Coarse graining from variationally enhanced sampling applied to the Ginzburg-Landau model

Proc Natl Acad Sci U S A. 2017 Mar 28;114(13):3370-3374. doi: 10.1073/pnas.1618455114. Epub 2017 Mar 14.

Abstract

A powerful way to deal with a complex system is to build a coarse-grained model capable of catching its main physical features, while being computationally affordable. Inevitably, such coarse-grained models introduce a set of phenomenological parameters, which are often not easily deducible from the underlying atomistic system. We present a unique approach to the calculation of these parameters, based on the recently introduced variationally enhanced sampling method. It allows us to obtain the parameters from atomistic simulations, providing thus a direct connection between the microscopic and the mesoscopic scale. The coarse-grained model we consider is that of Ginzburg-Landau, valid around a second-order critical point. In particular, we use it to describe a Lennard-Jones fluid in the region close to the liquid-vapor critical point. The procedure is general and can be adapted to other coarse-grained models.

Keywords: Ginzburg–Landau free energy; Lennard–Jones; coarse graining; enhanced sampling; second-order phase transitions.

Publication types

  • Research Support, Non-U.S. Gov't