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Temporal changes in climatic variables and their impact on crop yields in southwestern China

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Abstract

Knowledge of variability in climatic variables changes and its impact on crop yields is important for farmers and policy makers, especially in southwestern China where rainfed agriculture is dominant. In the current study, six climatic parameters (mean temperature, rainfall, relative humidity, sunshine hours, temperature difference, and rainy days) and aggregated yields of three main crops (rice: Oryza sativa L., oilseed rape: Brassica napus L., and tobacco: Nicotiana tabacum L.) during 1985–2010 were collected and analyzed for Chongqing—a large agricultural municipality of China. Climatic variables changes were detected by Mann-Kendall test. Increased mean temperature and temperature difference and decreased relative humidity were found in annual and oilseed rape growth time series (P < 0.05). Increased sunshine hours were observed during the oilseed rape growth period (P < 0.05). Rainy days decreased slightly in annual and oilseed rape growth time series (P < 0.10). Correlation analysis showed that yields of all three crops could benefit from changes in climatic variables in this region. Yield of rice increased with rainfall (P < 0.10). Yield of oilseed rape increased with mean temperature and temperature difference but decreased with relative humidity (P < 0.01). Tobacco yield increased with mean temperature (P < 0.05). Path analysis provided additional information about the importance and contribution paths of climatic variables to crop yields. Temperature difference and sunshine hours had higher direct and indirect effects via other climatic variables on yields of rice and tobacco. Mean temperature, relative humidity, rainy days, and temperature difference had higher direct and indirect effects via others on yield of oilseed rape.

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References

  • Alexander LV, Zhang X, Peterson TC et al (2006) Global observed changes in daily climate extremes of temperature and precipitation. J Geophys Res 111:D05109

    Google Scholar 

  • Chen RS, Kang EK, Ji XB, Yang JP, Zhang ZH (2006) Trends of the global radiation and sunshine hours in 1961–1998 and their relationships in China. Energy Convers Manag 47:2859–2866

    Article  Google Scholar 

  • Chen YN, Xu CC, Hao XM, Li WH, Chen YP, Zhu CG, Ye ZX (2009) Fifty-year climate change and its effect on annual runoff in the Tarim River Basin, China. Quat Int 208:53–61

    Article  Google Scholar 

  • Dewey DR, Lu KH (1959) A correlation and path coefficient analysis of crested wheat grass production. Agron J 51:515–518

    Article  Google Scholar 

  • Hakala K, Jauhiainen L, Himanen SJ, Rtter R, Salo T, Kahiluoto H (2012) Sensitivity of barley varieties to weather in Finland. J Agric Sci 150:145–160

    Article  Google Scholar 

  • IPCC (2007) In: Solomon S, Qin D., Manning M, Chen Z, Marquis M, Averyt KB, Tignor M, Miller HL (eds) Climate change 2007: the physical science basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Changes. Cambridge University Press, Cambridge

  • Kendall MG (1975) Rank correlation measures. Griffin, London

    Google Scholar 

  • Li ZX, He YQ, Wang PY, Theakstone WH, An WL, Wang XF, Lu AG, Zhang W, Cao WH (2012) Changes of daily climate extremes in southwestern China during 1961–2008. Glob Planet Chang 80–81:255–272

    Google Scholar 

  • Lobell DB (2007) Changes in diurnal temperature range and national cereal yields. Agric Forest Meteorol 145:229–238

    Article  Google Scholar 

  • Lobell DB, Field CB (2007) Global scale climate-crop yield relationships and the impacts of recent warming. Environ Res Lett 2:1–7

    Article  Google Scholar 

  • Lobell DB, Cahill KN, Field CB (2007) Historical effects of temperature and precipitation on California crop yields. Clim Chang 81:187–203

    Article  Google Scholar 

  • Mann HB (1945) Nonparametric tests against trend. Econometrica 13:245–259

    Article  Google Scholar 

  • NDRC (2007) National Development and Reform Commission (NDRC), China’s national climate change programme, http://www.china.org.cn/english/environment/213624.htm

