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Appropriate temporal resolution of precipitation data for discharge modelling in pre-alpine catchments
Authors:Anna E Sikorska  Jan Seibert
Institution:1. Department of Geography, University of Zurich, Zurich, Switzerland;2. Department of Hydraulic Engineering, Warsaw University of Life Sciences – SGGW, Warsaw, Poland;3. Department of Earth Sciences, Uppsala University, Uppsala, Sweden
Abstract:Precipitation time series with high temporal resolution are desired for hydrological modelling and flood studies. Yet the choice of an appropriate resolution is not straightforward because the use of too high a temporal resolution increases the data requirements, computational costs and, presumably, associated uncertainty, while performance improvement may be indiscernible. In this study, the effect of averaging hourly precipitation on model performance and associated uncertainty is investigated using two data sources: station network precipitation (SNP) and radar-based precipitation (RBP). From these datasets, time series of different temporal resolutions were generated, and runoff was simulated for 13 pre-alpine catchments with a bucket-type model. Our results revealed that different temporal resolutions were required for an acceptable model performance depending on the catchment size and data source. These were 1–12 h for small (16–59 km2), 3-21 h for medium (60–200 km2), and 24 h for large (200–939 km2) catchments.
Keywords:radar-based precipitation  station network precipitation  averaging length  uncertainty  Bayesian methods  bucket-type model
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