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        <identifier>oai:researchdata.se:doi-10-5281-zenodo-22007823/0</identifier>
        <datestamp>2026-08-19</datestamp>
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          <dc:identifier>https://doi.org/10.5281/zenodo.22007823</dc:identifier>
          <dc:title xml:lang="en">DFT dataset and qNEP models for CsGeBr3, CsSnBr3, PbTiO3</dc:title>
          <dc:creator>https://orcid.org/0000-0001-5262-3339</dc:creator>
          <dc:creator>https://orcid.org/0000-0002-8463-964X</dc:creator>
          <dc:creator>https://orcid.org/0009-0007-7606-8756</dc:creator>
          <dc:creator>https://orcid.org/0000-0001-9143-4493</dc:creator>
          <dc:creator>https://orcid.org/0000-0002-2516-6061</dc:creator>
          <dc:creator>https://orcid.org/0000-0003-3395-1104</dc:creator>
          <dc:subject xml:lang="en">Physical Sciences</dc:subject>
          <dc:subject xml:lang="sv">Fysik</dc:subject>
          <dc:description xml:lang="en">Charge-aware machine-learned interatomic potentials and their training data for the three perovskites PbTiO3, CsGeBr3 and CsSnBr3.

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. The two halides additionally use a ZBL repulsive term.</dc:description>
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          <dc:rights>https://creativecommons.org/licenses/by/4.0/</dc:rights>
          <dc:publisher xml:lang="en">Chalmers University of Technology</dc:publisher>
          <dc:publisher xml:lang="sv">Chalmers tekniska högskola</dc:publisher>
          <dc:date>2026-08-19T00:00:00Z</dc:date>
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