Machine-learning free-energy functionals using density profiles from simulations

The formally exact framework of equilibrium Density Functional Theory (DFT) is capable of simultaneously and consistently describing thermodynamic and structural properties of interacting many-body systems in arbitrary external potentials. In practice, however, DFT hinges on approximate (free-)energ...

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Bibliographic Details
Main Authors: Peter Cats, Sander Kuipers, Sacha de Wind, Robin van Damme, Gabriele M. Coli, Marjolein Dijkstra, René van Roij
Format: Article
Language:English
Published: AIP Publishing LLC 2021-03-01
Series:APL Materials
Online Access:http://dx.doi.org/10.1063/5.0042558