Air Quality

Conformal PM2.5 Mapping Under Spatial Covariate Shift: Satellite-Reanalysis Fusion for Africa's Green Industrial Transition

This paper introduces a satellite-reanalysis PM2.5 fusion system for air quality monitoring in Africa, employing LightGBM and conformal prediction. The system addresses challenges in geographic generalization and uncertainty quantification crucial for the continent's green industrial transition.