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Climate Dynamics

, Volume 51, Issue 5–6, pp 2209–2227 | Cite as

Spatiotemporal variations of annual shallow soil temperature on the Tibetan Plateau during 1983–2013

  • Fuxin Zhu
  • Lan Cuo
  • Yongxin Zhang
  • Jing-Jia Luo
  • Dennis P. Lettenmaier
  • Yumei Lin
  • Zhe Liu
Article

Abstract

Soil temperature changes in cold regions can have great impacts on the land surface energy and water balance, and hence changes in weather and climate, surface and subsurface hydrology and ecosystem. We investigate the spatiotemporal variations of annual soil temperature at depths of 0, 5, 10, 15, 20, and 40 cm during 1983–2013 using observations at 85 stations on the Tibetan Plateau (TP). Our results show that the climatological soil temperatures exhibit a similar spatial pattern among different depths and they are generally higher than surface air temperature at the individual stations. Spatially averaged soil temperature show that the TP has experienced significant warming trends at all six depths during 1983–2013, and the soil at 0-cm depth has the fastest warming rate among all the six layers and the surface air temperature. The first leading mode of joint empirical orthogonal function (EOF) analysis exhibits a spatially prevailing warming pattern across the six depths. This plateau-wide soil warming correlates very well with surface air temperature and sea surface temperature in response to increasing radiative forcing caused by greenhouse gases. The joint EOF2 displays a southeastern-northwestern dipole pattern on the TP in the interannual-decadal variability of soil temperature at all layers, which appears to be related to the warm season precipitation and anomalous atmospheric circulations. The spatial difference of soil warming rates across stations on the TP is associated primarily with the spatial distribution of precipitation (mainly rainfall), with vegetation, snowfall and elevation playing a rather limited role.

Keywords

Soil temperature Tibetan Plateau Climate change Joint empirical orthogonal function (joint EOF) 

Notes

Acknowledgements

This study is supported by the National Natural Science Foundation of China (Grant 41571067) and the International Partnership Program of Chinese Academy of Sciences (Grant 131C11KYSB20160061), and National Basic Research Program (Grant 2013CB956004).

Supplementary material

382_2017_4008_MOESM1_ESM.docx (34 kb)
Supplementary material 1 (DOCX 34 KB)

