Context: The response of rice growth and yield to climate variations in different climate zones and the underlying mechanisms need to be better understood. Objectives: The objectives were to investigate the variations of rice growth and yield with climate variables in different climate zones across China in the past decades and their relations with varietal traits, to gain insights into rice response and adaptation mechanisms to climate variations. Methods: Based on long-term experimental data during 2004-2016 at five representative stations across China, the first-order difference, Mann-Kendall test, multi-collinearity detection, Pearson correlation, stepwise linear regression and structural equation modeling were used. Results: Temperature and precipitation during the growing seasons generally increased although solar radiation declined. Rice yield was more closely associated with temperature during the vegetative growth period at Yanting station, rainfall during the whole growth period at Changshu station and solar radiation during the reproductive growth period at Shenyang station, respectively. Early-season rice yield was more related to solar radiation during the vegetative growth period at Qianyanzhou and Taoyuan stations. Late-season rice yield was more correlated with rainfall during the reproductive growth period at Qianyanzhou station and maximum temperature during the reproductive growth period at Taoyuan station, respectively. Based on the coefficient of determination, climate change and traits explained 13-85% and 47-95% yield variability, respectively. Conclusions: Rice yield response to climate variation diverges strongly among climate zones across China and is subject to trait variation. Significance: This study provides new insights into the mechanisms underlying rice response and adaptation to climate changes, supporting the need for trait-based adaptation strategies to develop new cultivars.
机构:
INRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Bassu, Simona
Brisson, Nadine
论文数: 0引用数: 0
h-index: 0
机构:
INRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Brisson, Nadine
Durand, Jean-Louis
论文数: 0引用数: 0
h-index: 0
机构:
INRA, Unite Rech Pluridisciplinaire Prairie & Plantes F, F-86600 Lusignan, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Durand, Jean-Louis
Boote, Kenneth
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Dept Agron, Gainesville, FL 32611 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Boote, Kenneth
Lizaso, Jon
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Madrid, Dept Prod Vegetal, E-28040 Madrid, SpainINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Lizaso, Jon
Jones, James W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Dept Agr & Biol Engn, Gainesville, FL 32611 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Jones, James W.
Rosenzweig, Cynthia
论文数: 0引用数: 0
h-index: 0
机构:
NASA, Goddard Inst Space Studies, Climate Impacts Grp, New York, NY 10025 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Rosenzweig, Cynthia
Ruane, Alex C.
论文数: 0引用数: 0
h-index: 0
机构:
NASA, Goddard Inst Space Studies, Climate Impacts Grp, New York, NY 10025 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Ruane, Alex C.
Adam, Myriam
论文数: 0引用数: 0
h-index: 0
机构:
CIRAD, UMR AGAP PAM, Montpellier, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Adam, Myriam
Baron, Christian
论文数: 0引用数: 0
h-index: 0
机构:
CIRAD, UMR TETIS, F-34093 Montpellier, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Baron, Christian
Basso, Bruno
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Geol Sci, E Lansing, MI 48824 USA
Univ Basilicata, Dept Crop Syst Forestry & Environm Sci, I-85100 Potenza, ItalyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Basso, Bruno
Biernath, Christian
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Bodenokol, D-85764 Neuherberg, GermanyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Biernath, Christian
Boogaard, Hendrik
论文数: 0引用数: 0
h-index: 0
机构:
Alterra, Ctr Geoinformat, NL-6700 AA Wageningen, NetherlandsINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Boogaard, Hendrik
Conijn, Sjaak
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wageningen & Res Ctr, WUR Plant Res Int, NL-6700 AA Wageningen, NetherlandsINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Conijn, Sjaak
Corbeels, Marc
论文数: 0引用数: 0
h-index: 0
机构:
CIRAD Annual Cropping Syst, BR-73310970 Planaltina, DF, BrazilINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Corbeels, Marc
Deryng, Delphine
论文数: 0引用数: 0
h-index: 0
机构:
Univ E Anglia, Tyndall Ctr Climate Change Res, Norwich NR4 7TJ, Norfolk, England
Univ E Anglia, Sch Environm Sci, Norwich NR4 7TJ, Norfolk, EnglandINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Deryng, Delphine
De Sanctis, Giacomo
论文数: 0引用数: 0
h-index: 0
机构:
INRA, Unite AGROCLIM, F-84914 Avignon 9, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
De Sanctis, Giacomo
Gayler, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tubingen, Water & Earth Syst Sci WESS Competence Cluster, D-72074 Tubingen, GermanyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Gayler, Sebastian
Grassini, Patricio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska, Dept Agron & Hort, Lincoln, NE 68503 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Grassini, Patricio
Hatfield, Jerry
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Natl Soil Tilth Lab Agr & Environm, Ames, IA 50011 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Hatfield, Jerry
Hoek, Steven
论文数: 0引用数: 0
h-index: 0
机构:
Alterra, Ctr Geoinformat, NL-6700 AA Wageningen, NetherlandsINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Hoek, Steven
Izaurralde, Cesar
论文数: 0引用数: 0
h-index: 0
机构:
Pacific NW Natl Lab, College Pk, MD 20740 USA
Univ Maryland, College Pk, MD 20740 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Izaurralde, Cesar
Jongschaap, Raymond
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wageningen & Res Ctr, WUR Plant Res Int, NL-6700 AA Wageningen, NetherlandsINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Jongschaap, Raymond
Kemanian, Armen R.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Plant Sci, University Pk, PA 16802 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
机构:
Indian Agr Res Inst, Ctr Environm Sci & Climate Resilient Agr, New Delhi 110012, IndiaINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Kumar, Naresh S.
