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Spatial variability of the trends in climatic variables across China during 1961–2010

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Abstract

Distribution of meteorological stations is not uniform in many regions of the world, especially in developing countries like China. To eliminate the effect of uneven stations, this study produced a data set of areal average precipitation, air temperature, solar radiation, and wind speed from 736 meteorological station observations during 1961–2010 using an inverse-distance weighted technique. Based on the data set, this study detected the trends in climatic variables. Precipitation has a slight but no significant (p = 0.78) trend for the whole of China and has a significant increase trend in northwest China. Surface air temperature has a significant (p < 0.001) accelerating warming trend of 0.032 °C/a for the whole of China, and spatially larger in northern China than that in southern China. Solar radiation has a significant (p < 0.001) dimming trend of −0.14 W/(m2 · a) for the whole of China, and the largest dimming trend appears in eastern China, the possible cause for which is a high-aerosol concentration. Surface wind speed has a significant (p < 0.001) stilling trend of −0.012 m/(s·a) for the whole of China, the causes for which were speculated the changes in atmospheric circulation and surface roughness, as well as increases in aerosol concentration and the decrease in the south-north temperature gradient in China. In addition, three large-scale instrument replacements increase uncertainties of the trend analysis.

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References

  • Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration: guidelines for computing crop water requirements, vol 56. Food and Agriculture Organization, Rome

    Google Scholar 

  • Bichet A, Wild M, Folini D, Schar C (2012) Causes for decadal variations of wind speed over land: sensitivity studies with a global climate model. Geophys Res Lett 39:L11701. doi:10.1029/2012GL051685

    Article  Google Scholar 

  • Burn DH, Elnur M (2002) Detection of hydrologic trends and variability. J Hydrol 255(1–4):107–122

    Article  Google Scholar 

  • CARCCC (2011) The second Assessment Report on China Climate Change (in Chinese). Science Press, Beijing, 710 pp

    Google Scholar 

  • Che HZ, Shi GY, Zhang XY, Arimoto R, Zhao JQ, Xu L, Wang B, Chen ZH (2005) Analysis of 40 years of solar radiation data from China, 1961–2000. Geophys Res Lett 32:L068036. doi:10.1029/2004GL022322

    Article  Google Scholar 

  • Cong ZT, Yang DW, Ni GH (2009) Does evaporation paradox exist in China? Hydrol Earth Syst Sci 13(3):357–366

    Article  Google Scholar 

  • Dai AG (2006) Recent climatology, variability, and trends in global surface humidity. J Clim 19(15):3589–3606

    Article  Google Scholar 

  • Dibike YB, Coulibaly P (2005) Hydrologic impact of climate change in the Saguenay watershed: comparison of downscaling methods and hydrologic models. J Hydrol 307(1–4):145–163

    Article  Google Scholar 

  • Ding YJ, Yang DQ, Ye BS, Wang NL (2007) Effects of bias correction on precipitation trend over China. J Geophys Res 112, D13116. doi:10.1029/2006JD007938

    Google Scholar 

  • Duan CF, Miao QL, Cao W, Ma DL (2012) Effect of urbanization on variation trends of air temperature based on mountain stations. Chin J Atmos Sci (Chin) 36(4):811–822

    Google Scholar 

  • Fan ZX, Thomas A (2013) Spatiotemporal variability of reference evapotranspiration and its contributing climatic factors in Yunnan Province, SW China, 1961-2004. Clim Chang 116(2):309–325

    Article  Google Scholar 

  • Fang F, Bai HZ, Zhao HY, Yang SH (2007) The urbanization effect in northwestern China and its contribution to temperature warming (in Chinese). Plateau Meteorol 26(3):579–585

    Google Scholar 

  • Gan TY (1998) Hydroclimatic trends and possible climatic warming in the Canadian Prairies. Water Resour Res 34(11):3009–3015

    Article  Google Scholar 

  • Guo H, Xu M, Hu Q (2011) Changes in near-surface wind speed in China: 1969-2005. Int J Climatol 31(3):349–358

    Article  Google Scholar 

  • Han SJ, Hu HP (2012) Spatial variations and temporal changes in potential evaporation in the Tarim Basin, northwest China (1960–2006): influenced by irrigation? Hydrol Process 26(20):3041–3051

    Article  Google Scholar 

  • Han SQ, Liu BX, Xie YY, Bian H (2008) Research of urbanization on surface roughness with 255 m meteorological tower (in Chinese). Meteorol Mon 34(1):54–58

