Elemental numerical descriptions to enhance classification and regression model performance for high-entropy alloys

Abstract The machine learning-assisted design of new alloy compositions often relies on the physical and chemical properties of elements to describe the materials. In the present study, we propose a strategy based on an evolutionary algorithm to generate new elemental numerical descriptions for high...

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Bibliographic Details
Main Authors: Yan Zhang, Cheng Wen, Pengfei Dang, Xue Jiang, Dezhen Xue, Yanjing Su
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-025-01560-2
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