Diffusion Precipitation Generation with Medium-range Weather Forecasting
The study introduces Dynamics–Precipitation Decoupling, a framework that separates atmospheric evolution from precipitation generation using a diffusion model. It maps non-precipitation forecasts from frozen weather models to observation-aligned daily rainfall, achieving improved accuracy and better representation of localized accumulation patterns compared to existing methods. This reusable component enhances medium-range forecasting systems.