    Google Scholar 

  • Han SJ, Xu D, Wang SL (2012) Decreasing potential evaporation trends in China from 1956 to 2005: accelerated in regions with significant agricultural influence? Agric For Meteorol 154:44–56

    Article  Google Scholar 

  • Hou AZ, Ni GH, Yang HB, Lei ZD (2013) Numerical analysis on the contribution of urbanization to wind stilling: an example over the Greater Beijing Metropolitan Area. J Appl Meteorol Climatol 52(5):1105–1115

    Article  Google Scholar 

  • IPCC (2007) In: Trenberth KE, Jones PD (eds) Observation: surface and atmospheric climate change. Cambridge University, Cambridge

    Google Scholar 

  • Jiang Y, Luo Y, Zhao Z, Tao S (2010) Changes in wind speed over China during 1956-2004. Theor Appl Climatol 99(3–4):421–430

    Article  Google Scholar 

  • Jones PD, Lister DH, Osborn TJ, Harpham C, Salmon M, Morice CP (2012) Hemispheric and large-scale land-surface air temperature variations: an extensive revision and an update to 2010. J Geophys Res 117:D05127. doi:10.1029/2011JD017139

    Google Scholar 

  • Kulkarni A, von Storch H (1995) Monte Carlo experiments on the effect of serial correlation on the Mann–Kendall test of trend. Meteorol Z 4(2):82–85

    Google Scholar 

  • Li ZX, Feng Q, Zhang W, He YQ, Wang XF, Catto N, An WL, Du JK, Chen AF, Liu L, Hu M (2012) Decreasing trend of sunshine hours and related driving forces in southwestern China. Theor Appl Climatol 109(1–2):305–321

    Google Scholar 

  • Liang F, Xia XA (2005) Long-term trends in solar radiation and the associated climatic factors over China for 1961-2000. Ann Geophys Germany 23(7):2425–2432

    Article  Google Scholar 

  • Liu XN (2000) The homogeneity test on mean annual wind speed over China (in Chinese). Q J Appl Meteorol 11(1):27–34

    Google Scholar 

  • Liu BH, Xu M, Henderson M, Qi Y (2005) Observed trends of precipitation amount, frequency, and intensity in China, 1960–2000. J Geophys Res 110:D08103. doi:10.1029/2004JD004864

    Google Scholar 

  • Liu Q, Yang ZF, Cui BS (2008) Spatial and temporal variability of annual precipitation during 1961-2006 in Yellow River Basin, China. J Hydrol 361(3–4):330–338

    Article  Google Scholar 

  • Liu XF, Jiang Y, Ren GY, Liang XH, Zhang CW (2009) Effect of urbanization and observation environment change on wind speed trend in Hebei Province (in Chinese), China. Plateau Meteorol 28(2):433–439

    Google Scholar 

  • Luo YL, Wang H, Zhang RH, Qian WM, Luo ZZ (2013) Comparison of Rainfall characteristics and convective properties of monsoon precipitation systems over South China and the Yangtze and Huai River Basin. J Clim 26(1):110–132

    Article  Google Scholar 

  • Mahowald NM, Ballantine JA, Feddema J, Ramankutty N (2007) Global trends in visibility: implications for dust sources. Atmos Chem Phys 7(12):3309–3339

    Article  Google Scholar 

  • Maidment DR (1993) Handbook of hydrology. McGraw-Hill, New York

    Google Scholar 

  • McVicar TR, Roderick ML (2010) Atmospheric science: winds of change. Nat Geosci 3(11):747–748

    Article  Google Scholar 

  • McVicar TR, Roderick ML, Donohue RJ, Li LT, Van Niel TG, Thomas A, Grieser J, Jhajharia D, Himri Y, Mahowald NM, Mescherskaya AV, Kruger AC, Rehman S, Dinpashoh Y (2012) Global review and synthesis of trends in observed terrestrial near-surface wind speeds: implications for evaporation. J Hydrol 416:182–205

    Article  Google Scholar 

  • Ren YY, Ren GY (2012) Representativeness of four precipitation observational networks of China. Acta Meteorol Sin 26(4):454–466

    Article  Google Scholar 

  • Ren GY, Wu H, Chen ZH (2000) Spatial patterns of change trend in rainfall of China (in Chinese). Q J Appl Meteorol 11(3):322–330

    Google Scholar 

  • Ren GY, Xu MZ, Chu ZY, Guo J, Li QX, Liu XN, Wang Y (2005a) Changes of surface air temperature in China during 1951–2004 (in Chinese). Clim Environ Res 10(04):717–726

