Neural Density Functional Theory of Liquid-Gas Phase Coexistence

We use supervised machine learning together with the concepts of classical density functional theory to investigate the effects of interparticle attraction on the pair structure, thermodynamics, bulk liquid-gas coexistence, and associated interfacial phenomena in many-body systems. Local learning of...

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Bibliographic Details
Main Authors: Florian Sammüller, Matthias Schmidt, Robert Evans
Format: Article
Language:English
Published: American Physical Society 2025-01-01
Series:Physical Review X
Online Access:http://doi.org/10.1103/PhysRevX.15.011013
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