HESS Opinions: The need for process-based evaluation of large-domain hyper-resolution models

A meta-analysis on 192 peer-reviewed articles reporting on applications of the variable infiltration capacity (VIC) model in a distributed way reveals that the spatial resolution at which the model is applied has increased over the years, while the calibration and validation time interval has remain...

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Main Authors: L. A. Melsen, A. J. Teuling, P. J. J. F. Torfs, R. Uijlenhoet, N. Mizukami, M. P. Clark
Format: Article
Language:English
Published: Copernicus Publications 2016-03-01
Series:Hydrology and Earth System Sciences
Online Access:http://www.hydrol-earth-syst-sci.net/20/1069/2016/hess-20-1069-2016.pdf
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author L. A. Melsen
A. J. Teuling
P. J. J. F. Torfs
R. Uijlenhoet
N. Mizukami
M. P. Clark
author_facet L. A. Melsen
A. J. Teuling
P. J. J. F. Torfs
R. Uijlenhoet
N. Mizukami
M. P. Clark
author_sort L. A. Melsen
collection DOAJ
description A meta-analysis on 192 peer-reviewed articles reporting on applications of the variable infiltration capacity (VIC) model in a distributed way reveals that the spatial resolution at which the model is applied has increased over the years, while the calibration and validation time interval has remained unchanged. We argue that the calibration and validation time interval should keep pace with the increase in spatial resolution in order to resolve the processes that are relevant at the applied spatial resolution. We identified six time concepts in hydrological models, which all impact the model results and conclusions. Process-based model evaluation is particularly relevant when models are applied at hyper-resolution, where stakeholders expect credible results both at a high spatial and temporal resolution.
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spelling doaj.art-a130396c13ec47719f8e324885d5eca82022-12-21T18:54:29ZengCopernicus PublicationsHydrology and Earth System Sciences1027-56061607-79382016-03-012031069107910.5194/hess-20-1069-2016HESS Opinions: The need for process-based evaluation of large-domain hyper-resolution modelsL. A. Melsen0A. J. Teuling1P. J. J. F. Torfs2R. Uijlenhoet3N. Mizukami4M. P. Clark5Hydrology and Quantitative Water Management Group, Wageningen University, Droevendaalsesteeg 3a, 6708 PB Wageningen, the NetherlandsHydrology and Quantitative Water Management Group, Wageningen University, Droevendaalsesteeg 3a, 6708 PB Wageningen, the NetherlandsHydrology and Quantitative Water Management Group, Wageningen University, Droevendaalsesteeg 3a, 6708 PB Wageningen, the NetherlandsHydrology and Quantitative Water Management Group, Wageningen University, Droevendaalsesteeg 3a, 6708 PB Wageningen, the NetherlandsNational Center for Atmospheric Research (NCAR), Boulder, CO, USANational Center for Atmospheric Research (NCAR), Boulder, CO, USAA meta-analysis on 192 peer-reviewed articles reporting on applications of the variable infiltration capacity (VIC) model in a distributed way reveals that the spatial resolution at which the model is applied has increased over the years, while the calibration and validation time interval has remained unchanged. We argue that the calibration and validation time interval should keep pace with the increase in spatial resolution in order to resolve the processes that are relevant at the applied spatial resolution. We identified six time concepts in hydrological models, which all impact the model results and conclusions. Process-based model evaluation is particularly relevant when models are applied at hyper-resolution, where stakeholders expect credible results both at a high spatial and temporal resolution.http://www.hydrol-earth-syst-sci.net/20/1069/2016/hess-20-1069-2016.pdf
spellingShingle L. A. Melsen
A. J. Teuling
P. J. J. F. Torfs
R. Uijlenhoet
N. Mizukami
M. P. Clark
HESS Opinions: The need for process-based evaluation of large-domain hyper-resolution models
Hydrology and Earth System Sciences
title HESS Opinions: The need for process-based evaluation of large-domain hyper-resolution models
title_full HESS Opinions: The need for process-based evaluation of large-domain hyper-resolution models
title_fullStr HESS Opinions: The need for process-based evaluation of large-domain hyper-resolution models
title_full_unstemmed HESS Opinions: The need for process-based evaluation of large-domain hyper-resolution models
title_short HESS Opinions: The need for process-based evaluation of large-domain hyper-resolution models
title_sort hess opinions the need for process based evaluation of large domain hyper resolution models
url http://www.hydrol-earth-syst-sci.net/20/1069/2016/hess-20-1069-2016.pdf
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