Abstract
Testing hydrological models over different spatio-temporal scales is important both for evaluating diagnostics and aiding process understanding. High-frequency (6hr) stable isotope sampling of rainfall and runoff was undertaken during 3 week periods in summer and winter within 12 months of daily sampling in a 3.2 km2 catchment in the Scottish Highlands. This was used to calibrate and test a tracer-aided model to assess the: (1) information content of high resolution data; (2) effect of different calibration strategies on simulations and inferred processes; (3) model transferability to <1 km2 sub-catchment. The 6-hourly data were successfully incorporated without loss of model performance, improving the temporal resolution of the modelling, and making it more relevant to the time dynamics of the isotope and hydrometric response. However, this added little new information due to old-water dominance and riparian mixing in this peatland catchment. Time variant results, from differential split sample testing, highlighted the importance of calibrating to a wide range of hydrological conditions. This also provided insights into the non-stationarity of catchment mixing processes, in relation to storage and water ages, which varied markedly depending on the calibration period. Application to the nested sub-catchment produced equivalent parameterisation and performance, highlighting similarity in dominant processes. The study highlighted the utility of high-resolution data in combination with tracer-aided models, applied at multiple spatial scales, as learning tools to enhance process understanding and evaluation of model behaviour across nonstationary conditions. This helps reveal more fully the catchment response in terms of the different mechanistic controls on both wave celerites and particle velocities.
Original language | English |
---|---|
Pages (from-to) | 3962-3978 |
Number of pages | 17 |
Journal | Hydrological Processes |
Volume | 31 |
Issue number | 22 |
Early online date | 15 Sept 2017 |
DOIs | |
Publication status | Published - 30 Oct 2017 |
Bibliographical note
AcknowledgementsThe authors would like to thank Jonathan Dick and Audrey Innes for lab analysis and preparation of the isotope samples. In addition, we would like to thank Iain Malcolm (Marine Scotland Science) for providing AWS data. Finally, we gratefully acknowledge the European Research Council ERC (project GA 335910 VeWa) for funding the VeWa project. The data used are available from the authors. CB acknowledges support from the University of Costa Rica (project 217-B4-239 and the Isotope Network for Tropical Ecosystem Studies (ISONet)).
Keywords
- high resolution isotopes
- tracer-aided modelling
- parameter transferability
- catchment storage
- water age
- runoff processes