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Adopting agronomic strategies to enhance the adaptation of global rice production to future climate change: a meta-analysis

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Abstract

The impact of climate change on rice yield varies among different rice varieties. Designing effective agronomic adaptation strategies is crucial for global rice provision. However, considerable uncertainty remains as to which approaches/strategies should be used in different regions. To this end, we conducted a meta-analysis aimed at quantifying firstly the marginal effects of climate change (i.e., temperature, precipitation, and CO2) and four adaptation strategies (i.e., changing varieties, adjusting fertilization, adjusting irrigation, and altering planting dates) on rice yield in Indica, Japonica, and Hybrid rice. We further assessed climate risks to rice yield and identified optimum adaptation strategies under three shared socio-economic pathway (SSP) scenarios. The results of the meta-analysis showed that temperature has the greatest negative marginal effect of −3.11% on rice yield, with changing varieties being the most effective strategy (15.93%) to counter this effect, followed by increased irrigation (0.24%). Projected climate scenarios predict a 2.11% global average rice yield decrease in the 2040s under SSP5-8.5. Japonica rice yields are significantly more pessimistic than Indica and Hybrid rice. To offset this, 86.48% of the rice planting area would need to change varieties; increase fertilization and irrigation by 51.22% and 8.54%, respectively; or plant in advance by 13 days. Major rice-producing countries such as India, China, and Brazil will need adaptation strategies with higher urgency and scale than the global average. These findings form a basis for a better understanding of climate resilience in different rice varieties and agronomic strategies. Our analysis suggests that it is possible for future rice yield to meet the needs of rice-growing countries while supporting eco-friendly rice production if the appropriate measures are taken. Overall, this study attempts firstly to design effective agronomic adaptation strategies to enhance rice production resilience against climate change and advance understanding of rice varietal adaptation for improved management.

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References

References of the meta-analysis

  • Arunrat N, Pumijumnong N, Sereenonchai S, Chareonwong U, Wang C (2020b) Assessment of climate change impact on rice yield and water footprint of large-scale and individual farming in Thailand[J]. Sci Total Environ 726:137864. https://doi.org/10.1016/j.scitotenv.2020.137864

    Article  CAS  PubMed  Google Scholar 

  • Babel MS, Agarwal A, Swain DK, Herath S (2011b) Evaluation of climate change impacts and adaptation measures for rice cultivation in Northeast Thailand[J]. Clim Res 46(2):137–146. https://doi.org/10.3354/cr00978

    Article  Google Scholar 

  • Banerjee S, Das S, Mukherjee A, Mukherjee A, Saikia B (2016) Adaptation strategies to combat climate change effect on rice and mustard in Eastern India[J]. Mitig Adapt Strat Gl 21(2):249–261. https://doi.org/10.1007/s11027-014-9595-y

    Article  Google Scholar 

  • Belder P, Bouman B, Cabangon R, Guoan L, Quilang E, Yuanhua L, Spiertz J, Tuong TP (2004) Effect of water-saving irrigation on rice yield and water use in typical lowland conditions in Asia[J]. Agr Water Manage 65(3):193–210. https://doi.org/10.1016/j.agwat.2003.09.002

    Article  Google Scholar 

  • Bhuvaneswari K, Geethalakshmi V, Lakshmanan A, Anbhazhagan R, Sekhar DNU (2014) Climate change impact assessment and developing adaptation strategies for rice crop in western zone of Tamil Nadu[J]. J Agrometeorol 16(1):3. https://doi.org/10.54386/jam.v16i1.1484

    Article  Google Scholar 

  • Boonwichai S, Shrestha S, Babel MS, Weesakul S, Datta A (2019b) Evaluation of climate change impacts and adaptation strategies on rainfed rice production in Songkhram River Basin, Thailand[J]. Sci Total Environ 652:189–201. https://doi.org/10.1016/j.scitotenv.2018.10.201

    Article  CAS  PubMed  Google Scholar 

  • Cao N, Chen X, He H et al (2017) Effects of different irrigation treatments at tassel and flowering stage on resistance to low temperature, yield and physiological characteristics of late rice[J]. J Appl Ecol 28(12):3935–3944 (in Chinese)

