Articles | Volume 21, issue 12
https://doi.org/10.5194/hess-21-6425-2017
https://doi.org/10.5194/hess-21-6425-2017
Research article
 | 
18 Dec 2017
Research article |  | 18 Dec 2017

Prediction of storm transfers and annual loads with data-based mechanistic models using high-frequency data

Mary C. Ockenden, Wlodek Tych, Keith J. Beven, Adrian L. Collins, Robert Evans, Peter D. Falloon, Kirsty J. Forber, Kevin M. Hiscock, Michael J. Hollaway, Ron Kahana, Christopher J. A. Macleod, Martha L. Villamizar, Catherine Wearing, Paul J. A. Withers, Jian G. Zhou, Clare McW. H. Benskin, Sean Burke, Richard J. Cooper, Jim E. Freer, and Philip M. Haygarth

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Cited articles

Allen, D. J., Darling, W. G., Davies, J., Newell, A. J., Gooddy, D. C., and Collins, A. L.: Groundwater conceptual models: implications for evaluating diffuse pollution mitigation measures, Q. J. Eng. Geol. Hydroge., 47, 65–80, https://doi.org/10.1144/qjegh2013-043, 2014.
Beven, K. J.: Uniqueness of place and process representations in hydrological modelling, Hydrol. Earth Syst. Sci., 4, 203–213, https://doi.org/10.5194/hess-4-203-2000, 2000.
Beven, K. J.: A manifesto for the equifinality thesis, J. Hydrol., 320, 18–36, https://doi.org/10.1016/j.jhydrol.2005.07.007, 2006.
Beven, K. J.: rainfall-runoff modelling : the primer, 2nd edn., John Wiley & Sons, Chichester, 2012.
Beven, K. and Freer, J.: Equifinality, data assimilation, and uncertainty estimation in mechanistic modelling of complex environmental systems using the GLUE methodology, J. Hydrol., 249, 11–29, 2001.
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This paper describes simple models of phosphorus load which are identified for three catchments in the UK. The models use new hourly observations of phosphorus load, which capture the dynamics of phosphorus transfer in small catchments that are often missed by models with a longer time step. Unlike more complex, process-based models, very few parameters are required, leading to low parameter uncertainty. Interpretation of the dominant phosphorus transfer modes is made based solely on the data.