Data · dataset · 2026
DFT dataset and qNEP models for CsGeBr3, CsSnBr3, PbTiO3
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Charge-aware machine-learned interatomic potentials and their training data for the three perovskites PbTiO3, CsGeBr3 and CsSnBr3.
Description
Files Two files per system, named _: _train.xyz – training set in extended XYZ format, with reference energies, forces and virials. _nep.txt – the NEP potential, usable directly with GPUMD or calorine. Systems PbTiO3 – 345 structures, 5–320 atoms per structure, reference method VASP with r2SCAN.
CsGeBr3 – 110 structures, 5–160 atoms per structure, reference method FHI-aims with r2SCAN50. CsSnBr3 – 103 structures, 5–320 atoms per structure, reference method FHI-aims with r2SCAN50. Potentials All three are fourth-generation NEPs with charge support (charge_mode 1, lambda_q 0.1), three species, radial and angular cutoffs of 8 and 4 Å, trained for 300 000 generations.
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The two halides additionally use a ZBL repulsive term.
Links
Where it is published
- DOI doi.org/10.5281/zenodo.22007823 ↗
DOI / persistent id · from researchdata se
Catalogue records · 1
- OAI-PMH record api.researchdata.se/oai-pmh?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3A… ↗
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Topics
- From keywords
- Earth & Environmental Science · Physics
- Inferred from text
- Density functional theory 65%
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Researchdata.se | oai:researchdata.se:doi-10-5281-zenodo-22007823/0 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata se | connector:researchdata_se@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata se | connector:researchdata_se@1.0.0 | |
| concepts[field].local:field:physics | mapping · researchdata se | vocabulary-mapper@1.0.0 | keywords['Physical Sciences'] |
| concepts[method].local:method:dft | enrichment · researchdata se | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · researchdata se | connector:researchdata_se@1.0.0 | /metadata/dc/description |
| license | source · researchdata se | connector:researchdata_se@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata se | connector:researchdata_se@1.0.0 | |
| title | source · researchdata se | connector:researchdata_se@1.0.0 | /metadata/dc/title |