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Linear Analysis of the Vectorial Network Model

机译:向量网络模型的线性分析

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摘要

In this brief, we analyze the local stochastic dynamics of a recently proposed network-based model of collective behavior in systems of self-propelled particles. In this model, each agent is assimilated to a 2-D unit vector, whose orientation changes in a discrete time setting as a result of noisy interactions with neighboring agents. The process of neighbor selection is stochastic, whereby each agent averages its orientation with a randomly chosen subset of neighbors. We linearize the model in the neighborhood of its ordered state, where all the vectors share the same orientation, and study the effect of noise on the system response. Closed-form results are validated against numerical simulations for small and large networks.
机译:在本文中,我们分析了最近提出的基于网络的自推进粒子系统中的集体行为模型的局部随机动力学。在此模型中,每个代理都被同化为一个二维单位向量,该向量的方向由于与相邻代理之间的嘈杂交互作用而在离散的时间设置中发生了变化。邻居选择的过程是随机的,因此每个代理与随机选择的邻居子集求平均值。我们在模型的有序状态附近使模型线性化,其中所有向量共享相同的方向,并研究噪声对系统响应的影响。针对大型和大型网络,通过数值模拟验证了闭式结果。

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