Mishra Shradha, Tunstrøm Kolbjørn, Couzin Iain D, Huepe Cristián
Department of Ecology and Evolutionary Biology, Princeton University, Princeton, New Jersey 08544, USA.
Phys Rev E Stat Nonlin Soft Matter Phys. 2012 Jul;86(1 Pt 1):011901. doi: 10.1103/PhysRevE.86.011901. Epub 2012 Jul 2.
Understanding the organization of collective motion in biological systems is an ongoing challenge. In this paper we consider a minimal model of self-propelled particles with variable speed. Inspired by experimental data from schooling fish, we introduce a power-law dependency of the speed of each particle on the degree of polarization order in its neighborhood. We derive analytically a coarse-grained continuous approximation for this model and find that, while the specific variable speed rule used does not change the details of the ordering transition leading to collective motion, it induces an inverse power-law correlation between the speed or the local polarization order and the local density. Using numerical simulations, we verify the range of validity of this continuous description and explore regimes beyond it. We discover, in disordered states close to the transition, a phase-segregated regime where most particles cluster into almost static groups surrounded by isolated high-speed particles. We argue that the mechanism responsible for this regime could be present in a wide range of collective motion dynamics.
理解生物系统中集体运动的组织形式是一项持续存在的挑战。在本文中,我们考虑一个具有可变速度的自驱动粒子的极简模型。受成群游动鱼类的实验数据启发,我们引入了每个粒子的速度对其邻域内极化有序度的幂律依赖性。我们对该模型进行了分析推导,得到了一个粗粒化的连续近似,并发现,虽然所使用的特定可变速度规则不会改变导致集体运动的有序转变的细节,但它会在速度或局部极化有序度与局部密度之间诱导出反幂律相关性。通过数值模拟,我们验证了这种连续描述的有效性范围,并探索了其之外的区域。我们发现在接近转变的无序状态下,存在一种相分离状态,其中大多数粒子聚集成几乎静止的群体,周围是孤立的高速粒子。我们认为,导致这种状态的机制可能存在于广泛的集体运动动力学中。