Structure · dataset · 2025
Database
Listed in Teesside University Research Data Repository
Description
The programs were developed using Python 3.11.1 and libraries Tensorflow v 2.13.0, Scikit-learn v 1.2.2 and Matplotlib v3.6.2. Python can be installed from the website python.org/. To install libraries, you need to enter the following commands in the command line: pip install tensorflow==2.13.0 pip install scikit-learn==1.2.2 pip install matplotlib==3.6.2 We trained three models: Artificial Neural Networks (ANN), Linear Least Squares (LS) regression and Random Forest Regressor (RF).
The file with the model training has the name «* _learning.py» and the results visualization file «*_3D_plot.py» To run the ANN_3D_plot.py two files are required: tf_model.keras – contains a learning model; training_history.json – contains training history
Links
Where it is published
- DOI doi.org/10.17632/9ks6z77wsd.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
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/9ks6z77wsd.1 | 6 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:3406 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Physical Chemistry'] |
| concepts[field].local:field:chemistry | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| 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:materials-science | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | 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 |