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基于库尔贝克-莱布勒距离的冲动驱动随机系统的多维测度。

Multidimensional measures of impulsively driven stochastic systems based on the Kullback-Leibler distance.

作者信息

Rahav Saar, Mukamel Shaul

机构信息

Department of Chemistry, University of California, Irvine, California 92697, USA.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2010 Mar;81(3 Pt 1):031116. doi: 10.1103/PhysRevE.81.031116. Epub 2010 Mar 17.

Abstract

By subjecting a dynamical system to a series of short pulses and varying several time delays, we can obtain multidimensional characteristic measures of the system. Multidimensional Kullback-Leibler response function (KLRF), which are based on the Kullback-Leibler distance between the initial and final states, are defined. We compare the KLRF, which are nonlinear in the probability density, with ordinary response functions obtained from the expectation value of a dynamical variable, which are linear. We show that the KLRF encode different level of information regarding the system's dynamics. For overdamped stochastic dynamics two-dimensional KLRF shows a qualitatively different variation with the time delays between pulses, depending on whether the system is initially in a steady state or in thermal equilibrium.

摘要

通过对一个动态系统施加一系列短脉冲并改变几个时间延迟,我们可以获得该系统的多维特征量度。基于初始状态和最终状态之间的库尔贝克-莱布勒距离定义了多维库尔贝克-莱布勒响应函数(KLRF)。我们将概率密度呈非线性的KLRF与从动态变量的期望值获得的普通响应函数(呈线性)进行比较。我们表明,KLRF编码了关于系统动力学的不同层次的信息。对于过阻尼随机动力学,二维KLRF根据系统初始是处于稳态还是热平衡状态,随脉冲之间的时间延迟呈现出定性不同的变化。

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