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Uncertainty in simulating wheat yields under climate change

Authors: L. A. Hunt; James W. Jones; S. Naresh Kumar; Carlos Angulo; Katharina Waha; Senthold Asseng; R. Goldberg; +47 Authors

Uncertainty in simulating wheat yields under climate change

Abstract

Projections of climate change impacts on crop yields are inherently uncertain(1). Uncertainty is often quantified when projecting future greenhouse gas emissions and their influence on climate(2). However, multi-model uncertainty analysis of crop responses to climate change is rare because systematic and objective comparisons among process-based crop simulation models(1,3) are difficult(4). Here we present the largest standardized model intercomparison for climate change impacts so far. We found that individual crop models are able to simulate measured wheat grain yields accurately under a range of environments, particularly if the input information is sufficient. However, simulated climate change impacts vary across models owing to differences in model structures and parameter values. A greater proportion of the uncertainty in climate change impact projections was due to variations among crop models than to variations among downscaled general circulation models. Uncertainties in simulated impacts increased with CO2 concentrations and associated warming. These impact uncertainties can be reduced by improving temperature and CO2 relationships in models and better quantified through use of multi-model ensembles. Less uncertainty in describing how climate change may affect agricultural productivity will aid adaptation strategy development and policymaking.

Countries
Germany, France, France, France, France, Finland, France, United Kingdom, France
Keywords

hiilidioksidi, 570, 550, incertidumbre, [SDV]Life Sciences [q-bio], yields, simulation modelling, simulation models, projection, crop production, adaptation, 630, wheat yields, sato, wheat, maaperä, modelos de simulación, model, [ SDV ] Life Sciences [q-bio], ddc:550, food, ensemble, carbon dioxide, statistical uncertainty, temperature, ilmastonmuutokset, simulointimallit, trigo, scenario, kasvinviljely, [SDV] Life Sciences [q-bio], climate change, impact, co2, Kasvintuotanto, vehnä, cambio climático, rendimiento

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1K
Top 0.1%
Top 0.1%
Top 0.1%
Green
bronze