A Bayesian approach for real-time flood forecasting

► We evaluate the performance of a BFS adapted for flood prediction in a small basin. ► Hydrologic uncertainty is crucial for the predictive distribution of river discharge. ► The predictive distribution can be strongly asymmetrical and bimodal. ► A precipitation dependent system improved the characterisation of significant events. ► Performance deteriorates with lead times not covered by rainfall forecast.