  • Peltonen-Sainio P, Jauhiainen L, Trnka M et al (2010) Coincidence of variation in yield and climate in Europe. Agric Ecosyst Environ 139:483–489

    Article  Google Scholar 

  • Peng S, Huang J, Sheehy JE, Laza RC, Visperas RM, Zhong X, Centeno GS, Khush GS, Cassman KG (2004) Rice yields decline with higher night temperature from global warming. Proc Natl Acad Sci USA 101:9971–9975

    Article  CAS  Google Scholar 

  • Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389

    Article  Google Scholar 

  • Sheehy JE, Mitchell PL, Allen LH, Ferrer AB (2006) Mathematical consequences of using various empirical expressions of crop yield as a function of temperature. Field Crop Res 98:216–221

    Article  Google Scholar 

  • Sherwood SC, Ingram W, Tsushima Y, Satoh M, Roberts M, Vidale PL, O’Gorman PA (2010) Relative humidity changes in a warmer climate. J Geophys Res 115:D09104. doi:10.1029/2009JD012585

  • Shu G, Yixing Z, Minghua Z, Smallwood KS (2001) A sustainable agro-ecological solution to water shortage in the North China Plain (Huabei Plain). J Environ Plan Manag 44:345–355

    Article  Google Scholar 

  • Subash N, Singh SS, Priya N (2011) Extreme rainfall indices and its impact on rice productivity—a case study over sub-humid climatic environment. Agric Water Manag 98:1373–1387

    Article  Google Scholar 

  • Tao FL, Yokozawa M, Xu YL, Hayashi Y, Zhang Z (2006) Climate changes and trends in phenology and yields of field crops in China, 1981–2000. Agric Forest Meteorol 138:82–92

    Article  Google Scholar 

  • Tao FL, Yokozawa M, Liu J, Zhang Z (2008) Climate-crop yield relationships at provincial scales in China and the impacts of recent climate trends. Clim Res 38:83–94

    Article  Google Scholar 

  • Todisco F, Vergni L (2008) Climatic changes in Central Italy and their potential effects on corn water consumption. Agric Forest Meteorol 148:1–11

    Article  Google Scholar 

  • Wang Y, Yang Y, Zhao N, Liu C, Wang Q (2012) The magnitude of the effect of air pollution on sunshine hours in China. J Geophys Res 117:D00V14

    Google Scholar 

  • You Q, Kang SC, Aguilar E, Yan YP (2008) Changes in daily climate extremes in the eastern and central Tibetan Plateau during 1961–2005. J Geophys Res 113:D07101

    Google Scholar 

  • You Q, Kang SC, Aguilar E, Pepin N, Wolfgang-Albert F, Yan YP, Xu YW, Zhang YJ, Huang J (2010) Changes in daily climate extremes in China and their connection to the large scale atmospheric circulation during 1961–2003. Clim Dyn. doi:10.1007/s00382-009-0735-0

    Google Scholar 

  • Zhang TY, Zhu J, Wassmann R (2010) Responses of rice yields to recent climate change in China: an empirical assessment based on long-term observations at different spatial scales (1981–2005). Agric Forest Meteorol 150:1128–1137

    Article  Google Scholar 

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Acknowledgments

This research was funded by the Science & Technology Projects of China National Tobacco Corporation (CNTC) Chongqing companies (NY20110601070002), Natural Science Foundation Project of CQ CSTC (2010BB1008), Scientific Research Foundation for the Returned Overseas Chinese Scholars (2010-1174). Authors are thankful to Dr. Jeffrey W. White for his helpful comments in improving the manuscript.

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Correspondence to Wei Wu.

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Liu, HB., Gou, Y., Wang, HY. et al. Temporal changes in climatic variables and their impact on crop yields in southwestern China. Int J Biometeorol 58, 1021–1030 (2014). https://doi.org/10.1007/s00484-013-0686-3

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  • DOI: https://doi.org/10.1007/s00484-013-0686-3

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