Materials Science and Engineering Division, ‡Statistical Engineering Division, §Biosystems and Biomaterials Division, National Institute of Standards and Technology , Gaithersburg, Maryland 20899, United States.
J Phys Chem B. 2013 Oct 24;117(42):12836-43. doi: 10.1021/jp4020542. Epub 2013 Jun 11.
There exists a generalization of Boltzmann's H-function that allows for nonuniformly populated stationary states, which may exist far from thermodynamic equilibrium. Here we describe a method for obtaining a generalized or collective diffusion coefficient D directly from this H-function, the only constraints being that the relaxation process is Markov (short memory), continuous in the reaction coordinate, and local in the sense of a flux/force relationship. As an application of this H-function method, we simulate the self-consistent extraction of D via Langevin/Fokker-Planck (L/FP) dynamics on various potential energy landscapes. We observe that the initial epoch of relaxation, which is far removed from the stationary state, provides the most reliable estimates of D. The construction of an H-function that guarantees conformity with the second law of thermodynamics has been generalized to allow for diffusion coefficients that may depend on both the reaction coordinate and time, and the extension to an arbitrary number of reaction coordinates is straightforward. For this multidimensional case, the diffusion tensor must be positive definite in the sense that its eigenvalues must be real and positive. To illustrate the behavior of the proposed collective diffusion coefficient, we simulate the H-function for a variety of Langevin systems. In particular, the impacts on H and D of landscape shape, sample size, selection of an initial distribution, finite dynamic observation range, stochastic correlations, and short/long-term memory effects are examined.
存在一种玻尔兹曼 H 函数的推广形式,它允许存在非均匀填充的定态,这些定态可能远离热力学平衡。在这里,我们描述了一种从这个 H 函数直接获得广义或集体扩散系数 D 的方法,唯一的限制是弛豫过程是马尔可夫的(短记忆),在反应坐标上是连续的,并且在通量/力关系上是局部的。作为这种 H 函数方法的应用,我们通过在各种势能景观上的 Lange因/Fokker-Planck(L/FP)动力学来模拟自洽地提取 D。我们观察到,与定态相差甚远的弛豫初始阶段提供了对 D 的最可靠估计。保证符合热力学第二定律的 H 函数的构造已经被推广到允许扩散系数可能既依赖于反应坐标又依赖于时间的情况,并且很容易扩展到任意数量的反应坐标。对于这种多维情况,扩散张量必须是正定的,即它的特征值必须是实的和正的。为了说明所提出的集体扩散系数的行为,我们模拟了各种 Lange因系统的 H 函数。特别地,研究了景观形状、样本大小、初始分布的选择、有限的动态观测范围、随机相关性以及短期/长期记忆效应对 H 和 D 的影响。