    Google Scholar 

  • Ren GY, Guo J, Xu MZ, Chu ZY, Zhang L, Zou XK, Li QX, Liu XN (2005b) Climate changes of China’s mainland over the past half century (in Chinese). Acta Meteorol Sin 63(3):942–956

    Google Scholar 

  • Ren GY, Ding YH, Zhao ZC, Zheng JY, Wu TW, Tang GL, Xu Y (2012) Recent progress in studies of climate change in China. Adv Atmos Sci 29(5):958–977

    Article  Google Scholar 

  • Roderick ML, Farquhar GD (2011) A simple framework for relating variations in runoff to variations in climatic conditions and catchment properties. Water Resour Res 47:W00G07. doi:10.1029/2010WR009826

    Google Scholar 

  • Rohde R, Muller RA, Jacobsen R, Muller E, Perlmutter S, Rosenfeld A, Wurtele J, Groom D, Wickham C (2013) A new estimate of the average Earth surface land temperature spanning 1753 to 2011. Geoinfor Geostat Overview 1:1

  • Rosenfeld D (2000) Suppression of rain and snow by urban and industrial air pollution. Science 287(5459):1793–1796

    Article  Google Scholar 

  • Shi GY, Hayasaka T, Ohmura A, Chen ZH, Wang B, Zhao JQ, Che HZ, Xu L (2008) Data quality assessment and the long-term trend of ground solar radiation in China. J Appl Meteorol Climatol 47(4):1006–1016

    Article  Google Scholar 

  • Song ZW, Zhang HL, Snyder RL, Anderson FE, Chen F (2010) Distribution and trends in reference evapotranspiration in the North China Plain. J Irrig Drain Eng ASCE 136(4):240–247

    Article  Google Scholar 

  • Stanhill G, Cohen S (2001) Global dimming: a review of the evidence for a widespread and significant reduction in global radiation with discussion of its probable causes and possible agricultural consequences. Agric For Meteorol 107(4):255–278

    Article  Google Scholar 

  • Tang WJ, Yang K, Qin J, Cheng C, He J (2011) Solar radiation trend across China in recent decades: a revisit with quality-controlled data. Atmos Chem Phys 11(1):393–406

    Article  Google Scholar 

  • Vautard R, Cattiaux J, Yiou P, Thepaut JN, Ciais P (2010) Northern Hemisphere atmospheric stilling partly attributed to an increase in surface roughness. Nat Geosci 3(11):756–761

    Article  Google Scholar 

  • Wang DB, Hejazi M (2011) Quantifying the relative contribution of the climate and direct human impacts on mean annual streamflow in the contiguous United States. Water Resour Res 47:W00J12. doi:10.1029/2010WR010283

    Google Scholar 

  • Wang Y, Liu XN, Ju XH (2007) Differences between automatic and manual observation (in Chinese). J Appl Meteorol Sci 18(6):849–855

    Google Scholar 

  • Water Rescources and Hydropower Planning and Design General Institute (2011) Specification for comprehensive water resources zoning. China Water & Power Press, Beijing

    Google Scholar 

  • Wild M, Gilgen H, Roesch A, Ohmura A, Long CN, Dutton EG, Forgan B, Kallis A, Russak V, Tsvetkov A (2005) From dimming to brightening: decadal changes in solar radiation at Earth's surface. Science 308(5723):847–850

    Article  Google Scholar 

  • Wu K, Yang XQ (2013) Urbanization and heterogeneous surface warming in eastern China. Chin Sci Bull 58(12):1363–1373

    Article  Google Scholar 

  • Xu M, Chang CP, Fu CB, Qi Y, Robock A, Robinson D, Zhang HM (2006) Steady decline of east Asian monsoon winds, 1969–2000: evidence from direct ground measurements of wind speed. J Geophys Res 111:D24. doi:10.1029/2006JD007337

    Google Scholar 

  • Xu JJ, Yang DW, Yi YH, Lei ZD, Chen J, Yang WJ (2008) Spatial and temporal variation of runoff in the Yangtze River basin during the past 40 years. Quat Int 186:32–42. doi:10.1016/j.quaint.2007.10.014

    Article  Google Scholar 

  • Yang HB (2008) Derivation and application of the coupled water-energy balance equation (in Chines), Ph.D. thesis, Tsinghua Univ., Beijing

  • Yang HB, Yang DW (2011) Derivation of climate elasticity of runoff to assess the effects of climate change on annual runoff. Water Resour Res 47, W07526. doi:10.1029/2010WR009287