References

  1. Barbosa SM, Andersen OB (2009) Trend patterns in global sea surface temperature. Int J Climatol 29:2049–2055.  https://doi.org/10.1002/joc.1855 CrossRefGoogle Scholar
  2. Beltrami H (2001) On the relationship between ground temperature histories and meteorological records: a report on the Pomquet station. Glob Planet Change 29:327–348.  https://doi.org/10.1016/s0921-8181(01)00098-4 CrossRefGoogle Scholar
  3. Beltrami H, Kellman L (2003) An examination of short- and long-term air-ground temperature coupling. Glob Planet Change 38:291–303.  https://doi.org/10.1016/s0921-8181(03)00112-7 CrossRefGoogle Scholar
  4. Brown PJ, DeGaetano AT (2011) A paradox of cooling winter soil surface temperatures in a warming northeastern United States. Agric For Meteorol 151:947–956.  https://doi.org/10.1016/j.agrformet.2011.02.014 CrossRefGoogle Scholar
  5. Chapin FS, Eugster W, McFadden JP, Lynch AH, Walker DA (2000) Summer differences among Arctic ecosystems in regional climate forcing. J Clim 13:2002–2010. https://doi.org/10.1175/1520-0442(2000)013<2002:sdaaei>2.0.co;2CrossRefGoogle Scholar
  6. Chapin FS et al (2005) Role of land-surface changes in Arctic summer warming. Science 310:657–660.  https://doi.org/10.1126/science.1117368 CrossRefGoogle Scholar
  7. Chen B, Chao WC, Liu X (2003) Enhanced climatic warming in the Tibetan Plateau due to doubling CO2: a model study. Clim Dyn 20:401–413.  https://doi.org/10.1007/s00382-002-0282-4 CrossRefGoogle Scholar
  8. Cheng G, Wu T (2007) Responses of permafrost to climate change and their environmental significance, Qinghai-Tibet Plateau. J Geophys Res Earth Surf.  https://doi.org/10.1029/2006jf000631 Google Scholar
  9. Cheon J-Y, Ham B-S, Lee J-Y, Park Y, Lee K-K (2014) Soil temperatures in four metropolitan cities of Korea from 1960 to 2010: implications for climate change and urban heat. Environ Earth Sci 71:5215–5230.  https://doi.org/10.1007/s12665-013-2924-8 CrossRefGoogle Scholar
  10. Cuo L, Zhang YX (2017) Spatial patterns of wet season precipitation vertical gradients on the Tibetan Plateau and the surroundings. Sci Rep.  https://doi.org/10.1038/s41598-017-05345-6 Google Scholar
  11. Cuo L, Zhang Y, Wang Q, Zhang L, Zhou B, Hao Z, Su F (2013) Climate change on the Northern Tibetan Plateau during 1957–2009: spatial patterns and possible mechanisms. J Clim 26:85–109.  https://doi.org/10.1175/jcli-d-11-00738.1 CrossRefGoogle Scholar
  12. Cuo L, Zhang Y, Zhu F, Liang L (2014) Characteristics and changes of streamflow on the Tibetan Plateau: a review. J Hydrol Reg Stud 2:49–68CrossRefGoogle Scholar
  13. Cuo L, Zhang Y, Bohn TJ, Zhao L, Li J, Liu Q, Zhou B (2015) Frozen soil degradation and its effects on surface hydrology in the northern Tibetan Plateau. J Geophys Res Atmos 120:8276–8298.  https://doi.org/10.1002/2015jd023193 CrossRefGoogle Scholar
  14. Davidson EA, Janssens IA (2006) Temperature sensitivity of soil carbon decomposition and feedbacks to climate change. Nature 440:165–173.  https://doi.org/10.1038/nature04514 CrossRefGoogle Scholar
  15. Easterling DR, Wehner MF (2009) Is the climate warming or cooling? Geophys Res Lett.  https://doi.org/10.1029/2009gl037810 Google Scholar
  16. Gao S, Wu Q (2015) Period analysis and trend forecast for soil temperature in the Qinghai-Xizang highway by wavelet transformation. Environ Earth Sci 74:2883–2891.  https://doi.org/10.1007/s12665-015-4313-y CrossRefGoogle Scholar
  17. Gao Z, Horton R, Wang L, Liu H, Wen J (2008) An improved force-restore method for soil temperature prediction. Eur J Soil Sci 59:972–981.  https://doi.org/10.1111/j.1365-2389.2008.01060.x CrossRefGoogle Scholar
  18. García-Suárez AM, Butler CJ (2006) Soil temperatures at Armagh observatory, Northern Ireland, from 1904 to 2002. Int J Climatol 26:1075–1089.  https://doi.org/10.1002/joc.1294 CrossRefGoogle Scholar
