Data · dataset · 2026
Code and processed data for: Physics-guided graph attention networks for multi-horizon PM2.5 forecasting on the northern slope of the Tianshan Mountains
Listed in ScienceDB
This archive contains the complete code and processed data supporting the paper "Physics-guided graph attention networks for multi-horizon PM2.5 forecasting on the northern slope of the Tianshan Mountains" .
Description
It includes the full analysis pipeline (data cleaning, feature engineering, baseline models, Physics-GAT training, ablations, adaptive prediction-level fusion, and bootstrap significance tests), saved model outputs and weights, the final figures, and the processed hourly dataset cleaned_data.csv for 16 stations.
See README.md in the archive for step-by-step reproduction instructions. A CUDA GPU is recommended for full retraining; all figures and the attention-weight extraction can be regenerated on a CPU-only machine from the saved results.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.0125j ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science · Engineering · Humanities · Life Sciences · Physics · Social Science
- Inferred from text
- Geoinformatics 72%
Provenance · 1 source records, 12 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.0125j | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:3704 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (72%) |
| concepts[field].local:field:computer-science-ai | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:physics | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license_text | source · scidb cn | connector:scidb_cn@1.0.0 | |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |