Kim Eun-Jin, Hollerbach Rainer
School of Mathematics and Statistics, University of Sheffield, Sheffield S3 7RH, United Kingdom.
Department of Applied Mathematics, University of Leeds, Leeds LS2 9JT, United Kingdom.
Phys Rev E. 2017 Feb;95(2-1):022137. doi: 10.1103/PhysRevE.95.022137. Epub 2017 Feb 27.
We investigate the effect of nonlinear interaction on the geometric structure of a nonequilibrium process. Specifically, by considering a driven-dissipative system where a stochastic variable x is damped either linearly (∝x) or nonlinearly (∝x^{3}) while driven by a white noise, we compute the time-dependent probability density functions (PDFs) during the relaxation towards equilibrium from an initial nonequilibrium state. From these PDFs, we quantify the information change by the information length L, which is the total number of statistically distinguishable states which the system passes through from the initial state to the final state. By exploiting different initial PDFs and the strength D of the white-noise forcing, we show that for a linear system, L increases essentially linearly with an initial mean value y_{0} of x as L∝y_{0}, demonstrating the preservation of a linear geometry. In comparison, in the case of a cubic damping, L has a power-law scaling as L∝y_{0}^{m}, with the exponent m depending on D and the width of the initial PDF. The rate at which information changes also exhibits a robust power-law scaling with time for the cubic damping.
我们研究了非线性相互作用对非平衡过程几何结构的影响。具体而言,通过考虑一个受驱耗散系统,其中随机变量(x)在白噪声驱动下,要么线性((\propto x))要么非线性((\propto x^{3}))地被衰减,我们计算了从初始非平衡态弛豫到平衡态过程中的时间相关概率密度函数(PDF)。从这些PDF中,我们通过信息长度(L)来量化信息变化,(L)是系统从初始态到终态所经过的统计上可区分状态的总数。通过利用不同的初始PDF和白噪声驱动强度(D),我们表明对于线性系统,(L)基本上随(x)的初始均值(y_{0})线性增加,即(L\propto y_{0}),这表明线性几何结构得以保留。相比之下,在三次方衰减的情况下,(L)具有幂律标度,即(L\propto y_{0}^{m}),其中指数(m)取决于(D)和初始PDF的宽度。对于三次方衰减,信息变化的速率也随时间呈现出稳健的幂律标度。