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延迟耦合智能体群体中的相干模式预测

Coherent Pattern Prediction in Swarms of Delay-Coupled Agents.

作者信息

Mier-Y-Teran-Romero Luis, Forgoston Eric, Schwartz Ira B

机构信息

Johns Hopkins Bloomberg School of Public Health, Baltimore,MD21205 USA, and also with the Nonlinear Systems Dynamics Section, Plasma Physics Division, Code 6792, U.S. Naval Research Laboratory, Washington, DC 20375 USA (

出版信息

IEEE Trans Robot. 2012 Oct;28(5):1034-1044. doi: 10.1109/tro.2012.2198511.

Abstract

We consider a general swarm model of self-propelling agents interacting through a pairwise potential in the presence of noise and communication time delay. Previous work has shown that a communication time delay in the swarm induces a pattern bifurcation that depends on the size of the coupling amplitude. We extend these results by completely unfolding the bifurcation structure of the mean field approximation. Our analysis reveals a direct correspondence between the different dynamical behaviors found in different regions of the coupling-time delay plane with the different classes of simulated coherent swarm patterns. We derive the spatiotemporal scales of the swarm structures, as well as demonstrate how the complicated interplay of coupling strength, time delay, noise intensity, and choice of initial conditions can affect the swarm. In particular, our studies show that for sufficiently large values of the coupling strength and/or the time delay, there is a noise intensity threshold that forces a transition of the swarm from a misaligned state into an aligned state. We show that this alignment transition exhibits hysteresis when the noise intensity is taken to be time dependent.

摘要

我们考虑一个在存在噪声和通信时间延迟的情况下,通过成对势相互作用的自推进智能体的一般群体模型。先前的工作表明,群体中的通信时间延迟会引发一种模式分岔,该分岔取决于耦合幅度的大小。我们通过完全展开平均场近似的分岔结构来扩展这些结果。我们的分析揭示了在耦合 - 时间延迟平面的不同区域中发现的不同动力学行为与不同类别的模拟相干群体模式之间的直接对应关系。我们推导了群体结构的时空尺度,并展示了耦合强度、时间延迟、噪声强度和初始条件的选择之间复杂的相互作用如何影响群体。特别地,我们的研究表明,对于足够大的耦合强度值和/或时间延迟,存在一个噪声强度阈值,该阈值会迫使群体从未对齐状态转变为对齐状态。我们表明,当噪声强度被视为与时间相关时,这种对齐转变表现出滞后现象。

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Phys Rev E Stat Nonlin Soft Matter Phys. 2008 Mar;77(3 Pt 2):035203. doi: 10.1103/PhysRevE.77.035203. Epub 2008 Mar 19.
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