Assessing reference evapotranspiration estimation from reanalysis weather products. An application to the Iberian Peninsula
ABSTRACT
Computing crop reference evapotranspiration (ETo) with the FAO Penman–Monteith method (PM‐ETo) requires maximum and minimum air temperature, shortwave radiation, relative air humidity and wind speed. These data are often not available, thus requiring alternative computation procedures. Although some proposed approximations may provide ETo values with small estimation errors, the physics of the ET processes may then not be well described. The use of reanalysis data, which is common in climate studies, represents an alternative to observation data for the weather variables referred above, when these are not available. This study focuses on the use of the National Center for Environmental Prediction/National Center for Atmospheric Research (NCEP/NCAR) blended reanalysis products with gridded data sets for the computation of PM‐ETo in the Iberian Peninsula. A monthly time step was adopted. The PM‐ETo time series computed with the blended reanalysis data sets were compared with those obtained using observations for 130 weather stations in the Iberian Peninsula. Results show that the PM‐ETo computed with blended reanalysis compares well with the series computed from observation data (average root mean square error, RMSE = 0.49 mm day−1). The weather variables derived from reanalysis were also compared with observation data. Results supported the quality of ETo computations because, overall, there was a good match between solar radiation (average RMSE = 1.76 MJm−2 day−1) and maximum temperature (average RMSE = 1.48 °C) derived from reanalysis and in situ observations. By contrast, the wind speed from reanalysis highly overestimated observations and this is likely a reason for the slight overestimation of ETo computed from reanalysis (percentage bias, PBIAS>20% in 89% of cases). In addition, the reanalysis products are apparently influenced by modelled warming, which contributes to overestimation of the minimum temperature and, to a lesser extent, of the relative humidity. The spatial pattern of accuracy indicators reveals that poorer results correspond to the southern and south‐eastern coastal areas of Iberia, where climate is semi‐arid. The compatibility of the PM‐ETo computed with monthly inputs and of the daily ETo cumulated to the month using the PM‐ETo equation was confirmed, thus allowing to extend conclusions of this study to daily computations. Alternative reanalysis products were also assessed. Tests for ERA‐Interim reanalysis products revealed overestimation of ETo and those for NCEP/NCAR Reanalysis II have shown large underestimation. Results suggest that the blended reanalysis products are suitable for the estimation of ETo in Iberia since they integrate an appropriate correction of radiation and temperature, which proved essential for the good estimation results obtained.
Citing Literature
Number of times cited according to CrossRef: 13
- P. Paredes, L.S. Pereira, J. Almorox, H. Darouich, Reference grass evapotranspiration with reduced data sets: Parameterization of the FAO Penman-Monteith temperature approach and the Hargeaves-Samani equation using local climatic variables, Agricultural Water Management, 10.1016/j.agwat.2020.106210, 240, (106210), (2020).
- Philip A. Blankenau, Ayse Kilic, Richard Allen, An evaluation of gridded weather data sets for the purpose of estimating reference evapotranspiration in the United States, Agricultural Water Management, 10.1016/j.agwat.2020.106376, 242, (106376), (2020).
- Papa Malick Ndiaye, Ansoumana Bodian, Lamine Diop, Abdoulaye Deme, Alain Dezetter, Koffi Djaman, Evaluation and Calibration of Alternative Methods for Estimating Reference Evapotranspiration in the Senegal River Basin, Hydrology, 10.3390/hydrology7020024, 7, 2, (24), (2020).
- Papa Malick Ndiaye, Ansoumana Bodian, Lamine Diop, Abdoulaye Deme, Alain Dezetter, Koffi Djaman, Andrew Ogilvie, Trend and Sensitivity Analysis of Reference Evapotranspiration in the Senegal River Basin Using NASA Meteorological Data, Water, 10.3390/w12071957, 12, 7, (1957), (2020).
- Anna Pelosi, Fabio Terribile, Guido D’Urso, Giovanni Battista Chirico, Comparison of ERA5-Land and UERRA MESCAN-SURFEX Reanalysis Data with Spatially Interpolated Weather Observations for the Regional Assessment of Reference Evapotranspiration, Water, 10.3390/w12061669, 12, 6, (1669), (2020).
- P. Paredes, L.S. Pereira, Computing FAO56 reference grass evapotranspiration PM-ETo from temperature with focus on solar radiation, Agricultural Water Management, 10.1016/j.agwat.2018.12.014, 215, (86-102), (2019).
- Fa-rong Huang, Tao Yang, Qian Li, Si-si Li, Lan-hai Li, Suwannee Adsavakulchai, Reference evapotranspiration concentration and its relationship with precipitation concentration at southern and northern slopes of Tianshan Mountains, China, Journal of Mountain Science, 10.1007/s11629-018-5159-z, 16, 6, (1381-1395), (2019).
- Simon Ricard, François Anctil, Forcing the Penman-Montheith Formulation with Humidity, Radiation, and Wind Speed Taken from Reanalyses, for Hydrologic Modeling, Water, 10.3390/w11061214, 11, 6, (1214), (2019).
- Miquel Tomas-Burguera, Santiago Beguería, Sergio Vicente-Serrano, Marco Maneta, Optimal Interpolation scheme to generate reference crop evapotranspiration, Journal of Hydrology, 10.1016/j.jhydrol.2018.03.025, 560, (202-219), (2018).
- Paula Paredes, Diogo S. Martins, Luis Santos Pereira, Jorge Cadima, Carlos Pires, Accuracy of daily estimation of grass reference evapotranspiration using ERA-Interim reanalysis products with assessment of alternative bias correction schemes, Agricultural Water Management, 10.1016/j.agwat.2018.08.003, 210, (340-353), (2018).
- Luis Santos Pereira, Water, Agriculture and Food: Challenges and Issues, Water Resources Management, 10.1007/s11269-017-1664-z, 31, 10, (2985-2999), (2017).
- P. Paredes, J. C. Fontes, E. B. Azevedo, L. S. Pereira, Daily reference crop evapotranspiration in the humid environments of Azores islands using reduced data sets: accuracy of FAO-PM temperature and Hargreaves-Samani methods, Theoretical and Applied Climatology, 10.1007/s00704-017-2295-2, (2017).
- P. Paredes, J. C. Fontes, E. B. Azevedo, L. S. Pereira, Daily reference crop evapotranspiration with reduced data sets in the humid environments of Azores islands using estimates of actual vapor pressure, solar radiation, and wind speed, Theoretical and Applied Climatology, 10.1007/s00704-017-2329-9, (2017).




