journal article·2023-08-08Open access

Nature of the Superionic Phase Transition of Lithium Nitride from Machine Learning Force Fields

Gabriel Krenzer, Johan Klarbring, Kasper Tolborg, Hugo Rossignol, Andrew R. McCluskey, Benjamin J. Morgan, Aron Walsh

Chemistry of Materials· Volume 35· Issue 15

Abstract

High Resolution Image Download MS PowerPoint Slide Superionic conductors have great potential as solid-state electrolytes, but the physics of type-II superionic transitions remains elusive. In this study, we employed molecular dynamics simulations, using machine learning force fields, to investigate the type-II superionic phase transition in α-Li 3 N. We characterized Li 3 N above and below the superionic phase transition by calculating the heat capacity, Li + ion self-diffusion coefficient, and Li defect concentrations as functions of temperature. Our findings indicate that both the Li + self-diffusion coefficient and Li vacancy concentration follow distinct Arrhenius relationships in the normal and superionic regimes. The activation energies for self-diffusion and Li vacancy formation decrease by a similar proportion across the superionic phase transition. This result suggests that the superionic transition may be driven by a decrease in defect formation energetics rather than changes in Li transport mechanism. This insight may have implications for other type-II superionic materials.
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Research context

OpenAlex topics: Machine Learning in Materials Science · Fuel Cells and Related Materials · Inorganic Chemistry and Materials

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Materials, Imperial College London, Exhibition Road, London SW7 2AZ, United Kingdom

Department of Physics, Chemistry and Biology (IFM), Linköping University, SE-581 83 Linköping, Sweden

I-X, Imperial College London, Wood Lane, London W12 0BZ, United Kingdom

School of Physics, Trinity College, Dublin 2, Ireland

CRANN Institute, Trinity College, Dublin 2, Ireland

European Spallation Source ERIC, Ole Maales vej 3, 2200 København N, Denmark

Department of Chemistry, University of Bath, Claverton Down, Bath BA2 7AY, United Kingdom

Department of Physics, Ewha Womans University, Seoul 03760, Korea

Funding

Royal Society · Vetenskapsr?det · Irish Research Council · Faraday Institution

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