Mapping inorganic crystal chemical space

Hyunsoo Park, Anthony Onwuli, Keith T. Butler, Aron Walsh · Faraday Discussions · 2024

stoichiometric inorganic compositions. The unique combinations are vectorised using compositional embedding vectors drawn from a variety of published machine-learning models. Dimensionality-reduction techniques are employed to present a two-dimensional representation of inorganic crystal chemical space, which is labelled according to whether the combinations pass standard chemical filters and if they appear in known materials databases.

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