<codeBook xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:xsd="http://www.w3.org/2001/XMLSchema" xsi:schemaLocation="ddi:codebook:2_6 http://www.ddialliance.org/Specification/DDI-Codebook/2.6/XMLSchema/codebook.xsd" xmlns="ddi:codebook:2_6">
  <docDscr>
    <citation>
      <titlStmt>
        <titl xml:lang="sv"></titl>
        <parTitl xml:lang="en">DFT dataset and qNEP models for CsGeBr3, CsSnBr3, PbTiO3</parTitl>
        <IDNo agency="SND">doi-10-5281-zenodo-22007823-0</IDNo>
        <IDNo agency="DOI">https://doi.org/10.5281/zenodo.22007823</IDNo>
      </titlStmt>
      <prodStmt>
        <producer xml:lang="en" abbr="SND">Swedish National Data Service</producer>
        <producer xml:lang="sv" abbr="SND">Svensk nationell datatjänst</producer>
      </prodStmt>
      <holdings URI="https://doi.org/10.5281/zenodo.22007823">Landing page</holdings>
    </citation>
  </docDscr>
  <stdyDscr>
    <citation>
      <titlStmt>
        <titl xml:lang="sv"></titl>
        <parTitl xml:lang="en">DFT dataset and qNEP models for CsGeBr3, CsSnBr3, PbTiO3</parTitl>
        <IDNo agency="SND">doi-10-5281-zenodo-22007823-0</IDNo>
        <IDNo agency="DOI">https://doi.org/10.5281/zenodo.22007823</IDNo>
      </titlStmt>
      <rspStmt>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Fransson, Erik</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Ngoipala, Apinya</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Deswal, Priyanka</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Berger, Ethan</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Erhart, Paul</AuthEnty>
        <AuthEnty xml:lang="en" affiliation="Chalmers University of Technology">Wiktor, Julia</AuthEnty>
      </rspStmt>
      <prodStmt />
      <distStmt>
        <distrbtr xml:lang="en" abbr="SND" URI="https://snd.se">Swedish National Data Service</distrbtr>
        <distrbtr xml:lang="sv" abbr="SND" URI="https://snd.se">Svensk nationell datatjänst</distrbtr>
        <distDate xml:lang="en" date="2026-08-19" />
      </distStmt>
      <verStmt>
        <version elementVersion="0" elementVersionDate="2026-08-19" />
      </verStmt>
      <holdings URI="https://doi.org/10.5281/zenodo.22007823">Landing page</holdings>
    </citation>
    <stdyInfo>
      <subject />
      <abstract xml:lang="en" contentType="abstract">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.</abstract>
      <sumDscr />
    </stdyInfo>
    <method>
      <dataColl />
    </method>
    <dataAccs>
      <useStmt>
        <restrctn xml:lang="en">Access to data through an external actor. Data are freely accessible.</restrctn>
        <restrctn xml:lang="sv">Åtkomst till data via extern aktör. Data är fritt tillgängliga.</restrctn>
        <conditions elementVersion="info:eu-repo-Access-Terms vocabulary">openAccess</conditions>
      </useStmt>
    </dataAccs>
    <othrStdyMat />
  </stdyDscr>
</codeBook>