  19. Hanks RJ (2012) Applied soil physics: soil water and temperature applications, vol 8. Springer, New York, NYGoogle Scholar
  20. Hao G, Zhuang Q, Pan J, Jin Z, Zhu X, Liu S (2014) Soil thermal dynamics of terrestrial ecosystems of the conterminous United States from 1948 to 2008: an analysis with a process-based soil physical model and AmeriFlux data. Clim Change 126:135–150.  https://doi.org/10.1007/s10584-014-1196-y CrossRefGoogle Scholar
  21. Helama S, Tuomenvirta H, Venalainen A (2011) Boreal and subarctic soils under climatic change. Glob Planet Change 79:37–47.  https://doi.org/10.1016/j.gloplacha.2011.08.001 CrossRefGoogle Scholar
  22. Hillel D (2013) Fundamentals of soil physics. Academic press, New York, NYGoogle Scholar
  23. Hu Q, Feng S (2003) A daily soil temperature dataset and soil temperature climatology of the contiguous United States. J Appl Meteorol 42:1139–1156. https://doi.org/10.1175/1520-0450(2003)042<1139:adstda>2.0.co;2CrossRefGoogle Scholar
  24. Hu Q, Feng S (2004a) GROUNDWORK: US soil temperature and its variation: a new dataset. Bull Am Meteor Soc 85:29–31.  https://doi.org/10.1175/bams-85-1-29 CrossRefGoogle Scholar
  25. Hu Q, Feng S (2004b) A Role of the Soil Enthalpy in Land Memory*. J Clim 17:3633–3643CrossRefGoogle Scholar
  26. Hu Q, Feng S (2005) How have soil temperatures been affected by the surface temperature and precipitation in the Eurasian continent? Geophys Res Lett.  https://doi.org/10.1029/2005gl023469 Google Scholar
  27. Hu Q, Feng S, Schaefer G (2002) Quality control for USDA NRCS SM-ST network soil temperatures: a method and a dataset. J Appl Meteorol 41:607–619. https://doi.org/10.1175/1520-0450(2002)041<0607:qcfuns>2.0.co;2CrossRefGoogle Scholar
  28. Hu H et al (2009) Influences of alpine ecosystem degradation on soil temperature in the freezing-thawing process on Qinghai-Tibet Plateau. Environ Geol 57:1391–1397.  https://doi.org/10.1007/s00254-008-1417-7 CrossRefGoogle Scholar
  29. Jacobs AFG, Heusinkveld BG, Holtslag AAM (2011) Long-term record and analysis of soil temperatures and soil heat fluxes in a grassland area, The Netherlands. Agric For Meteorol 151:774–780.  https://doi.org/10.1016/j.agrformet.2011.01.002 CrossRefGoogle Scholar
  30. Jafarov EE, Nicolsky DJ, Romanovsky VE, Walsh JE, Panda SK, Serreze MC (2014) The effect of snow: how to better model ground surface temperatures. Cold Reg Sci Technol 102:63–77.  https://doi.org/10.1016/j.coldregions.2014.02.007 CrossRefGoogle Scholar
  31. Jungqvist G, Oni SK, Teutschbein C, Futter MN (2014) Effect of climate change on soil temperature in Swedish boreal forests. Plos One.  https://doi.org/10.1371/journal.pone.0093957 Google Scholar
  32. Kalnay E et al. (1996) The NCEP/NCAR 40-year reanalysis project. Bull Am Meteorol Soc 77:437–471. https://doi.org/10.1175/1520-0477(1996)077<0437:tnyrp>2.0.co;2CrossRefGoogle Scholar
  33. Kosaka Y, Xie SP (2013) Recent global-warming hiatus tied to equatorial Pacific surface cooling. Nature 501:403.  https://doi.org/10.1038/nature12534 CrossRefGoogle Scholar
  34. Lal R, Shukla MK (2004) Principles of soil physics. Marcel Dekker Inc., New York, NYGoogle Scholar
  35. Lawrence DM, Slater AG (2010) The contribution of snow condition trends to future ground climate. Clim Dyn 34:969–981.  https://doi.org/10.1007/s00382-009-0537-4 CrossRefGoogle Scholar
  36. Li X, Jin R, Pan X, Zhang T, Guo J (2012) Changes in the near-surface soil freeze–thaw cycle on the Qinghai-Tibetan Plateau. Int J Appl Earth Obs Geoinf 17:33–42CrossRefGoogle Scholar
  37. Ling F, Zhang TJ (2006) Sensitivity of ground thermal regime and surface energy fluxes to tundra snow density in northern Alaska. Cold Reg Sci Technol 44:121–130.  https://doi.org/10.1016/j.coldregions.2005.09.002 CrossRefGoogle Scholar
