Data · dataset · 2025
Dataset supporting the robustness of GP-based atomic energy models
Listed in Teesside University Research Data Repository
This dataset contains both input and output files of all the experiments reported in the paper "Unprecedented robustness of physics-informed atomic energy models at and beyond room temperature" (not yet published at the date of publication of this dataset).
Description
Input files comprise (a) the reference dataset (.csv) files used for building and testing the models, and (b) CONTROL, CONFIG, and FIELD files used as inputs for FFLUX simulations.
Output files include (a) model files containing the atomic energy models for each system and each mean function type, (b) the results from the distortion challenges, (c) the conformational samples from extended FFLUX simulations at 500 K, and (d) the gif files showing the prediction of restoring forces over the first 1 ps of FFLUX simulations initiated from highly distorted geometries of malondialdehyde, aspirin, and serine.
Links
Where it is published
- DOI doi.org/10.17632/b75bjps2vw.1 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science · Life Sciences · Machine learning
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/b75bjps2vw.1 | 13 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].anzsrc:group:4611 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Machine Learning'] |
| concepts[field].local:field:computer-science-ai | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |