论文标题
通过Gini指数进行临界规模
Critical scaling through Gini index
论文作者
论文摘要
在显示临界行为的系统中,各种响应函数在临界点具有奇异性。因此,由于驾驶场是针对其临界价值的调整,因此响应函数急剧变化,通常会随通用关键指数而分歧。在这项工作中,我们通过传统上在经济学中使用的措施来量化响应函数的不平等,即通过构建洛伦兹曲线并计算相应的Gini指数。当用Gini索引编写这种响应函数的缩放表现出至少与相应的临界指数一样通用的点。因此,临界缩放成为一个单个参数拟合,这是从通常的形式中简化的,其中关键点和临界指数是独立的。我们还表明,不平等的另一种衡量标准,即加尔各答指数,在临界点之前的某个点越过Gini指数。因此,监视这两个不平等指数的系统未知临界点的系统,可以为即将到来的临界行为产生前保留信号。这在许多系统中可能很有用,包括大气物理学中的凝结物,生物物理和地球物理。计算的一般性和数值有效性显示了二维ISING模型的蒙特卡洛模拟,平方晶格上的位点渗透和骨折的纤维束模型。
In the systems showing critical behavior, various response functions have a singularity at the critical point. Therefore, as the driving field is tuned towards its critical value, the response functions change drastically, typically diverging with universal critical exponents. In this work, we quantify the inequality of response functions with measures traditionally used in economics, namely by constructing a Lorenz curve and calculating the corresponding Gini index. The scaling of such a response function, when written in terms of the Gini index, shows singularity at a point that is at least as universal as the corresponding critical exponent. The critical scaling, therefore, becomes a single parameter fit, which is a considerable simplification from the usual form where the critical point and critical exponents are independent. We also show that another measure of inequality, the Kolkata index, crosses the Gini index at a point just prior to the critical point. Therefore, monitoring these two inequality indices for a system where the critical point is not known, can produce a precursory signal for the imminent criticality. This could be useful in many systems, including that in condensed matter, bio- and geophysics to atmospheric physics. The generality and numerical validity of the calculations are shown with the Monte Carlo simulations of the two dimensional Ising model, site percolation on square lattice and the fiber bundle model of fracture.