New runoffmap for Norway by combining a precipitation runoff model with geostatistical interpolation
Authors: Engeland Kolbjørn , Roksvåg Thea , Beldring Stein , Holmqvist Erik , Pedersen Anja Iselin , Ruan Gusong 
Published: September 2022

&lt;p&gt;We present a new runoff map for Norway for the reference period 1991-2020. A new framework combing precipitation runoff-modelling with geostatistical interpolation was used. The precipitation-runoff model WASMOD was used to simulate runoff on a 1x1 km grid covering all Norway and nearby catchments in Sweden and Finland. The parameters of WASMOD were conditioned on land-use and climate classes and calibrated globally using data from 215 streamflow stations. Figure 1a) shows the runoff estimates from WASMOD that are biased when compared to observations (Figure 2a) .&lt;/p&gt;&lt;p&gt;To correct the biases in the gridded simulations we used runoff observations from 732 locations of which 198 had data covering the whole period. A geostatistical approach was used to estimate the 30 year mean annual runoff from short records (1-29 years) for 482 catchments. For 45 catchments with substantial glacier coverage or regulation capacity, a manual extension of mean annual runoff was performed. Another 7 stations with between 25 and 30 years of data were included.&lt;/p&gt;&lt;p&gt;The biases from WASMOD were corrected by simple linear regression using the raw runoff map as a covariate and the runoff observations as the dependent variable. The regression coefficients were modelled as spatial fields using a geostatistical Bayesian approach where SPDE and INLA ensured fast Bayesian inference. The mean annual runoff after the correction is shown in Figure 1b), and in Figure 1c) the difference between the two previous maps is shown. Figure 2b shows a scatter plot of corrected and observed runoff. The scatter is now much smaller.&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;data:image/png;base64, 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&quot; alt=&quot;&quot;&gt;&lt;/p&gt;&lt;p&gt;&lt;em&gt;Figure 1. Mean annual runoff from a) the Wasmod model and b) after the correction. The difference in runoff between a) and b) is shown in c)&lt;/em&gt;&lt;/p&gt;&lt;p&gt;The new framework was evaluated by cross-validation. On average this new approach outperformed a WASMOD when predicting runoff for ungauged and partially gauged catchments and reduced the RMSE by 42% . Scatter plot of predicted runoff is shown in Figure 2c).&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;data:image/png;base64, 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&quot; alt=&quot;&quot;&gt;&lt;/p&gt;&lt;p&gt;&lt;em&gt;Figure 2. Scatterplot of mean annual runoff for a) WASMOD, b) corrected values, and c) predicted runoff , versus observations in 146 catchments in a split sample cross-validation test&lt;/em&gt;&lt;/p&gt;&lt;p&gt;&amp;#160;&lt;/p&gt;&lt;p&gt;&amp;#160;&lt;/p&gt;&lt;p&gt;&amp;#160;&lt;/p&gt;