Active learning of reactive Bayesian force fields applied to heterogeneous catalysis dynamics of H/Pt
Uncertainty-aware machine learning models are used to automate the training of reactive force fields. The method is used here to simulate hydrogen turnover on a platinum surface with unprecedented accuracy.
Main Authors: | , , , , |
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Format: | Article |
Language: | English |
Published: |
Nature Portfolio
2022-09-01
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Series: | Nature Communications |
Online Access: | https://doi.org/10.1038/s41467-022-32294-0 |