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Data · dataset · 2026

uMLIP for 2D materials

Listed in Teesside University Research Data Repository

Description

Data for manuscript, entitled: "Remarkable Accuracy of Universal Machine Learning Potentials for Mechanical and Phononic Properties of 2D Materials" DFT_Details.zip contains representative computational details for the DFT calculations, with examples for AIMD, phonon dispersion, and structural relaxation calculations using the VASP package. This dataset also includes the complete training datasets generated for defective graphene, hexagonal boron nitride (hBN), and nanoporous carbon-nitride covalent organic frameworks (CN-COFs), together with the corresponding passively-fitted MTP potentials.

The datasets are provided in both CFG and XYZ formats. In the CFG and MTP files, the atomic type indices 1, 5, 6, and 7 correspond to H, B, C, and N atoms, respectively.

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Where it is published

Catalogue records · 1

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Provenance · 1 source records, 13 field assertions
SourceKeyLast seenRaw
Teesside University Research Data Repositoryoai:data.mendeley.com/grkzzf8dw5.212 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].anzsrc:group:4611mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Machine Learning']
concepts[field].local:field:computer-science-aimapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
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concepts[field].local:field:life-sciencesmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[method].local:method:dftmapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Density Functional Theory']
descriptionsource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/description
licensesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/rights
publication_datesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
titlesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/title