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Assessing AgERA5 and MERRA-2 Global Climate Datasets for Small-Scale Agricultural Applications
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AgERA5 (ECMWF) is a relatively new climate dataset specifically designed for agricultural applications. MERRA-2 (NASA) is also used in agricultural applications; however, it was not specifically designed for this purpose. Despite the proven value of these datasets in assessing global climate patterns, their effectiveness in small-scale agricultural contexts remains unclear. This research aims to fill this gap by assessing the suitability and performance of AgERA5 and MERRA-2 in precision irrigation management, which is crucial for regions with limited ground data availability. The wine-making region of Nemea, Greece, with its complex and challenging terrain is used as a characteristic case study. The datasets are assessed for key weather variables and for irrigation planning, using detailed local meteorological station data as a reference. The results reveal that both products have serious limitations in small scale irrigation scheduling applications in contrast to what was reported in previous studies for other regions. The uneven performance of global datasets in different regions due to lack of sufficient observation data for reanalysis data calibration was also indicated. Comparing the two datasets, AgERA5 outperforms MERRA-2, especially in precipitation and reference evapotranspiration. MERRA-2 shows comparable potential in irrigation planning, as it occasionally matches or exceeds AgERA5’s performance. The study findings underscore the importance of evaluating metanalysis datasets in the application area before their use for precision agriculture, particularly in regions with complex topography.
Title: Assessing AgERA5 and MERRA-2 Global Climate Datasets for Small-Scale Agricultural Applications
Description:
AgERA5 (ECMWF) is a relatively new climate dataset specifically designed for agricultural applications.
MERRA-2 (NASA) is also used in agricultural applications; however, it was not specifically designed for this purpose.
Despite the proven value of these datasets in assessing global climate patterns, their effectiveness in small-scale agricultural contexts remains unclear.
This research aims to fill this gap by assessing the suitability and performance of AgERA5 and MERRA-2 in precision irrigation management, which is crucial for regions with limited ground data availability.
The wine-making region of Nemea, Greece, with its complex and challenging terrain is used as a characteristic case study.
The datasets are assessed for key weather variables and for irrigation planning, using detailed local meteorological station data as a reference.
The results reveal that both products have serious limitations in small scale irrigation scheduling applications in contrast to what was reported in previous studies for other regions.
The uneven performance of global datasets in different regions due to lack of sufficient observation data for reanalysis data calibration was also indicated.
Comparing the two datasets, AgERA5 outperforms MERRA-2, especially in precipitation and reference evapotranspiration.
MERRA-2 shows comparable potential in irrigation planning, as it occasionally matches or exceeds AgERA5’s performance.
The study findings underscore the importance of evaluating metanalysis datasets in the application area before their use for precision agriculture, particularly in regions with complex topography.
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