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On the representability problem and the physical meaning of coarse-grained models

机译:关于粗粒度模型的可表示性问题和物理意义

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In coarse-grained (CG) models where certain fine-grained (FG, i.e., atomistic resolution) observables are not directly represented, one can nonetheless identify indirect the CG observables that capture the FG observable's dependence on CG coordinates. Often, in these cases it appears that a CG observable can be defined by analogy to an all-atom or FG observable, but the similarity is misleading and significantly undermines the interpretation of both bottom-up and top-down CG models. Such problems emerge especially clearly in the framework of the systematic bottom-up CG modeling, where a direct and transparent correspondence between FG and CG variables establishes precise conditions for consistency between CG observables and underlying FG models. Here we present and investigate these representability challenges and illustrate them via the bottom-up conceptual framework for several simple analytically tractable polymer models. The examples provide special focus on the observables of configurational internal energy, entropy, and pressure, which have been at the root of controversy in the CG literature, as well as discuss observables that would seem to be entirely missing in the CG representation but can nonetheless be correlated with CG behavior. Though we investigate these problems in the framework of systematic coarse-graining, the lessons apply to top-down CG modeling also, with crucial implications for simulation at constant pressure and surface tension and for the interpretations of structural and thermodynamic correlations for comparison to experiment. Published by AIP Publishing.
机译:在粗粒度(CG)模型中,某些细粒度(FG,即原子分辨率)的可观测对象没有直接表示,但是可以间接识别捕获FG可观测对象对CG坐标的依赖的CG可观测对象。通常,在这些情况下,可以通过类似于全原子或FG可观察物的定义来定义CG可观察物,但是相似性具有误导性,并且会严重破坏自下而上和自上而下的CG模型的解释。在系统的自下而上的CG建模框架中,此类问题特别明显,其中FG和CG变量之间的直接且透明的对应关系为CG可观察值与基础FG模型之间的一致性建立了精确的条件。在这里,我们介绍并研究了这些可表示性方面的挑战,并通过自下而上的概念框架说明了几个简单的可分析处理的聚合物模型。这些示例特别关注构型内部能量,熵和压力的可观察性,这些可观察性已成为CG文学争论的根源,并讨论了在CG表示中似乎完全缺失但仍可以观察到的可观察性与CG行为相关。尽管我们在系统粗粒度的框架内研究了这些问题,但这些经验教训也适用于自上而下的CG建模,这对于恒压和表面张力下的模拟以及与实验进行比较的结构和热力学相关性的解释具有至关重要的意义。由AIP Publishing发布。

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