Rogers David M, Beck Thomas L, Rempe Susan B
Center for Biological and Materials Sciences, MS 0895, Sandia National Laboratories, Albuquerque, NM 87185, USA.
J Stat Phys. 2011 Oct;145(2):385-409. doi: 10.1007/s10955-011-0358-9.
Using the problem of ion channel thermodynamics as an example, we illustrate the idea of building up complex thermodynamic models by successively adding physical information. We present a new formulation of information algebra that generalizes methods of both information theory and statistical mechanics. From this foundation we derive a theory for ion channel kinetics, identifying a nonequilibrium 'process' free energy functional in addition to the well-known integrated work functionals. The Gibbs-Maxwell relation for the free energy functional is a Green-Kubo relation, applicable arbitrarily far from equilibrium, that captures the effect of non-local and time-dependent behavior from transient thermal and mechanical driving forces. Comparing the physical significance of the Lagrange multipliers to the canonical ensemble suggests definitions of nonequilibrium ensembles at constant capacitance or inductance in addition to constant resistance. Our result is that statistical mechanical descriptions derived from a few primitive algebraic operations on information can be used to create experimentally-relevant and computable models. By construction, these models may use information from more detailed atomistic simulations. Two surprising consequences to be explored in further work are that (in)distinguishability factors are automatically predicted from the problem formulation and that a direct analogue of the second law for thermodynamic entropy production is found by considering information loss in stochastic processes. The information loss identifies a novel contribution from the instantaneous information entropy that ensures non-negative loss.
以离子通道热力学问题为例,我们阐述了通过逐步添加物理信息来构建复杂热力学模型的思路。我们提出了一种信息代数的新表述,它概括了信息论和统计力学的方法。基于此基础,我们推导出了离子通道动力学理论,除了著名的积分功泛函外,还确定了一个非平衡“过程”自由能泛函。自由能泛函的吉布斯 - 麦克斯韦关系是一个格林 - 久保关系,可在任意远离平衡的情况下应用,它捕捉了瞬态热和机械驱动力引起的非局部和时间相关行为的影响。将拉格朗日乘数的物理意义与正则系综进行比较,除了恒定电阻外,还提出了恒定电容或电感下非平衡系综的定义。我们的结果是,从对信息的一些基本代数运算得出的统计力学描述可用于创建与实验相关且可计算的模型。通过构建,这些模型可以使用来自更详细原子模拟的信息。在进一步的工作中有待探索的两个惊人结果是,(不可)区分性因子可从问题表述中自动预测出来,并且通过考虑随机过程中的信息损失,发现了热力学熵产生第二定律的直接类似物。信息损失确定了瞬时信息熵的一种新贡献,可确保损失非负。