Makowski, David
论文数: 0引用数: 0
h-index: 0
机构:
INRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Makowski, David
Mueller, Christoph
论文数: 0引用数: 0
h-index: 0
机构:
Potsdam Inst Climate Impact Res, D-14412 Potsdam, GermanyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
机构:
Helmholtz Zentrum Munchen, Inst Bodenokol, D-85764 Neuherberg, GermanyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Priesack, Eckart
Pravia, Maria Virginia
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Plant Sci, University Pk, PA 16802 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Pravia, Maria Virginia
Sau, Federico
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Madrid, Dept Prod Vegetal, E-28040 Madrid, SpainINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Sau, Federico
Shcherbak, Iurii
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Geol Sci, E Lansing, MI 48824 USA
Univ Basilicata, Dept Crop Syst Forestry & Environm Sci, I-85100 Potenza, ItalyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Shcherbak, Iurii
Tao, Fulu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R ChinaINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Tao, Fulu
Teixeira, Edmar
论文数: 0引用数: 0
h-index: 0
机构:
New Zealand Inst Plant & Food Res Ltd, Sustainable Prod, Canterbury, New ZealandINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Teixeira, Edmar
Timlin, Dennis
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Crop Syst & Global Change Lab, Beltsville, MD 20705 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Timlin, Dennis
Waha, Katharina
论文数: 0引用数: 0
h-index: 0
机构:
Indian Agr Res Inst, Ctr Environm Sci & Climate Resilient Agr, New Delhi 110012, IndiaINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
机构:
INRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Bassu, Simona
Brisson, Nadine
论文数: 0引用数: 0
h-index: 0
机构:
INRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Brisson, Nadine
Durand, Jean-Louis
论文数: 0引用数: 0
h-index: 0
机构:
INRA, Unite Rech Pluridisciplinaire Prairie & Plantes F, F-86600 Lusignan, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Durand, Jean-Louis
Boote, Kenneth
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Dept Agron, Gainesville, FL 32611 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Boote, Kenneth
Lizaso, Jon
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Madrid, Dept Prod Vegetal, E-28040 Madrid, SpainINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Lizaso, Jon
Jones, James W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Dept Agr & Biol Engn, Gainesville, FL 32611 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Jones, James W.
Rosenzweig, Cynthia
论文数: 0引用数: 0
h-index: 0
机构:
NASA, Goddard Inst Space Studies, Climate Impacts Grp, New York, NY 10025 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Rosenzweig, Cynthia
Ruane, Alex C.
论文数: 0引用数: 0
h-index: 0
机构:
NASA, Goddard Inst Space Studies, Climate Impacts Grp, New York, NY 10025 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Ruane, Alex C.