    Google Scholar 

  • Chun JA, Li S, Wang Q, Lee W, Lee E, Horstmann N, Park H, Veasna T, Vanndy L, Pros K (2016b) Assessing rice productivity and adaptation strategies for Southeast Asia under climate change through multi-scale crop modeling[J]. Agr Syst 143:14–21. https://doi.org/10.1016/j.agsy.2015.12.001

    Article  Google Scholar 

  • Deb P, Tran DA, Udmale PD (2016b) Assessment of the impacts of climate change and brackish irrigation water on rice productivity and evaluation of adaptation measures in Ca Mau province, Vietnam[J]. Theor Appl Climatol 125(3):641–656. https://doi.org/10.1007/s00704-015-1525-8

    Article  Google Scholar 

  • Dharmarathna W, Herath S, Weerakoon SB (2014b) Changing the planting date as a climate change adaptation strategy for rice production in Kurunegala district, Sri Lanka[J]. Sustain Sci 9(1):103–111. https://doi.org/10.1007/s11625-012-0192-2

    Article  Google Scholar 

  • Guo Y, Wu W, Du M, Bryant CR, Li Y, Wang Y, Huang H (2019b) Assessing potential climate change impacts and adaptive measures on rice yields: the case of Zhejiang province in China[J]. Sustainability-Basel 11(8):2372. https://doi.org/10.3390/su11082372

    Article  CAS  Google Scholar 

  • Halder D, Kheroar S, Srivastava RK, Panda RK (2020b) Assessment of future climate variability and potential adaptation strategies on yield of peanut and Kharif rice in eastern India[J]. Theor Appl Climatol 140(3):823–838. https://doi.org/10.1007/s00704-020-03123-5

    Article  Google Scholar 

  • Horai K, Ishii A, Mae T, Shimono H (2013) Effects of early planting on growth and yield of rice cultivars under a cool climate[J]. Field Crop Res 144:11–18. https://doi.org/10.1016/j.fcr.2012.12.016

    Article  Google Scholar 

  • Huang M, Fang S, Cao F, Chen J, Shan S, Liu Y, Lei T, Tian A, Tao Z, Zou Y (2020) Early sowing increases grain yield of machine-transplanted late-season rice under single-seed sowing[J]. Field Crop Res 253:107832. https://doi.org/10.1016/j.fcr.2020.107832

    Article  Google Scholar 

  • Huang H, Xiong W, Lin Z (2012) Climate change impact and adaptation on rice production in Seville: strengthening the scientific and technological foundation for meteorological modernization[C]. The 29th Annual Meeting of the Chinese Meteorological Society, Shenyang, Liaoning, China. (in Chinese)

  • Islam ARMT, Shen S, Yang S, Hu Z, Rahman MA (2020b) Spatiotemporal rice yield variations and potential agro-adaptation strategies in Bangladesh: a biophysical modeling approach[J]. Sustain Prod Consump 24:121–138. https://doi.org/10.1016/j.spc.2020.07.005

    Article  Google Scholar 

  • Jalota SK, Vashisht BB (2016b) Adapting cropping systems to future climate change scenario in three agro-climatic zones of Punjab, India[J]. J Agrometeorol 18(1):48. https://doi.org/10.54386/jam.v18i1.899

    Article  Google Scholar 

  • Jalota SK, Kaur H, Ray SS, Tripathi R, Vashisht BB, Bal SK (2012) Mitigating future climate change effects by shifting planting dates of crops in rice-wheat cropping system[J]. Reg Environ Change 12(4):913–922. https://doi.org/10.1007/s10113-012-0300-y

    Article  Google Scholar 

  • Jiang M, Shi CL, Liu Y, Jin ZQ (2017) Response of rice production to climate change based on self-adaptation in Fujian province[J]. J Agr Sci-Cambridge 155(5):751–765. https://doi.org/10.1017/S0021859617000016

