Accelerating crystal structure search through active learning with neural networks for rapid relaxations

Abstract Global optimization of crystal compositions is a significant yet computationally intensive method to identify stable structures within chemical space. The specific physical properties linked to a three-dimensional atomic arrangement make this an essential task in the development of new mate...

Full description

Saved in:
Bibliographic Details
Main Authors: Stefaan S. P. Hessmann, Kristof T. Schütt, Niklas W. A. Gebauer, Michael Gastegger, Tamio Oguchi, Tomoki Yamashita
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-025-01523-7
Tags: Add Tag
No Tags, Be the first to tag this record!