通常需要在群体成员之间很少或没有通信的情况下执行此任务。不幸的是,先前基于排斥力或均匀随机游动运动的方法收敛缓慢或在收敛之前经过不良的瞬态。然而,一种简单的整合-发射机制可以产生改进的Levy飞行,从而产生近乎最佳的快速单调分散,无需通信。这一机制也产生了蜂群的快速混合,并且似乎是在生物有机体中观察到的利维飞行行为的可进化的生成器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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