    Article  Google Scholar 

  • Jin Z, Ge D, Chen H, Fang J (1995) Effects of climate change on rice production and strategies for adaptation in southern China. Climate Change and Agriculture: Analysis of Potential International Impacts 59:307–323. https://doi.org/10.2134/asaspecpub59.c16

  • Kim D, Roh J, Kim J, Yun JI (2013a) The influence of shifting planting date on cereal grains production under the projected climate change[J]. Korean J Agric for Meteorol 15(1):26–39. https://doi.org/10.5532/KJAFM.2013.15.1.026

    Article  Google Scholar 

  • Kim HY, Ko J, Kang S, Tenhunen J (2013b) Impacts of climate change on paddy rice yield in a temperate climate[J]. Global Change Biol 19(2):548–562. https://doi.org/10.1111/gcb.12047

    Article  Google Scholar 

  • Krishnan P, Swain DK, Bhaskar BC, Nayak SK, Dash RN (2007) Impact of elevated CO2 and temperature on rice yield and methods of adaptation as evaluated by crop simulation studies[J]. Agr Ecosyst Environ 122(2):233–242. https://doi.org/10.1016/j.agee.2007.01.019

    Article  Google Scholar 

  • Lakshmanan A, Geethalakshmi V, Rajalakshmi D, Bhuvaneswari K, Srinivasan R, Sridhar G, Sekhar NU, Annamalai H (2011) Climate change adaptation strategies in the Bhavani basin using the SWAT model[J]. Appl Eng Agric 27(6):887–893. https://doi.org/10.13031/2013.40623

    Article  Google Scholar 

  • Li Y, Wu W, Ge Q, Zhou Y, Xu C (2016) Simulating climate change impacts and adaptive measures for rice cultivation in Hunan province, China[J]. J Appl Meteorol Clim 55(6):1359–1376. https://doi.org/10.1175/JAMC-D-15-0213.1

    Article  Google Scholar 

  • Li J (2020) Research on adaptation strategy of rice production in Shenyang area to climate change based on ORYZA20000 model[D]. Shenyang Agricultural University. (in Chinese)

  • Liu C, Wang L, Le Cocq K, Chang C, Li Z, Chen F, Liu Y, Wu L (2020b) Climate change and environmental impacts on and adaptation strategies for production in wheat-rice rotations in southern China[J]. Agr Forest Meteorol 292:108136. https://doi.org/10.1016/j.agrformet.2020.108136

    Article  Google Scholar 

  • Ma R, Jiang M, Xue CY et al (2016) Response of rice production to future climate change in southern Henan based on adaptive adjustment[J]. China Rice Science 30(04):417–430 (in Chinese)

    Google Scholar 

  • Ma X (2017) Research on the response and adaptive strategies of rice to climate change in Shenyang region[D]. Shenyang Agricultural University. (in Chinese)

  • Meng G, Zheng R, Chen H, Ma G, Wei Z, Xiang G, Zhou J (2020) Plant-atmosphere and soil-atmosphere temperature differences and their impact on grain yield of super hybrid rice under different irrigation conditions[J]. PLoS ONE 15(12):e243580. https://doi.org/10.1371/journal.pone.0243580

    Article  CAS  Google Scholar 

  • Nasir IR, Rasul F, Ahmad A, Asghar HN, Hoogenboom G (2020) Climate change impacts and adaptations for fine, coarse, and hybrid rice using CERES-rice[J]. Environ Sci Pollution R 27(9):9454–9464. https://doi.org/10.1007/s11356-019-07080-z

    Article  CAS  Google Scholar 

  • Pan J, Liu Y, Zhong X, Lampayan RM, Singleton GR, Huang N, Liang K, Peng B, Tian K (2017) Grain yield, water productivity and nitrogen use efficiency of rice under different water management and fertilizer-N inputs in South China[J]. Agr Water Manage 184:191–200. https://doi.org/10.1016/j.agwat.2017.01.013

    Article  Google Scholar 

  • Pei G, Zhang Y, Zhu D et al (2007) Effects of different moisture treatments on growth and yield of late rice[J]. Southwest Journal of Agriculture 12(04):573–576 (in Chinese)

