Data-driven exploration of AB 2 X 4 (X = O, S, Se, Te) spinel chemical space | Synapse
April 18, 2026Open Access
Data-driven exploration of AB 2 X 4 (X = O, S, Se, Te) spinel chemical space
Key Points
The study aims to identify undiscovered spinels using machine learning techniques applied to chemical space.
Applied machine learning algorithms to analyze spinel crystal structures.
Surveyed known materials within the spinel category.
Explored potential undiscovered spinels based on structural data.
Identified multiple potential spinels that are not yet documented.
Revealed significant gaps in the known spinel chemical space.
Projected new areas for further material discovery.
Abstract
The crystal structure of the mineral spinel is adopted by hundreds of known materials. We use machine learning to explore how many spinels remain to be discovered.
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Cite This Study
Detrattanawichai et al. (Thu,) studied this question.