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A Workflow for Identifying Viable Crystal Structures with Partially Occupied Sites Applied to the Solid Electrolyte
Julian Holland1,2, Tom Demeyere1, Arihant Bhandari1,2
1School of Chemistry, University of Southampton, Southampton SO17 1BJ, U.K.
Researchers developed a new method to find stable structures for cubic lithium lanthanum zirconium oxide (c-LLZO), a solid electrolyte. This approach filters configurations, uses machine learning, and identifies feasible structures for better battery research.
Area of Science:
- Materials Science
- Solid-State Chemistry
- Computational Materials Science
Background:
- The ground-state configuration of cubic lithium lanthanum zirconium oxide (c-LLZO), a promising solid electrolyte, remains elusive.
- Accurate computational studies of c-LLZO require reliable low-energy reference structures.
- Previous theoretical and experimental efforts have not definitively determined the stable structure of c-LLZO.
Purpose of the Study:
- To develop a robust methodology for identifying energetically favorable configurations of c-LLZO.
- To establish a reliable set of feasible and stable structures for c-LLZO research.
- To provide a database of generated structures for improved accuracy and reproducibility in future studies.
Main Methods:
- A novel computational approach combining geometric filtering and machine learning was employed.
- Structures were filtered by eliminating those with overlapping Li atoms based on nearest neighbor analysis.
- Symmetry images were removed, and machine learning was used for energetic ordering of remaining configurations.
Main Results:
- The methodology successfully identified energetically favorable configurations of c-LLZO.
- A significant portion of previously reported structures were found to be geometrically infeasible or unstable.
- A comprehensive database of generated c-LLZO structures was created.
Conclusions:
- The developed methodology provides a systematic way to determine stable configurations for c-LLZO.
- This approach enhances the accuracy and reproducibility of computational research on solid electrolytes.
- The methodology can be extended to investigate other ion-conducting materials.
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