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Minisymposium Presentation

Atomic Cluster Expansion Force Fields in Julia

Tuesday, June 4, 2024
16:30
-
17:00
CEST
Climate, Weather and Earth Sciences
Climate, Weather and Earth Sciences
Climate, Weather and Earth Sciences
Chemistry and Materials
Chemistry and Materials
Chemistry and Materials
Computer Science and Applied Mathematics
Computer Science and Applied Mathematics
Computer Science and Applied Mathematics
Humanities and Social Sciences
Humanities and Social Sciences
Humanities and Social Sciences
Engineering
Engineering
Engineering
Life Sciences
Life Sciences
Life Sciences
Physics
Physics
Physics

Description

This talk will introduce Julia-language tools for generating interatomic potentials from quantum mechanical reference data using the Atomic Cluster Expansion (ACE). The ACE construction provides a complete description of atomic environments, including invariance to overall translation and rotation as well as permutation of like atoms, making the resulting potentials systematically improvable and data efficient. The presentation will include demonstration of active learning strategies, as well as example applications.

Authors