Earth s Future · 2023 · 40 citations · 62 references
AgricultureAgronomyCrop SciencesCrop ModelingCrop ProductionCropping SystemsClimate ChangeClimate Impact AssessmentClimate Impact ModelingExtreme Climate EventsYield ForecastingYield PredictionAgricultural Climate ImpactsAgricultural Impact ModelingAgricultural Production ForecastingClimate Change ImpactsClimate Change Impacts On CropsClimate Change Impacts On YieldRegional Climate Change ImpactsSoybean Production
Abstract While soybeans are among the most consumed crops in the world, most of its production lies in the US, Brazil, and Argentina. The concentration of soybean growing regions in the Americas renders the supply chain vulnerable to regional disruptions. In 2012, anomalous hot and dry conditions occurring simultaneously in these regions led to low soybean yields, which drove global soybean prices to all‐time records. In this study, we explore climate change impacts on simultaneous extreme crop failures as the one from 2012. We develop a hybrid model, coupling a process‐based crop model with a machine learning model, to improve the simulation of soybean production. We assess the frequency and magnitude of events with similar or higher impacts than 2012 under different future scenarios, evaluating anomalies both with respect to present day and future conditions to disentangle the impacts of (changing) climate variability from the long‐term mean trends. We find long‐term trends in mean climate increase the frequency of 2012 analogs by 11–16 times and the magnitude by 4–15% compared to changes in climate variability only depending on the global climate scenario. Conversely, anomalies like the 2012 event due to changes in climate variability show an increase in frequency in each country individually, but not simultaneously across the Americas. We deduce that adaptation of the crop production practice to the long‐term mean trends of climate change may considerably reduce the future risk of simultaneous soybean losses across the Americas.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
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Corey Lesk, Pedram Rowhani, Navin Ramankutty · Nature · 2016 · 3.7K citations · Full text
Agriculture, Agronomy, Crop Sciences +14
Rising temperatures reduce global wheat production
Senthold Asseng, Frank Ewert, Pierre Martre et al. · Nature Climate Change · 2014 · 2.4K citations · Full text
Agriculture, Agronomy, Crop Sciences +12