UniWind: Day-Ahead Wind Power Forecasting via Physics-Informed State Routing
UniWind is a wind power forecasting framework that combines physics-informed priors with data-driven state corrections to improve day-ahead forecasts. It first establishes a physical upper bound based on wind speed and then uses latent states to model operational deviations. This approach yields strong accuracy across various testing conditions, proving effective in separating meteorological potential from real-world operational noise.