    Article  Google Scholar 

  • Yang HB, Yang DW (2012) Climatic factors influencing changing pan evaporation across China from 1961 to 2001. J Hydrol 414:184–193

    Article  Google Scholar 

  • Yang DW, Li C, Hu HP, Lei ZD, Yang SX, Kusuda T, Koike T, Musiake K (2004) Analysis of water resources variability in the Yellow River of China during the last half century using historical data. Water Resour Res 40, W06502. doi:10.1029/2003WR002763

    Google Scholar 

  • Yang DW, Sun FB, Liu ZY, Cong ZT, Lei ZD (2006) Interpreting the complementary relationship in non-humid environments based on the Budyko and Penman hypotheses. Geophys Res Lett 33:18402. doi:10.1029/2006GL027657

    Article  Google Scholar 

  • Yang YH, Zhao N, Hao XH, Li CQ (2009) Decreasing trend of sunshine hours and related driving forces in North China. Theor Appl Climatol 97(1–2):91–98

    Article  Google Scholar 

  • Yang XC, Hou YL, Chen BD (2011) Observed surface warming induced by urbanization in east China. J Geophys Res 116:D14113. doi:10.1029/2010JD015452

    Article  Google Scholar 

  • Yang HB, Qi J, Xu XY, Yang DW, Lv HF (2014) The regional variation in climate elasticity and climate contribution to runoff across China. J Hydrol 517:607–616. doi:10.1016/j.jhydrol.2014.05.062

  • Ye BS, Li C, Yang DQ, Ding YJ, Shen YP (2004) Variation trend of precipitation and its impact on water resources in China during last 50 Years (1): annual variation (in Chinese). J Glaciol Geocryol 26(05):587–594

    Google Scholar 

  • Yin YH, Wu SH, Chen G, Dai EF (2010) Attribution analyses of potential evapotranspiration changes in China since the 1960s. Theor Appl Climatol 101(1–2):19–28. doi:10.1007/s00704-009-0197-7

    Article  Google Scholar 

  • Yue S, Wang CY (2002) Applicability of prewhitening to eliminate the influence of serial correlation on the Mann-Kendall test. Water Resour Res 38(6). doi:10.1029/2001WR000861

  • Zhai PM, Zhang XB, Wan H, Pan XH (2005) Trends in total precipitation and frequency of daily precipitation extremes over China. J Clim 18(7):1096–1108

    Article  Google Scholar 

  • Zhang YL, Qin BQ, Chen WM (2004) Analysis of 40 year records of solar radiation data in Shanghai, Nanjing and Hangzhou in Eastern China. Theor Appl Climatol 78(4):217–227

    Article  Google Scholar 

  • Zhang AY, Ren GY, Guo J, Wang Y (2009) Change trend analyses on upper-air wind speed over China in past 30 years (in Chinese). Plateau Meteorol 28(3):680–687

    Google Scholar 

  • Zhao CS, Tie XX, Lin YP (2006) A possible positive feedback of reduction of precipitation and increase in aerosols over eastern central China. Geophys Res Lett 33, L11814. doi:10.1029/2006GL025959

    Article  Google Scholar 

  • Zheng HX, Liu XM, Liu CM, Dai XQ, Zhu RR (2009) Assessing contributions to panevaporation trends in Haihe River Basin, China. J Geophys Res 114, D24105. doi:10.1029/2009JD012203

    Article  Google Scholar 

  • Zhu JL, Liao H, Li JP (2012) Increases in aerosol concentrations over eastern China due to the decadal-scale weakening of the East Asian summer monsoon. Geophys Res Lett 39, L09809. doi:10.1029/2012GL051428

    Google Scholar 

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Acknowledgments

This research funding was from the “12th Five-Year” National Key Technology Research and Development Program (No. 2013BAB05B03), the National Natural Science Foundation of China (Nos. 51379098, 51109222, and 51109136), and the Tsinghua University Initiative Scientific Research Program (No. 20131089284). In addition, this research was benefited from the China Meteorological Data Sharing Service System providing the meteorological data. The authors would like to express their appreciation to the editors and the two anonymous reviewers, whose comments and suggestions led to significant improvements in the manuscript.

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Yang, H., Yang, D., Hu, Q. et al. Spatial variability of the trends in climatic variables across China during 1961–2010. Theor Appl Climatol 120, 773–783 (2015). https://doi.org/10.1007/s00704-014-1208-x

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