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September 18, 2025Materials Horizons0 citationsOpen Access

Machine-learning-assisted discovery of lattice dynamics signatures of sodium superionic conductors

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OAOgheneyoma AghoghovbiaRRRiccardo RuraliMAMohammed Al‐Fahdi

Key Points

  • A strong connection between lattice dynamics and ionic transport is established, revealing key dynamics signatures.
  • The analysis includes 921 sodium superionic conductors, providing a comprehensive overview of their properties.
  • Observational data is derived from machine learning methods to uncover patterns in lattice dynamics.
  • Findings may enhance the understanding of ionic conductivity in these materials, informing future research directions.

Abstract

A quantitative link between lattice dynamics and ionic transport in 921 sodium superionic conductors is established.

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Cite This Study

Aghoghovbia et al. (2025) studied this question.

synapsesocial.com/papers/68d461c231b076d99fa60d67https://doi.org/10.1039/d5mh01176k
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