Within the framework of DFG research group CAOS, this project aims at improved modeling of water and energy flows in mesoscale catchments by explicit representation of preferential flow paths and adaptive modeling. For the latter we analyze dynamical similarity of model elements to group them and thus avoid redundant computations.