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由加权社交网络介导的聚集动力学。

Flocking dynamics mediated by weighted social networks.

作者信息

Ojer Jaume, Pastor-Satorras Romualdo

机构信息

Departament de Física, Universitat Politècnica de Catalunya, Campus Nord, 08034 Barcelona, Spain.

出版信息

Phys Rev E. 2022 Oct;106(4-1):044601. doi: 10.1103/PhysRevE.106.044601.

DOI:10.1103/PhysRevE.106.044601
PMID:36397465
Abstract

We study the effects of animal social networks with a weighted pattern of interactions on the flocking transition exhibited by models of self-organized collective motion. We consider variations of traditional models of collective motion in which interactions between individuals are mediated by static complex weighted networks, representing patterns of social interactions. For a model representing dynamics on a one-dimensional substrate, application of a heterogeneous mean-field theory provides a phase diagram as function of the heterogeneity of the network connections and the correlations between weights and degree. In this diagram we observe two phases, one corresponding to the presence of a transition and other to a transition suppressed in an always ordered system, already observed in the nonweighted case. Interestingly, a third phase, with no transition in an always disordered state, is also obtained. These predictions, numerically recovered in computer simulations, are also fulfilled for the more realistic Vicsek model, with movement in a two-dimensional space. Additionally, we observe at finite network sizes the presence of a maximum threshold for particular weight configurations, indicating that it is possible to tune weights to achieve a maximum resilience to noise effects. Simulations in real weighted animal social networks show that, in general, the presence of weights diminishes the value of the flocking threshold, thus increasing the fragility of the flocking state. The shift in the threshold is observed to depend on the heterogeneity of the weight pattern.

摘要

我们研究了具有加权交互模式的动物社交网络对自组织集体运动模型所展现的群聚转变的影响。我们考虑了传统集体运动模型的变体,其中个体之间的交互由静态复杂加权网络介导,该网络代表社会交互模式。对于一个表示一维基质上动力学的模型,应用非均匀平均场理论可得到一个相图,它是网络连接的非均匀性以及权重与度之间相关性的函数。在这个相图中,我们观察到两个相,一个对应于存在转变的情况,另一个对应于在始终有序的系统中被抑制的转变,这在非加权情况下已经观察到。有趣的是,还得到了第三个相,即在始终无序状态下没有转变的相。这些预测在计算机模拟中通过数值方法得到了验证,对于更现实的二维空间中运动的Vicsek模型也同样成立。此外,我们在有限网络规模下观察到特定权重配置存在一个最大阈值,这表明可以调整权重以实现对噪声效应的最大弹性。在实际加权动物社交网络中的模拟表明,一般来说,权重的存在会降低群聚阈值的值,从而增加群聚状态的脆弱性。观察到阈值的变化取决于权重模式的非均匀性。

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