    Google Scholar 

  • Rajwade YA, Swain DK, Tiwari KN (2018b) Effect of irrigation method on adaptation capacity of rice to climate change in subtropical India[J]. Int J Plant Prod 12(3):203–217

    Article  Google Scholar 

  • Rao G, Xiao L, Gan H et al (2012) A preliminary study on the optimal sowing period of rice in Guangdong under climate warming[J]. China Agricultural Bulletin 28(05):300–305 (in Chinese)

    Google Scholar 

  • Sandhu SS, Mahal SS, Vashist KK, Buttar GS, Brar AS, Singh M (2012) Crop and water productivity of bed transplanted rice as influenced by various levels of nitrogen and irrigation in northwest India[J]. Agr Water Manage 104:32–39. https://doi.org/10.1016/j.agwat.2011.11.012

    Article  Google Scholar 

  • Satapathy SS, Swain DK, Herath S (2014b) Field experiments and simulation to evaluate rice cultivar adaptation to elevated carbon dioxide and temperature in sub-tropical India[J]. Eur J Agron 54:21–33. https://doi.org/10.1016/j.eja.2013.11.010

    Article  CAS  Google Scholar 

  • Satapathy SS, Swain DK, Pasupalak S, Herath S (2019) Nutrients management and planting time adaptation to climate change for wet season rice production in subtropical India[J]. Crop Pasture Sci 70(10):858–867. https://doi.org/10.1071/CP19164

    Article  Google Scholar 

  • Saxena R, Kumar SN (2014) Simulating the impact of projected climate change on rice (Oryza sativa L.) yield and adaptation strategies in major rice growing regions of India[J]. J Agrometeorol 16(1):18. https://doi.org/10.54386/jam.v16i1.1481

    Article  Google Scholar 

  • Shrestha S, Trang BTT (2015b) Assessment of the climate-change impacts and evaluation of adaptation measures for paddy productivity in Quang Nam province, Vietnam[J]. Paddy Water Environ 13(3):241–253. https://doi.org/10.1007/s10333-014-0434-2

    Article  Google Scholar 

  • Shrestha S, Deb P, Bui TTT (2016) Adaptation strategies for rice cultivation under climate change in Central Vietnam[J]. Mitig Adapt Strat Gl 21:15–37. https://doi.org/10.1007/s11027-014-9567-2

    Article  Google Scholar 

  • Singh P, Swain DK, Bhadoria PBS, Jagadamma S (2019) Effect of planting system and elevated CO2 environment on soil NH4+–N and NO3N content and yield of hybrid rice in Subtropical India[J]. Int J Plant Prod 13(2):141–153. https://doi.org/10.1007/s42106-019-00039-7

    Article  Google Scholar 

  • Sumathi A, Mohandass S, Ramasamy S (2015) Impact of climate change scenario on rice production in two planting methods: a simulation study[J]. Int J Environ Sci Te 12(5):1539–1548. https://doi.org/10.1007/s13762-014-0517-z

    Article  CAS  Google Scholar 

  • Sun Y, Ma J, Sun Y, Xu H, Yang Z, Liu S, Jia X, Zheng H (2012) The effects of different water and nitrogen managements on yield and nitrogen use efficiency in hybrid rice of China[J]. Field Crop Res 127:85–98. https://doi.org/10.1016/j.fcr.2011.11.015

    Article  Google Scholar 

  • Swain DK (2010) Climate change impact assessment and evaluation of agro-adaptation measures for rice production in Eastern India[J]. J Environ Inform 16(2):94–101. https://doi.org/10.3808/JEI.201000181

    Article  Google Scholar 

  • Truong AD (2020) Shifting crop planting calendar as a climate change adaptation solution for rice cultivation region in the Long Xuyen Quadrilateral of Vietnam[J]. Chil J Agr Res 80(4):468–477. https://doi.org/10.4067/S0718-58392020000400468

