Element selection for functional materials discovery by integrated machine learning of elemental contributions to properties

Abstract The unique nature of constituent chemical elements gives rise to fundamental differences in materials. Assessing materials based on their phase fields, defined as sets of constituent elements, before specific differences emerge due to composition and structure can reduce combinatorial compl...

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Bibliographic Details
Main Authors: Andrij Vasylenko, Dmytro Antypov, Vladimir V. Gusev, Michael W. Gaultois, Matthew S. Dyer, Matthew J. Rosseinsky
Format: Article
Language:English
Published: Nature Portfolio 2023-09-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-023-01072-x