Data · dataset · 2026
Dataset and code for AI-supported many-objective optimization of U3A design in cold regions
Listed in Teesside University Research Data Repository
This repository contains the dataset and code supporting the article “Multi-objective optimization based on ANN and NSGA-III: integrated design of luminous environment, thermal comfort, and heating/cooling loads for U3A in cold regions”.
Description
The repository includes: (1) the 1,900-case simulation dataset, (2) definitions of the 19 design variables and 12 performance objectives, (3) scripts for training and evaluating the 12 ANN surrogate models, (4) Sobol sensitivity analysis scripts, and (5) NSGA-III optimization scripts.
The files are provided to support transparency and reproducibility of the reported results.
Links
Where it is published
- DOI doi.org/10.17632/3yjtdm3bc4.1 ↗
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
- Architectural engineering · Computer Science & AI · Earth & Environmental Science · Engineering · Machine learning
- Inferred from text
- Simulation 75%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/3yjtdm3bc4.1 | 16 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:field:400501 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Architectural Engineering'] |
| 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:engineering | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[method].local:method:simulation | enrichment · researchdata tees ac uk | keyword-concept-rules@1.0.0 | title+description (75%) |
| 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 |