    Article  Google Scholar 

  • Tu D, Jiang Y, Liu M, Zhang L, Chen L, Cai M, Ling X, Zhan M, Li C, Wang J (2020) Improvement and stabilization of rice production by delaying sowing date in irrigated rice system in central China[J]. J Sci Food Agr 100(2):595–606. https://doi.org/10.1002/jsfa.10053

    Article  CAS  Google Scholar 

  • Wang W, Sun F, Peng S et al (2013) Simulation of rice irrigation water demand in response to climate change[J]. Journal of Agricultural Engineering 29(14):90–98 (in Chinese)

    Google Scholar 

  • Wang Q, Chun J A, Lee W, Li S, Seng V (2017) Shifting planting dates and fertilizer application rates as climate change adaptation strategies for two rice cultivars in Cambodia[J]. 한국기후변화학회지 8(3):187–199. https://doi.org/10.15531/KSCCR.2017.8.3.187

  • Xu C, Wu W, Ge Q, Zhou Y, Lin Y, Li Y (2017) Simulating climate change impacts and potential adaptations on rice yields in the Sichuan Basin, China[J]. Mitig Adapt Strat Gl 22(4):565–594. https://doi.org/10.1007/s11027-015-9688-2

    Article  Google Scholar 

  • Yang X, Tang X, Wen X et al (2014) Effect of sowing period on aroma 2-acetyl-1-pyrroline content and yield in late-season aromatic rice[J]. J Ecol 34(05):1156–1164 (in Chinese)

    CAS  Google Scholar 

  • Yao F, Huang J, Cui K, Nie L, Xiang J, Liu X, Wu W, Chen M, Peng S (2012) Agronomic performance of high-yielding rice variety grown under alternate wetting and drying irrigation[J]. Field Crop Res 126:16–22. https://doi.org/10.1016/j.fcr.2011.09.018

    Article  Google Scholar 

  • Yu Q (2010) Effect of different irrigation methods on rice yield and water utilization[J]. Guizhou Agricultural Science 38(08):37–39 (in Chinese)

    Google Scholar 

  • Zhang Y, Tang Q, Zou Y, Li D, Qin J, Yang S, Chen L, Xia B, Peng S (2009) Yield potential and radiation use efficiency of “super” hybrid rice grown under subtropical conditions[J]. Field Crop Res 114(1):91–98. https://doi.org/10.1016/j.fcr.2009.07.008

    Article  Google Scholar 

  • Zhang S, He Q, Wang H et al (2018) Effect of nitrogen application under controlled irrigation on nitrogen use efficiency and yield of hybrid indica rice F superior 498[J]. Journal of Plant Nutrition and Fertilizer 24(01):82–94 (in Chinese)

    Google Scholar 

  • Zhang L, Zhang C, Zhang J et al (2019) Assessment of extreme heat loss and adaptation measures for first-season rice in Hunan province based on CERES-rice model[J]. J Ecol 39(17):6293–6303 (in Chinese)

    Google Scholar 

  • Zhao H (2006) Impact of climate change on rice production in the middle and lower reaches of Yangtze River and its adaptation[D]. Chinese Academy of Agricultural Sciences. (in Chinese)

  • Zhou T (2018) Research on adaptation of rice production in Fujian province under new emission scenarios[D]. Fujian Agriculture and Forestry University. (in Chinese)

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Funding

This study was funded by the National Natural Science Foundation of China (no. 31861143015 and no.4227071576).

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Zhang Yali and Wu Feng: conceptualization, methodology, and software. Li Saiya and Zhou Qing: data curation and writing—original draft preparation. Li Saiya: visualization and investigation. Zhang Yali: supervision. Wu Feng and Zhou Qing: software and validation. Zhang Yali and Li Saiya: writing—reviewing and editing

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Correspondence to Yali Zhang.

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Li, S., Wu, F., Zhou, Q. et al. Adopting agronomic strategies to enhance the adaptation of global rice production to future climate change: a meta-analysis. Agron. Sustain. Dev. 44, 23 (2024). https://doi.org/10.1007/s13593-024-00963-7

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