Data · dataset · 2022
Scripts and Models for "Predicting electronic structures at any length scale with machine learning"
Listed in RODARE
Scripts and Models for "Predicting the Electronic Structure of Matter on Ultra-Large Scales" This data set contains scripts and models to reproduce the results of our manuscript "Physics-informed Machine Learning Models for Scalable Density Functional Theory Calculations".
Description
The scripts are supposed to be used in conjunction with the ab-initio data sets also published alongside our research article. Requirements python>=3.7.x mala>=1.1.0 ase numpy Contents | Folder name | Description | |------------------|--------------------------------------------------| | data_analysis/ | Run script for RDF calculations | | model_inference/ | Run script to run inference based on MALA models | | model_training/ | Run script to train MALA models | | trained_models/ | Trained models for beryllium and aluminium |
Links
Where it is published
- RODARE record rodare.hzdr.de/record/1851 ↗
landing page · from rodare hzdr de
- DOI doi.org/10.14278/rodare.1851 ↗
DOI / persistent id · from rodare hzdr de
Catalogue records · 1
- InvenioRDM API rodare.hzdr.de/api/records/1851 ↗
metadata API · from rodare hzdr de
Topics
- Inferred from text
- Condensed matter modelling and density functional theory 81% · Density functional theory 75%
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| RODARE | 1851 | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · rodare hzdr de | connector:rodare_hzdr_de@1.0.0 | |
| concepts[field].anzsrc:field:510403 | enrichment · rodare hzdr de | taxonomy-embedding@1.1.0 | title+keywords+description (81%) |
| concepts[method].local:method:dft | enrichment · rodare hzdr de | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · rodare hzdr de | connector:rodare_hzdr_de@1.0.0 | /metadata/description |
| license | source · rodare hzdr de | connector:rodare_hzdr_de@1.0.0 | |
| publication_date | source · rodare hzdr de | connector:rodare_hzdr_de@1.0.0 | |
| title | source · rodare hzdr de | connector:rodare_hzdr_de@1.0.0 | /metadata/title |
| updated_date | source · rodare hzdr de | connector:rodare_hzdr_de@1.0.0 | |
| version_label | source · rodare hzdr de | connector:rodare_hzdr_de@1.0.0 |