In this study a stochastic approach to calibration of an orographic pr
ecipitation model (Rhea, 1978) was applied in the Gunnison River Basin
of south-western Colorado. The stochastic approach to model calibrati
on was used to determine: (1) the model parameter uncertainty and sens
itivity; (2) the grid-cell resolution to run the model (10 or 5 km gri
ds); (3) the model grid rotation increment; and (4) the basin subdivis
ion by elevation band for parameter definition. Results from the stoch
astic calibration are location and data dependent. Uncertainty, sensit
ivity and range in the final parameter sets were found to vary by grid
-cell resolution and elevation. Ten km grids were found to be a more r
obust model configuration than 5 km grids. Grid rotation increment, te
sted using only 10 km grids, indicated increments of less than 10 degr
ees to be superior. Basin subdivision into two elevation bands was fou
nd to produce 'optimal' results for both 10 and 5 km grids. (C) 1998 J
ohn Wiley & Sons, Ltd.