Many studies have analyzed the impact of climate change on crop productivity, but comparing the performance of water management systems has rarely been explored. Because water supply and crop demand in agro-systems may be affected by global climate change in shaping the spatial patterns of agricultural production, we should evaluate how and where irrigation practices are effective in mitigating climate change effects. Here we have constructed simple, general models, based on biological mechanisms and a theoretical framework, which could be useful in explaining and predicting crop productivity dynamics. We have studied maize in irrigated and rain-fed systems at a provincial scale, from 1996 to 2009 in Spain, one of the most prominent "hot-spots'' in future climate change projections. Our new approach allowed us to: (1) evaluate new structural properties such as the stability of crop yield dynamics, (2) detect nonlinear responses to climate change (thresholds and discontinuities), challenging the usual linear way of thinking, and (3) examine spatial patterns of yield losses due to water constraints and identify clusters of provinces that have been negatively affected by warming. We have reduced the uncertainty associated with climate change impacts on maize productivity by improving the understanding of the relative contributions of individual factors and providing a better spatial comprehension of the key processes. We have identified water stress and water management systems as being key causes of the yield gap, and detected vulnerable regions where efforts in research and policy should be prioritized in order to increase maize productivity.
机构:
School of Climate Change and Agricultural Meteorology, Punjab Agricultural University, LudhianaSchool of Climate Change and Agricultural Meteorology, Punjab Agricultural University, Ludhiana
Kingra P.K.
Setia R.
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机构:
Punjab Remote Sensing Centre, LudhianaSchool of Climate Change and Agricultural Meteorology, Punjab Agricultural University, Ludhiana
Setia R.
Kaur S.
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机构:
School of Climate Change and Agricultural Meteorology, Punjab Agricultural University, LudhianaSchool of Climate Change and Agricultural Meteorology, Punjab Agricultural University, Ludhiana
Kaur S.
Singh S.
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机构:
Punjab Remote Sensing Centre, LudhianaSchool of Climate Change and Agricultural Meteorology, Punjab Agricultural University, Ludhiana
Singh S.
Singh S.P.
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机构:
Punjab Remote Sensing Centre, LudhianaSchool of Climate Change and Agricultural Meteorology, Punjab Agricultural University, Ludhiana
Singh S.P.
Kukal S.S.
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机构:
School of Climate Change and Agricultural Meteorology, Punjab Agricultural University, LudhianaSchool of Climate Change and Agricultural Meteorology, Punjab Agricultural University, Ludhiana
Kukal S.S.
Pateriya B.
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机构:
Punjab Remote Sensing Centre, LudhianaSchool of Climate Change and Agricultural Meteorology, Punjab Agricultural University, Ludhiana
机构:
Univ Santiago de Compostela, Dept Funct Biol, CRETUS, Area Ecol, Santiago De Compostela, SpainUniv Santiago de Compostela, Dept Funct Biol, CRETUS, Area Ecol, Santiago De Compostela, Spain
Formoso-Freire, Victoria
Barbosa, A. Marcia
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机构:
Univ Porto, CICGE, Ctr Invest Ciencias Geoespaciais, Porto, PortugalUniv Santiago de Compostela, Dept Funct Biol, CRETUS, Area Ecol, Santiago De Compostela, Spain
Barbosa, A. Marcia
Baselga, Andres
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机构:
Univ Santiago de Compostela, Dept Zool Genet & Phys Anthropol, CRETUS, Santiago De Compostela, SpainUniv Santiago de Compostela, Dept Funct Biol, CRETUS, Area Ecol, Santiago De Compostela, Spain
Baselga, Andres
Gomez-Rodriguez, Carola
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机构:
Univ Santiago de Compostela, Dept Funct Biol, CRETUS, Area Ecol, Santiago De Compostela, SpainUniv Santiago de Compostela, Dept Funct Biol, CRETUS, Area Ecol, Santiago De Compostela, Spain
机构:
Papua New Guinea Univ Technol, Dept Surveying & Land Studies, Lae, Papua N GuineaPapua New Guinea Univ Technol, Dept Surveying & Land Studies, Lae, Papua N Guinea
Sekac, Tingneyuc
Jana, Sujoy Kumar
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机构:
Papua New Guinea Univ Technol, Dept Surveying & Land Studies, Lae, Papua N GuineaPapua New Guinea Univ Technol, Dept Surveying & Land Studies, Lae, Papua N Guinea
Jana, Sujoy Kumar
Pal, Indrajit
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Asian Inst Technol, Dept Disaster Preparedness Mitigat & Management, Bangkok, ThailandPapua New Guinea Univ Technol, Dept Surveying & Land Studies, Lae, Papua N Guinea
机构:
Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences
Gansu Data Engineering and Technology Research Center for Resources and Environment
University of Chinese Academy of SciencesCold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences
GAO Liming
ZHANG Yaonan
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机构:
Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences
Gansu Data Engineering and Technology Research Center for Resources and EnvironmentCold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences