Training data, model, and results for "Computational tuning of the elastic properties of low- and high-entropy ultra-high temperature ceramics"

dc.contributor.authorMagorrian, Samuel
dc.contributor.authorStojanović, Ljiljana
dc.contributor.authorKabalan, Lara
dc.contributor.authorShkurti, Ardita
dc.contributor.authorWhite, Richard
dc.contributor.authorThiemann, Fabian
dc.contributor.authorZólyomi, Viktor
dc.contributor.funderHartree National Centre for Digital Innovation
dc.date.accessioned2025-12-13T15:00:14Z
dc.date.issued2025
dc.description.abstractThis dataset contains: (i) training data, in plaintext xyz format, created via density functional theory simulations (ii) weights for resulting trained MACE-UHTC model (finetuned from MACE-MPA0 as a starting point) (iii) Results of simulations of the properties of group 4 and 5 transition metal rocksalt carbides using the trained model which are described in the forthcoming article “Computational tuning of the elastic properties of low- and high-entropy ultra-high temperature ceramics” If you use the model and/or any of the data, you must cite the associated preprint/article when available.
dc.identifier.urihttps://edata.stfc.ac.uk/handle/edata/992
dc.identifier.urihttps://doi.org/10.5286/edata/960
dc.language.isoen
dc.relation.isreferencedbyhttps://doi.org/10.48550/arXiv.2512.13204
dc.rightsCreative Commons Attribution 4.0 International
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.titleTraining data, model, and results for "Computational tuning of the elastic properties of low- and high-entropy ultra-high temperature ceramics"
dc.typeCollection

Files

Original bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
MACE_UHTC_dataset.zip
Size:
61.74 MB
Format:
ZIP file