Ensemble prediction and atmospheric predictability

Due to the chaotic nature of the atmosphere, and inevitable errors in observations and prediction models, weather forecasts always contain uncertainties. No forecast is therefore complete without a description of the uncertainty, which is often expressed in terms of forecast probability. MAP´s interest in ensemble forecasting includes how to optimally design the ensemble to effectively sample the errors in the numerical forecasts, how to generate, calibrate and evaluate the probabilistic forecasts.