Data · dataset · 2025
Base de données de configurations atomiques sur le silicium et la silice
Listed in Borealis
This collection constitutes a quantum mechanics database developed for the training of machine learning potentials.
Description
It was designed and generated as part of a joint modeling project involving silicon, silica, and oxygen. Thousands of quantum mechanical calculations were carried out using the Quantum ESPRESSO software to build this database.
Each file with the .out extension contains essential information such as the simulation box lattice parameters, the number of atoms, the total energy, the atomic forces, and the stress tensor. These data are extracted to train machine learning-based interatomic potentials. The subset of data related to oxygen also includes files in .cfg format, which contain similar information: the simulation box, the number of atoms, energy, forces, and stress.
Read the rest (1 more)
From this database, one can train a machine learning potential or extract atomic coordinates in order to recompute quantum mechanical calculations using exchange-correlation (XC) functionals of choice. In the case of direct training, it is recommended to optimize the database beforehand to select a representative portion based on the specific needs of the model or application
Links
Where it is published
- Dataverse dataset page borealisdata.ca/dataset.xhtml?persistentId=doi%3A10.5683%2FSP3%2FFDCKFY ↗
landing page · from borealisdata ca
- DOI doi.org/10.5683/sp3/fdckfy ↗
DOI / persistent id · from borealisdata ca
Catalogue records · 1
- Dataverse API borealisdata.ca/api/datasets/:persistentId/?persistentId=doi%3A10.5683%2FSP3%2… ↗
metadata API · from borealisdata ca
Topics
- Stated by source
- Chemistry · Earth and Environmental Sciences · Engineering · Physics
- From keywords
- Chemistry · Computer Science & AI · Density functional theory · Earth & Environmental Science · Energy · Engineering · Life Sciences · Physics
- Inferred from text
- Simulation 75% · Theoretical and computational chemistry 75%
Provenance · 1 source records, 20 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Borealis | doi:10.5683/SP3/FDCKFY | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:3407 | enrichment · borealisdata ca | taxonomy-embedding@1.1.0 | title+keywords+description (75%) |
| concepts[field].dataverse_subject:chemistry | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].dataverse_subject:earth-and-environmental-sciences | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].dataverse_subject:engineering | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].dataverse_subject:physics | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:chemistry | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:computer-science-ai | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:earth-environmental | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:energy | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:engineering | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:life-sciences | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[field].local:field:physics | mapping · borealisdata ca | connector:borealisdata_ca@1.0.0 | /subjects |
| concepts[method].local:method:dft | mapping · borealisdata ca | vocabulary-mapper@1.0.0 | keywords['density functional theory'] |
| concepts[method].local:method:simulation | enrichment · borealisdata ca | keyword-concept-rules@1.0.0 | title+description (75%) |
| created_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| description | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /description |
| publication_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| title | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | /name |
| updated_date | source · borealisdata ca | connector:borealisdata_ca@1.0.0 | |
| version_label | source · borealisdata ca | connector:borealisdata_ca@1.0.0 |