Novel fast Li-ion conductors for solid-state electrolytes from first-principles
Tushar Singh Thakur, Loris Ercole, Nicola Marzari

TL;DR
This study employs high-throughput computational screening to identify and analyze new fast lithium-ion conductors for solid-state electrolytes, highlighting promising materials like Li7NbO6 with high ionic conductivity.
Contribution
The paper introduces a novel automated screening protocol combining first-principles calculations and molecular dynamics to discover and evaluate new solid-state electrolyte materials.
Findings
Li7NbO6 exhibits ~5 mS/cm ionic conductivity at room temperature
Approximately 60 promising new conductors identified and analyzed
A self-consistent workflow improves the accuracy of the pinball model
Abstract
We present a high-throughput computational screening for fast lithium-ion conductors to identify promising materials for application in all solid-state electrolytes. Starting from more than 30,000 Li-containing experimental structures sourced from Crystallography Open Database, Inorganic Crystal Structure Database and Materials Platform for Data Science, we perform highly automated calculations to identify electronic insulators. On these ~1000 structures, we use molecular dynamics simulations to estimate Li-ion diffusivities using the pinball model, which describes the potential energy landscape of diffusing lithium with accuracy similar to density functional theory while being 200-500 times faster. Then we study the ~60 most promising and previously unknown fast conductors with full first-principles molecular dynamics simulations at several temperatures to estimate their activation…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMachine Learning in Materials Science · Advanced Battery Materials and Technologies · Advanced Physical and Chemical Molecular Interactions
