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非零温度下结构平衡动力学的平均场解

Mean-field solution of structural balance dynamics in nonzero temperature.

作者信息

Rabbani F, Shirazi Amir H, Jafari G R

机构信息

Department of Physics, Shahid Beheshti University, G.C., Evin, Tehran 19839, Iran.

Department of Network and Data Science, Central European University, Nador u. 9, H-1051 Budapest, Hungary.

出版信息

Phys Rev E. 2019 Jun;99(6-1):062302. doi: 10.1103/PhysRevE.99.062302.

Abstract

In signed networks with simultaneous friendly and hostile interactions, there is a general tendency to a global structural balance, based on the dynamical model of links status. Although the structural balance represents a state of the network with a lack of contentious situations, there are always tensions in real networks. To study such networks, we generalize the balance dynamics in nonzero temperatures. The presented model uses elements from Boltzmann-Gibbs statistical physics to assign an energy to each type of triad, and it introduces the temperature as a measure of tension tolerance of the network. Based on the mean-field solution of the model, we find out that the model undergoes a first-order phase transition from an imbalanced random state to structural balance with a critical temperature T_{c}, where in the case of T>T_{c} there is no chance to reach the balanced state. A main feature of the first-order phase transition is the occurrence of a hysteresis loop crossing the balanced and imbalanced regimes.

摘要

在同时存在友好和敌对互动的带符号网络中,基于链接状态的动力学模型,存在一种向全局结构平衡发展的总体趋势。尽管结构平衡代表了网络中不存在争议情况的一种状态,但实际网络中总是存在紧张关系。为了研究这类网络,我们在非零温度下推广了平衡动力学。所提出的模型采用玻尔兹曼 - 吉布斯统计物理学的元素为每种三元组类型赋予一个能量,并引入温度作为网络张力容忍度的度量。基于该模型的平均场解,我们发现该模型经历从不平衡随机状态到具有临界温度(T_{c})的结构平衡的一阶相变,其中在(T>T_{c})的情况下没有机会达到平衡状态。一阶相变的一个主要特征是出现跨越平衡和不平衡状态的滞后回线。

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