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Transferable Deep Learning Potential Reveals Intermediate-Range Ordering Effects in LiF–NaF–ZrF<sub>4</sub> Molten Salt

Rajni Chahal, Santanu Roy, Martin Brehm, Shubhojit Banerjee, Vyacheslav S. Bryantsev, Stephen Lam

2022JACS Au45 citationsDOIOpen Access PDF

Abstract

content. In such cases, machine learning-based simulations capable of accessing larger time and length scales (beyond 17 Å) were critical for accurately predicting both structure and ionic diffusivities.

Topics & Concepts

Molten saltEutectic systemRaman spectroscopyIonic bondingFlatteningRange (aeronautics)Materials scienceChemical physicsChemistryIonAlloyOpticsMetallurgyPhysicsOrganic chemistryComposite materialMolten salt chemistry and electrochemical processesMachine Learning in Materials ScienceInorganic Fluorides and Related Compounds