Projections of the response of crop yield to climate change at different spatial scales are known to vary. However, understanding of the causes of systematic differences across scale is limited. Here, we hypothesize that heterogeneous cropping intensity is one source of scale dependency. Analysis of observed global data and regional crop modelling demonstrate that areas of high vs. low cropping intensity can have systematically different yields, in both observations and simulations. Analysis of global crop data suggests that heterogeneity in cropping intensity is a likely source of scale dependency for a number of crops across the globe. Further crop modelling and a meta-analysis of projected tropical maize yields are used to assess the implications for climate change assessments. The results show that scale dependency is a potential source of systematic bias. We conclude that spatially comprehensive assessments of climate impacts based on yield alone, without accounting for cropping intensity, are prone to systematic overestimation of climate impacts. The findings therefore suggest a need for greater attention to crop suitability and land use change when assessing the impacts of climate change.
机构:
Nat Resources Inst Finland Luke, Helsinki, FinlandNat Resources Inst Finland Luke, Helsinki, Finland
Tao, Fulu
Roetter, Reimund P.
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Georg August Univ Gottingen, Dept Crop Sci, Trop Plant Prod & Agr Syst Modelling TROPAGS, Gottingen, Germany
Georg August Univ Gottingen, Ctr Biodivers & Sustainable Land Use CBL, Gottingen, GermanyNat Resources Inst Finland Luke, Helsinki, Finland
Roetter, Reimund P.
Palosuo, Taru
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机构:
Nat Resources Inst Finland Luke, Helsinki, FinlandNat Resources Inst Finland Luke, Helsinki, Finland
Palosuo, Taru
Hernandez Diaz-Ambrona, Carlos Gregorio
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机构:
Univ Madrid, AgSyst CEIGRAM Res Ctr Agr & Environm Risk Manage, Madrid, SpainNat Resources Inst Finland Luke, Helsinki, Finland
Hernandez Diaz-Ambrona, Carlos Gregorio
Ines Minguez, M.
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Univ Madrid, AgSyst CEIGRAM Res Ctr Agr & Environm Risk Manage, Madrid, SpainNat Resources Inst Finland Luke, Helsinki, Finland
Ines Minguez, M.
Semenov, Mikhail A.
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Rothamsted Res, Harpenden, Herts, EnglandNat Resources Inst Finland Luke, Helsinki, Finland
Semenov, Mikhail A.
Kersebaum, Kurt Christian
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Leibniz Ctr Agr Landscape Res, Inst Landscape Syst Anal, Muncheberg, GermanyNat Resources Inst Finland Luke, Helsinki, Finland
Kersebaum, Kurt Christian
Nendel, Claas
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Leibniz Ctr Agr Landscape Res, Inst Landscape Syst Anal, Muncheberg, GermanyNat Resources Inst Finland Luke, Helsinki, Finland
Nendel, Claas
Specka, Xenia
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机构:
Leibniz Ctr Agr Landscape Res, Inst Landscape Syst Anal, Muncheberg, GermanyNat Resources Inst Finland Luke, Helsinki, Finland
Specka, Xenia
Hoffmann, Holger
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Univ Bonn, Crop Sci Grp, INRES, Bonn, GermanyNat Resources Inst Finland Luke, Helsinki, Finland
Hoffmann, Holger
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Ewert, Frank
Dambreville, Anaelle
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机构:
INRA, UMR LEPSE, Montpellier, FranceNat Resources Inst Finland Luke, Helsinki, Finland
Dambreville, Anaelle
Martre, Pierre
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机构:
INRA, UMR LEPSE, Montpellier, FranceNat Resources Inst Finland Luke, Helsinki, Finland
Martre, Pierre
Rodriguez, Lucia
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机构:
Univ Madrid, AgSyst CEIGRAM Res Ctr Agr & Environm Risk Manage, Madrid, SpainNat Resources Inst Finland Luke, Helsinki, Finland
Rodriguez, Lucia
Ruiz-Ramos, Margarita
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机构:
Univ Madrid, AgSyst CEIGRAM Res Ctr Agr & Environm Risk Manage, Madrid, SpainNat Resources Inst Finland Luke, Helsinki, Finland
Ruiz-Ramos, Margarita
Gaiser, Thomas
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机构:
Univ Bonn, Crop Sci Grp, INRES, Bonn, GermanyNat Resources Inst Finland Luke, Helsinki, Finland
Gaiser, Thomas
Hohn, Jukka G.
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机构:
Nat Resources Inst Finland Luke, Helsinki, FinlandNat Resources Inst Finland Luke, Helsinki, Finland
Hohn, Jukka G.
Salo, Tapio
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机构:
Nat Resources Inst Finland Luke, Helsinki, FinlandNat Resources Inst Finland Luke, Helsinki, Finland
Salo, Tapio
Ferrise, Roberto
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机构:
Univ Florence, Dept Agrifood Prod & Environm Sci, Florence, ItalyNat Resources Inst Finland Luke, Helsinki, Finland
Ferrise, Roberto
Bindi, Marco
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机构:
Univ Florence, Dept Agrifood Prod & Environm Sci, Florence, ItalyNat Resources Inst Finland Luke, Helsinki, Finland
Bindi, Marco
Cammarano, Davide
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机构:
James Hutton Inst, Dundee, ScotlandNat Resources Inst Finland Luke, Helsinki, Finland
Cammarano, Davide
Schulman, Alan H.
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机构:
Nat Resources Inst Finland Luke, Helsinki, Finland
Univ Helsinki, Inst Biotechnol, Helsinki, Finland
Univ Helsinki, Viikki Plant Sci Ctr, Helsinki, FinlandNat Resources Inst Finland Luke, Helsinki, Finland
机构:
Wageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Water Syst & Global Change WSG Grp, POB 47, NL-6700 AA Wageningen, NetherlandsWageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Water Syst & Global Change WSG Grp, POB 47, NL-6700 AA Wageningen, Netherlands
Kirina, Thomas
Supit, Iwan
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机构:
Wageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Water Syst & Global Change WSG Grp, POB 47, NL-6700 AA Wageningen, NetherlandsWageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Water Syst & Global Change WSG Grp, POB 47, NL-6700 AA Wageningen, Netherlands
Supit, Iwan
Groot, Annemarie
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机构:
Wageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Environm Syst Anal Grp, POB 47, NL-6700 AA Wageningen, NetherlandsWageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Water Syst & Global Change WSG Grp, POB 47, NL-6700 AA Wageningen, Netherlands
Groot, Annemarie
Ludwig, Fulco
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机构:
Wageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Water Syst & Global Change WSG Grp, POB 47, NL-6700 AA Wageningen, NetherlandsWageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Water Syst & Global Change WSG Grp, POB 47, NL-6700 AA Wageningen, Netherlands
Ludwig, Fulco
Demissie, Teferi
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机构:
Int Livestock Res Inst, POB 5689, Addis Ababa, EthiopiaWageningen Univ & Res, Wageningen Inst Environm & Climate Res WIMEK, Water Syst & Global Change WSG Grp, POB 47, NL-6700 AA Wageningen, Netherlands