Castellano Claudio, Muñoz Miguel A, Pastor-Satorras Romualdo
SMC, INFM-CNR and Dipartimento di Fisica, Sapienza Università di Roma, Ple Aldo Moro 2, I-00185 Roma, Italy.
Phys Rev E Stat Nonlin Soft Matter Phys. 2009 Oct;80(4 Pt 1):041129. doi: 10.1103/PhysRevE.80.041129. Epub 2009 Oct 26.
We introduce a nonlinear variant of the voter model, the q-voter model, in which q neighbors (with possible repetition) are consulted for a voter to change opinion. If the q neighbors agree, the voter takes their opinion; if they do not have a unanimous opinion, still a voter can flip its state with probability epsilon . We solve the model on a fully connected network (i.e., in mean field) and compute the exit probability as well as the average time to reach consensus by employing the backward Fokker-Planck formalism and scaling arguments. We analyze the results in the perspective of a recently proposed Langevin equation aimed at describing generic phase transitions in systems with two ( Z2-symmetric) absorbing states. In particular, by deriving explicitly the coefficients of such a Langevin equation as a function of the microscopic flipping probabilities, we find that in mean field the q-voter model exhibits a disordered phase for high epsilon and an ordered one for low epsilon with three possible ways to go from one to the other: (i) a unique (generalized-voter-like) transition, (ii) a series of two consecutive transitions, one (Ising-like) in which the Z2 symmetry is broken and a separate one (in the directed-percolation class) in which the system falls into an absorbing state, and (iii) a series of two transitions, including an intermediate regime in which the final state depends on initial conditions. This third (so far unexplored) scenario, in which a type of ordering dynamics emerges, is rationalized and found to be specific of mean field, i.e., fluctuations are explicitly shown to wash it out in spatially extended systems.
我们引入了选民模型的一种非线性变体,即q - 选民模型,其中选民改变观点时会咨询q个邻居(可能有重复)的意见。如果q个邻居意见一致,选民就采纳他们的意见;如果他们没有一致意见,选民仍可以以概率ε翻转其状态。我们在全连接网络(即平均场)上求解该模型,并通过使用反向福克 - 普朗克形式和标度论证来计算退出概率以及达成共识的平均时间。我们从最近提出的一个朗之万方程的角度分析结果,该方程旨在描述具有两个(Z2对称)吸收态的系统中的一般相变。特别是,通过明确推导这种朗之万方程的系数作为微观翻转概率的函数,我们发现在平均场中,对于高ε,q - 选民模型表现出无序相,对于低ε表现出有序相,并且有三种可能的方式从一种状态转变到另一种状态:(i)一个独特的(类似广义选民的)转变;(ii)一系列两个连续的转变,一个(类似伊辛模型的)转变中Z2对称性被打破,另一个单独的(属于定向渗流类)转变中系统进入吸收态;(iii)一系列两个转变,包括一个中间区域,其中最终状态取决于初始条件。第三种(迄今为止未被探索的)情况,即出现一种排序动力学,得到了合理的解释,并且发现它是平均场特有的,即明确表明在空间扩展系统中涨落会消除这种情况。