Active delta-learning for fast construction of interatomic potentials and stable molecular dynamics simulations

Active learning (AL) requires massive time for comprehensive sampling of complex potential energy surfaces to achieve desirable accuracy and stability of machine learning (ML) potentials. Here, we develop an active delta-learning (ADL) protocol for speeding up AL and building delta-learning models y...

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Sábháilte in:
Sonraí bibleagrafaíochta
Príomhchruthaitheoirí: Yaohuang Huang, Yi-Fan Hou, Pavlo O Dral
Formáid: Alt
Teanga:Béarla
Foilsithe / Cruthaithe: IOP Publishing 2025-01-01
Sraith:Machine Learning: Science and Technology
Ábhair:
Rochtain ar líne:https://doi.org/10.1088/2632-2153/adeb46
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