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Data · dataset · 2025

Models and data supporting the paper "Predicting neutron experiments from first principles: A workflow powered by machine learning"

Listed in Researchdata.se and Swedish National Data Service — shown once because both records carry DOI 10.5281/zenodo.15809229

This record accompanies the publication "Predicting neutron experiments from first principles: A workflow powered by machine learning".

Description

It comprises the machine-learned interatomic potentials (MLIPs) constructed and employed in that work with their respective training data as well as the experimental inelastic neutron scattering data for crystalline benzene presented in the publication. Hydrogenated Sc-doped BaTiO3 nep-BaScTiOH.txt – MLIP based on the neuroevolution potential (NEP) form nep-BaScTiOH.zip – model ensemble with the underlying training and validation data BaScTiOH-R2SCAN.db – database with reference data, in sql-lite format, readable using the ase package Benzene nep-benzene.txt – MLIP based on the neuroevolution potential (NEP) form nep-benzene.zip – model ensemble with the underlying training and validation data benzene-CX.db – database with reference data, in sql-lite format, readable using the ase package reduced-benzene-tosca.zip – experimental inelastic neutron scattering data

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Applied computing 73%
Provenance · 2 source records, 12 field assertions
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Researchdata.seoai:researchdata.se:doi-10-5281-zenodo-15809229/013 d agoJSON v1
Swedish National Data Serviceoai:researchdata.se:doi-10-5281-zenodo-15809229/02 d agoJSON v1
FieldAssertionExtractorEvidence
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