The overall research objective is to develop a computationally efficient strategy to perform simulations of spatially distributed, physically based hydrologic models at a large scale and at a fine spatio-temporal resolution. More specifically a clustering of grid cells with a similar hydrologic response will be performed in order to reduce the computation time, without a considerable loss of predictive power.