论文标题

分叉理论在羊群形成的维克斯克模型中捕获带形成

Bifurcation theory captures band formation in the Vicsek model of flock formation

论文作者

Trenado, C., Bonilla, L. L., Marquina, A.

论文摘要

集体行为在自然界中无处不在,并且在细菌菌落,哺乳动物细胞或鸟类群中起关键作用。在这里,我们检查了自螺旋体颗粒的平均密度和速度,这些密度和速度是由vicsek模型植入植入过渡附近的部分微分方程系统描述的。这种基于代理的模型说明了动物群体群体的趋势,这些趋势将其速度与邻居的平均值保持一致。在羊群过渡时,粒子密度和速度遵守偏微分方程,其中包括参数$ε$,测量到分叉点的距离。我们通过分析了双曲线($ε= 0 $)和抛物线($ε\ neq 0 $)系统的一个和两个空间维度的Riemann不变性,并且在定期初始构造价值条件下,我们显示解决方案包括波浪火车。此外,我们发现了具有振荡频率的波序列,这些波列与线性近似预测的波动频率一致,并且可能会根据初始条件以角度传播。双曲线系统的波幅度随时间增加,但稳定在抛物线系统的有限值中。为了集成部分微分方程,我们设计了一个基本的数值方案,该方案是时间和空间的一阶。为了减轻数值耗散并确保波动特征的良好分辨率,我们还可以在空间中使用高阶准确的WENO5重建程序,并及时使用三阶准确的Runge-Kutta方案。与Vicsek模型直接模拟的比较证实了这些预测。

Collective behavior occurs ubiquitously in nature and it plays a key role in bacterial colonies, mammalian cells or flocks of birds. Here, we examine the average density and velocity of self-propelled particles, which are described by a system of partial differential equations near the flocking transition of the Vicsek model. This agent-based model illustrates the trend towards flock formation of animals that align their velocities to an average of those of their neighbors. Near the flocking transition, particle density and velocity obey partial differential equations that include a parameter $ε$ measuring the distance to the bifurcation point. We have obtained analytically the Riemann invariants in one and two spatial dimensions for the hyperbolic ($ε=0$) and parabolic ($ε\neq 0$) system and, under periodic initial-boundary value conditions, we show that the solutions include wave trains. Additionally, we have found wave trains having oscillation frequencies that agree with those predicted by a linearization approximation and that may propagate at angles depending on the initial condition. The wave amplitudes increase with time for the hyperbolic system but are stabilized to finite values for the parabolic system. To integrate the partial differential equations, we design a basic numerical scheme which is first order in time and space. To mitigate numerical dissipation and ensure good resolution of the wave features, we also use a high order accurate WENO5 reconstruction procedure in space and a third order accurate Runge-Kutta scheme in time. Comparisons with direct simulations of the Vicsek model confirm these predictions.

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