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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.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Geoinformatics 72%
Provenance · 1 source records, 12 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.0125j10 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
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concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:physicsmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
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