Monroe Jacob I, Hatch Harold W, Mahynski Nathan A, Shell M Scott, Shen Vincent K
National Institute of Standards and Technology, Gaithersburg, Maryland 20899, USA.
University of California - Santa Barbara, Santa Barbara, California 93106, USA.
J Chem Phys. 2020 Oct 14;153(14):144101. doi: 10.1063/5.0014282.
Thermodynamic extrapolation has previously been used to predict arbitrary structural observables in molecular simulations at temperatures (or relative chemical potentials in open-system mixtures) different from those at which the simulation was performed. This greatly reduces the computational cost in mapping out phase and structural transitions. In this work, we explore the limitations and accuracy of thermodynamic extrapolation applied to water, where qualitative shifts from anomalous to simple-fluid-like behavior are manifested through shifts in the liquid structure that occur as a function of both temperature and density. We present formulas for extrapolating in volume for canonical ensembles and demonstrate that linear extrapolations of water's structural properties are only accurate over a limited density range. On the other hand, linear extrapolation in temperature can be accurate across the entire liquid state. We contrast these extrapolations with classical perturbation theory techniques, which are more conservative and slowly converging. Indeed, we show that such behavior is expected by demonstrating exact relationships between extrapolation of free energies and well-known techniques to predict free energy differences. An ideal gas in an external field is also studied to more clearly explain these results for a toy system with fully analytical solutions. We also present a recursive interpolation strategy for predicting arbitrary structural properties of molecular fluids over a predefined range of state conditions, demonstrating its success in mapping qualitative shifts in water structure with density.
热力学外推法此前已被用于在不同于模拟执行温度(或开放系统混合物中的相对化学势)的温度下预测分子模拟中的任意结构可观测量。这大大降低了绘制相和结构转变时的计算成本。在这项工作中,我们探讨了应用于水的热力学外推法的局限性和准确性,其中从反常行为到类似简单流体行为的定性转变通过作为温度和密度函数的液体结构变化表现出来。我们给出了正则系综在体积上进行外推的公式,并证明水的结构性质的线性外推仅在有限的密度范围内准确。另一方面,温度的线性外推在整个液态范围内都可以是准确的。我们将这些外推法与经典微扰理论技术进行对比,后者更为保守且收敛缓慢。事实上,我们通过证明自由能外推与预测自由能差的知名技术之间的精确关系表明了这种行为是预期的。还研究了处于外场中的理想气体,以便更清楚地解释具有完全解析解的简单系统的这些结果。我们还提出了一种递归插值策略,用于预测分子流体在预定义状态条件范围内的任意结构性质,展示了其在绘制水结构随密度的定性变化方面的成功。