Articles | Volume 21, issue 1
https://doi.org/10.5194/hess-21-197-2017
https://doi.org/10.5194/hess-21-197-2017
Research article
 | 
11 Jan 2017
Research article |  | 11 Jan 2017

Upscaling instantaneous to daily evapotranspiration using modelled daily shortwave radiation for remote sensing applications: an artificial neural network approach

Loise Wandera, Kaniska Mallick, Gerard Kiely, Olivier Roupsard, Matthias Peichl, and Vincenzo Magliulo

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Cited articles

Ahmad, A., Anderson, T. N., and Lie, T. T.: Hourly global solar irradiation forecasting for New Zealand, Sol. Energy, 122, 1398–1408, https://doi.org/10.1016/j.solener.2015.10.055, 2015.
Allen, R. G., Pereira, L. S., Raes, D., and Smith, M.: Crop evapotranspiration, Guidelines for computing crop water requirements, FAO Irrigation and drainage paper, Rome, Italy, 56, 326 pp., 1998.
Anderson, R. G., Lo, M.-H., Swenson, S., Famiglietti, J. S., Tang, Q., Skaggs, T. H., Lin, Y.-H., and Wu, R.-J.: Using satellite-based estimates of evapotranspiration and groundwater changes to determine anthropogenic water fluxes in land surface models, Geosci. Model Dev., 8, 3021–3031, https://doi.org/10.5194/gmd-8-3021-2015, 2015.
Baigorria, G. A., Villegas, E. B., Trebejo, I., Carlos, J. F., and Quiroz, R.: Atmospheric transmissivity: distribution and empirical estimation around the central Andes, Int. J. Climatol., 24, 1121–1136, https://doi.org/10.1002/joc.1060, 2004.
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Short summary
Upscaling instantaneous to daily evapotranspiration (ETi–ETd) is one of the central challenges in regional vegetation water-use mapping using polar orbiting satellites. Here we developed a robust ETi upscaling for global studies using the ratio between daily and instantaneous global radiation (RSd/RSi). Using data from 126 FLUXNET tower sites, this study demonstrated the RSd/RSi ratio to be the most robust factor explaining ETd/ETi variability across variable sky conditions and multiple biomes.