Adam, Myriam
论文数: 0引用数: 0
h-index: 0
机构:
CIRAD, UMR AGAP PAM, Montpellier, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Adam, Myriam
Baron, Christian
论文数: 0引用数: 0
h-index: 0
机构:
CIRAD, UMR TETIS, F-34093 Montpellier, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Baron, Christian
Basso, Bruno
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Geol Sci, E Lansing, MI 48824 USA
Univ Basilicata, Dept Crop Syst Forestry & Environm Sci, I-85100 Potenza, ItalyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Basso, Bruno
Biernath, Christian
论文数: 0引用数: 0
h-index: 0
机构:
Helmholtz Zentrum Munchen, Inst Bodenokol, D-85764 Neuherberg, GermanyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Biernath, Christian
Boogaard, Hendrik
论文数: 0引用数: 0
h-index: 0
机构:
Alterra, Ctr Geoinformat, NL-6700 AA Wageningen, NetherlandsINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Boogaard, Hendrik
Conijn, Sjaak
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wageningen & Res Ctr, WUR Plant Res Int, NL-6700 AA Wageningen, NetherlandsINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Conijn, Sjaak
Corbeels, Marc
论文数: 0引用数: 0
h-index: 0
机构:
CIRAD Annual Cropping Syst, BR-73310970 Planaltina, DF, BrazilINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Corbeels, Marc
Deryng, Delphine
论文数: 0引用数: 0
h-index: 0
机构:
Univ E Anglia, Tyndall Ctr Climate Change Res, Norwich NR4 7TJ, Norfolk, England
Univ E Anglia, Sch Environm Sci, Norwich NR4 7TJ, Norfolk, EnglandINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Deryng, Delphine
De Sanctis, Giacomo
论文数: 0引用数: 0
h-index: 0
机构:
INRA, Unite AGROCLIM, F-84914 Avignon 9, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
De Sanctis, Giacomo
Gayler, Sebastian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tubingen, Water & Earth Syst Sci WESS Competence Cluster, D-72074 Tubingen, GermanyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Gayler, Sebastian
Grassini, Patricio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nebraska, Dept Agron & Hort, Lincoln, NE 68503 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Grassini, Patricio
Hatfield, Jerry
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Natl Soil Tilth Lab Agr & Environm, Ames, IA 50011 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Hatfield, Jerry
Hoek, Steven
论文数: 0引用数: 0
h-index: 0
机构:
Alterra, Ctr Geoinformat, NL-6700 AA Wageningen, NetherlandsINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Hoek, Steven
Izaurralde, Cesar
论文数: 0引用数: 0
h-index: 0
机构:
Pacific NW Natl Lab, College Pk, MD 20740 USA
Univ Maryland, College Pk, MD 20740 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Izaurralde, Cesar
Jongschaap, Raymond
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wageningen & Res Ctr, WUR Plant Res Int, NL-6700 AA Wageningen, NetherlandsINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Jongschaap, Raymond
Kemanian, Armen R.
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Plant Sci, University Pk, PA 16802 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
机构:
Indian Agr Res Inst, Ctr Environm Sci & Climate Resilient Agr, New Delhi 110012, IndiaINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Kumar, Naresh S.
Makowski, David
论文数: 0引用数: 0
h-index: 0
机构:
INRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, FranceINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Makowski, David
Mueller, Christoph
论文数: 0引用数: 0
h-index: 0
机构:
Potsdam Inst Climate Impact Res, D-14412 Potsdam, GermanyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
机构:
Helmholtz Zentrum Munchen, Inst Bodenokol, D-85764 Neuherberg, GermanyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Priesack, Eckart
Pravia, Maria Virginia
论文数: 0引用数: 0
h-index: 0
机构:
Penn State Univ, Dept Plant Sci, University Pk, PA 16802 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Pravia, Maria Virginia
Sau, Federico
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Madrid, Dept Prod Vegetal, E-28040 Madrid, SpainINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Sau, Federico
Shcherbak, Iurii
论文数: 0引用数: 0
h-index: 0
机构:
Michigan State Univ, Dept Geol Sci, E Lansing, MI 48824 USA
Univ Basilicata, Dept Crop Syst Forestry & Environm Sci, I-85100 Potenza, ItalyINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Shcherbak, Iurii
Tao, Fulu
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R ChinaINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Tao, Fulu
Teixeira, Edmar
论文数: 0引用数: 0
h-index: 0
机构:
New Zealand Inst Plant & Food Res Ltd, Sustainable Prod, Canterbury, New ZealandINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Teixeira, Edmar
Timlin, Dennis
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Crop Syst & Global Change Lab, Beltsville, MD 20705 USAINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France
Timlin, Dennis
Waha, Katharina
论文数: 0引用数: 0
h-index: 0
机构:
Indian Agr Res Inst, Ctr Environm Sci & Climate Resilient Agr, New Delhi 110012, IndiaINRA AgroParisTech, Unite Agron, F-78850 Thiverval Grignon, France