Klein W, Lubbers N, Liu Kang K L, Khouw T, Gould Harvey
Department of Physics, Boston University, Boston, Massachusetts 02215, USA and Center for Computational Science, Boston University, Boston, Massachusetts 02215, USA.
Department of Physics, Boston University, Boston, Massachusetts 02215, USA.
Phys Rev E. 2021 Jul;104(1-1):014151. doi: 10.1103/PhysRevE.104.014151.
We develop a mean-field theory of the growth, exchange, and distribution (GED) model introduced by Liu et al. [K. K. L. Liu et al., preceding paper, Phys. Rev. E 104, 014150 (2021)10.1103/PhysRevE.104.014150] that accurately describes the phase transition in the limit that the number of agents N approaches infinity. The GED model is a generalization of the yard-sale model in which the additional wealth added by economic growth is nonuniformly distributed to the agents according to their wealth in a way determined by the parameter λ. The model is shown numerically to have a phase transition at λ=1 and be characterized by critical exponents and critical slowing down. Our mean-field treatment of the GED model correctly predicts the existence of the phase transition, a critical slowing down, and the values of the critical exponents and introduces an energy whose probability satisfies the Boltzmann distribution for λ<1, implying that the system is in thermodynamic equilibrium in the limit that N→∞. We show that the values of the critical exponents obtained by varying λ for a fixed value of N do not satisfy the usual scaling laws, but do satisfy scaling if a combination of parameters, which we refer to as the Ginzburg parameter, is much greater than one and is held constant. We discuss possible implications of our results for understanding economic systems and the subtle nature of the mean-field limit in systems with both additive and multiplicative noise.
我们发展了一种由Liu等人提出的增长、交换和分布(GED)模型的平均场理论[K. K. L. Liu等人,前文,《物理评论E》104, 014150 (2021)10.1103/PhysRevE.104.014150],该理论在主体数量N趋近于无穷大的极限情况下能准确描述相变。GED模型是庭院甩卖模型的推广,其中经济增长所增加的额外财富根据主体的财富,以由参数λ决定的方式非均匀地分配给主体。通过数值计算表明,该模型在λ = 1处存在相变,并具有临界指数和临界慢化的特征。我们对GED模型的平均场处理正确地预测了相变的存在、临界慢化以及临界指数的值,并引入了一种能量,其概率在λ < 1时满足玻尔兹曼分布,这意味着在N→∞的极限情况下系统处于热力学平衡。我们表明,对于固定的N值,通过改变λ得到的临界指数值不满足通常的标度律,但如果我们称为金兹堡参数的一组参数组合远大于1且保持不变,则满足标度律。我们讨论了我们的结果对于理解经济系统以及具有加性和乘性噪声的系统中平均场极限的微妙性质的可能影响。