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Evaluation of Near-Surface Air Temperature from Reanalysis over the United States and Ukraine: Application to Winter Wheat Yield ForecastingIn this work we evaluate the near-surface air temperature datasets from the ERA-Interim, JRA55, MERRA2, NCEP1, and NCEP2 reanalysis projects. Reanalysis data were first compared to observations from weather stations located on wheat areas of the United States and Ukraine, and then evaluated in the context of a winter wheat yield forecast model. Results from the comparison with weather station data showed that all datasets performed well (r2>0.95) and that more modern reanalysis such as ERAI had lower errors (RMSD ~ 0.9) than the older, lower resolution datasets like NCEP1 (RMSD ~ 2.4). We also analyze the impact of using surface air temperature data from different reanalysis products on the estimations made by a winter wheat yield forecast model. The forecast model uses information of the accumulated Growing Degree Day (GDD) during the growing season to estimate the peak NDVI signal. When the temperature data from the different reanalysis projects were used in the yield model to compute the accumulated GDD and forecast the winter wheat yield, the results showed smaller variations between obtained values, with differences in yield forecast error of around 2% in the most extreme case. These results suggest that the impact of temperature discrepancies between datasets in the yield forecast model get diminished as the values are accumulated through the growing season.
Document ID
20190002032
Acquisition Source
Goddard Space Flight Center
Document Type
Conference Paper
Authors
Santamaria Artigas, A.
(Maryland Univ. College Park, MD, United States)
Franch Gras, B.
(Maryland Univ. College Park, MD, United States)
Guillevic, P.
(Maryland Univ. College Park, MD, United States)
Roger, J. C.
(Maryland Univ. College Park, MD, United States)
Vermote, Eric
(NASA Goddard Space Flight Center Greenbelt, MD, United States)
Skakun, S.
(Maryland Univ. College Park, MD, United States)
Date Acquired
March 29, 2019
Publication Date
July 22, 2018
Subject Category
Earth Resources And Remote Sensing
Report/Patent Number
GSFC-E-DAA-TN66729
Meeting Information
Meeting: IGARSS 2018
Location: Valencia
Country: Spain
Start Date: July 22, 2018
End Date: July 27, 2018
Sponsors: Institute of Electrical and Electronics Engineers
Funding Number(s)
CONTRACT_GRANT: NNX17AJ63A
Distribution Limits
Public
Copyright
Public Use Permitted.
Keywords
GSOD
Reanalysis
Near-Surface Air Temperature
Growing Degree Day
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