Structure · dataset · 2025
Machine-learning potentials for structurally and chemically complex MAB phases: strain hardening and ripplocation-mediated plasticity
Listed in TU Wien Research Data
Description
The data coresponds to the publication Machine-learning potentials for structurally and chemically complex MAB phases: strain hardening and ripplocation-mediated plasticity , by Nikola Koutná , Shuyao Lin , Lars Hultman , Davide G. Sangiovanni , Paul H. Mayrhofer accessible at doi.org/10.1016/j.matdes.2025.114307 Methodology The methods used to produce the data are described in the publication Contents The zip file contains a README file and 3 folders with various text files: MABs_structures : relaxed structures in the VASP POSCAR format ( vasp.at/wiki/index.php/POSCAR ) MLIPs : machine-learning interatomic potentials in the mlip-2 format ( gitlab.com/ashapeev/mlip-2 ) and the corresponding training sets in the cfg format (compatible with the mlip-2 package) Raw_data_from_tables : calculated lattice parameters, elastic constants, and mechanical properties, as listed in Tab.1-3 in the publication ( doi.org/10.1016/j.matdes.2025.114307 )
Links
Where it is published
- TU Wien Research Data record researchdata.tuwien.ac.at/records/5cc2j-sb797 ↗
landing page · from researchdata tuwien ac at
- DOI doi.org/10.48436/5cc2j-sb797 ↗
DOI / persistent id · from researchdata tuwien ac at
Catalogue records · 1
- InvenioRDM API researchdata.tuwien.ac.at/api/records/5cc2j-sb797 ↗
metadata API · from researchdata tuwien ac at
Topics
- Stated by source
- MAB phase · Machine-learning interatomic potentials · Materials engineering · Mechanical properties · Molecular dynamics
- From keywords
- Engineering · Life Sciences · Materials engineering · Materials Science
- Inferred from text
- Text 75%
Provenance · 1 source records, 16 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| TU Wien Research Data | 5cc2j-sb797 | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| concepts[field].anzsrc:group:4016 | mapping · researchdata tuwien ac at | vocabulary-mapper@1.0.0 | keywords['Materials engineering'] |
| concepts[field].local:field:engineering | mapping · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · researchdata tuwien ac at | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[topic].invenio_subject:researchdata_tuwien_ac_at:mab-phase | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| concepts[topic].invenio_subject:researchdata_tuwien_ac_at:machine-learning-interatomic-potentials | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| concepts[topic].invenio_subject:researchdata_tuwien_ac_at:materials-engineering | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| concepts[topic].invenio_subject:researchdata_tuwien_ac_at:mechanical-properties | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| concepts[topic].invenio_subject:researchdata_tuwien_ac_at:molecular-dynamics | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| description | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | /metadata/description |
| license | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| publication_date | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | |
| title | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 | /metadata/title |
| updated_date | source · researchdata tuwien ac at | connector:researchdata_tuwien_ac_at@1.0.0 |