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. 2018 Jul 3;5:180080. doi: 10.1038/sdata.2018.80

Table 5. Considered sources of uncertainty and investigation methods, following Westerberg and McMillan (2015, ref. 67).

Variable Uncertainty sources Investigation method Reference
Precipitation Equipment malfunction Rainfall data with and without quality control 90
  Point measurement error Normal distribution with standard deviation as a function of rain rate 48,51
  Rainfall intensity interpolation method, rainfall event definition Composite cubic spline interpolation, threshold intensities, and bias correction 43,49–51,70
  Spatial interpolation uncertainty Subsampling from the available rain gauges in the network 67
Streamflow Water level measurement uncertainty, barometric and temperature pressure compensation Sampling from uniform or normal distributions with standard error of ±5mm or using sensor nominal accuracy 67,74,75,79,82,91
  Rating curve uncertainty, calibration and extrapolation Constraining uncertainty by using a discharge control structure; voting point likelihood; heteroscedastic maximum likelihood model 56,81,83,85,92
  Streamflow time discretisation Comparing indices calculated at different time steps 5,92
  Seasonality in hydrological response Using total length of time series or divided by season 38,93
  Hydrological index calculation method, e.g. baseflow separation method Comparing different algorithms and methods; Correlation analyses; regionalisation 34,59,64,65,81,87