1. Drivers of ammonia volatilization in Mediterranean climate cropping systems.
- Author
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Hurtado, Juliana, Velázquez, Eduardo, Lassaletta, Luis, Guardia, Guillermo, Aguilera, Eduardo, and Sanz-Cobena, Alberto
- Subjects
MEDITERRANEAN climate ,CROPPING systems ,AGRICULTURAL climatology ,CLIMATIC zones ,ATMOSPHERIC ammonia ,NITROGEN fertilizers ,ABATEMENT (Atmospheric chemistry) - Abstract
Ammonia (NH 3) volatilization is the major source of nitrogen (N) loss resulting from the application of synthetic and organic N fertilizers to croplands. It is well known that in Mediterranean cropping systems, there is a relationship between the intrinsic characteristics of the climate and nitrous oxide (N 2 O) emissions, but whether the same relation exists for NH 3 emissions remains uncertain. Here, we estimated the impact of edaphoclimatic conditions (including meteorological conditions after N fertilization), crop management factors, and the measurement technique on both the cumulative emissions and the NH 3 emission factor (EF) in Mediterranean climate zones, drawing on a database of 234 field treatments. We used a machine learning method, random forest (RF), to predict volatilization and ranked variables based on their importance in the prediction. Random forest had a good predictive power for the NH 3 EF and cumulative emissions, with an R
2 of 0.69 and 0.76, respectively. Nitrogen fertilization rate (N rate) was the top-ranked predictor variable, increasing NH 3 emissions substantially when N rate was higher than 170 kg N ha−1 . Soil pH was the most important edaphoclimatic variable, showing greater emissions (36.7 kg NH 3 ha−1 , EF = 19.3%) when pH was above 8.2. Crop type, fertilizer type, and N application method also affected NH 3 emission patterns, while water management, mean precipitation, and soil texture were ranked low by the model. Our results show that intrinsic Mediterranean characteristics had only an indirect effect on NH 3 emissions. For instance, relatively low N fertilization rates result in small NH 3 emissions in rainfed areas, which occupy a very significant surface of Mediterranean agricultural land. Overall, N fertilization management is a key driver in reducing NH 3 emissions, but additional field factors should be studied in future research to establish more robust abatement strategies. [Display omitted] • NH 3 emissions and EF are assessed in Mediterranean climate zones after N fertilization. • Random Forest predict accurately NH 3 volatilization and EF. • Nitrogen rate and soil pH are the main factors that influence NH 3 emissions and EF. • N fertilization management is a key driver in reducing NH 3 emissions. • Mediterranean conditions as indirect NH 3 emissions drivers through the lower N rates. [ABSTRACT FROM AUTHOR]- Published
- 2024
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