  38. Liu XD, Chen BD (2000) Climatic warming in the Tibetan Plateau during recent decades. Int J Clim 20:1729–1742. https://doi.org/10.1002/1097-0088(20001130)20:14<1729::aid-joc556>3.0.co;2-yCrossRefGoogle Scholar
  39. Lorenz EN (1956) Empirical orthogonal functions and statistical weather prediction. Science report 1, Statistical forecasting project, Department of Meteorology, MIT (NTIS AD 110268), p. 49Google Scholar
  40. Luo JJ, Yamagata T (2002) Four decadal ocean-atmosphere modes in the North Pacific revealed by various analysis methods. J Oceanogr 58:861–876.  https://doi.org/10.1023/a:1022831431602 CrossRefGoogle Scholar
  41. Luo JJ, Behera SK, Masumoto Y, Yamagata T (2011) Impact of global ocean surface warming on seasonal-to-interannual climate prediction. J Clim 24:1626–1646.  https://doi.org/10.1175/2010jcli3645.1 CrossRefGoogle Scholar
  42. Luo JJ, Sasaki W, Masumoto Y (2012) Indian ocean warming modulates Pacific climate change. Proc Natl Acad Sci USA 109:18701–18706  https://doi.org/10.1073/pnas.1210239109 Google Scholar
  43. McGuire AD et al (2016) Variability in the sensitivity among model simulations of permafrost and carbon dynamics in the permafrost region between 1960 and 2009. Glob Biogeochem Cycles 30:1015–1037.  https://doi.org/10.1002/2016gb005405 CrossRefGoogle Scholar
  44. Melillo JM et al (2002) Soil warming and carbon-cycle feedbacks to the climate system. Science 298:2173–2176.  https://doi.org/10.1126/science.1074153 CrossRefGoogle Scholar
  45. Mihalakakou G, Santamouris M, Lewis JO, Asimakopoulos DN (1997) On the application of the energy balance equation to predict ground temperature profiles. Sol Energy 60:181–190.  https://doi.org/10.1016/s0038-092x(97)00012-1 CrossRefGoogle Scholar
  46. Oelke C, Zhang TJ, Serreze MC (2004) Modeling evidence for recent warming of the Arctic soil thermal regime. Geophys Res Lett.  https://doi.org/10.1029/2003gl019300 Google Scholar
  47. Park HJ, Ahn JB (2016) Combined effect of the Arctic oscillation and the Western Pacific pattern on East Asia winter temperature. Clim Dyn 46:3205–3221.  https://doi.org/10.1007/s00382-015-2763-2 CrossRefGoogle Scholar
  48. Park H, Sherstiukov AB, Fedorov AN, Polyakov IV, Walsh JE (2014) An observation-based assessment of the influences of air temperature and snow depth on soil temperature in Russia. Environ Res Lett.  https://doi.org/10.1088/1748-9326/9/6/064026 Google Scholar
  49. Pearson RG, Phillips SJ, Loranty MM, Beck PSA, Damoulas T, Knight SJ, Goetz SJ (2013) Shifts in Arctic vegetation and associated feedbacks under climate change. Nat Clim Change 3:673–677.  https://doi.org/10.1038/nclimate1858 CrossRefGoogle Scholar
  50. Peng XQ et al (2017) Response of seasonal soil freeze depth to climate change across China. Cryosphere 11:1059–1073.  https://doi.org/10.5194/tc-11-1059-2017 CrossRefGoogle Scholar
  51. Pepin N et al (2015) Elevation-dependent warming in mountain regions of the world. Nat Clim Change 5:424–430.  https://doi.org/10.1038/nclimate2563 CrossRefGoogle Scholar
  52. Portmann RW, Solomon S, Hegerl GC (2009) Spatial and seasonal patterns in climate change, temperatures, and precipitation across the United States. Proc Natl Acad Sci USA 106:7324–7329.  https://doi.org/10.1073/pnas.0808533106 CrossRefGoogle Scholar
  53. Qi J, Li S, Li Q, Xing Z, Bourque CP-A, Meng F-R (2016) A new soil-temperature module for SWAT application in regions with seasonal snow cover. J Hydrol 538:863–877CrossRefGoogle Scholar
  54. Qian B, Gregorich EG, Gameda S, Hopkins DW, Wang XL (2011) Observed soil temperature trends associated with climate change in Canada. J Geophys Res.  https://doi.org/10.1029/2010jd015012 Google Scholar
  55. Qin J, Yang K, Liang S, Guo X (2009) The altitudinal dependence of recent rapid warming over the Tibetan Plateau. Clim Change 97:321–327.  https://doi.org/10.1007/s10584-009-9733-9 CrossRefGoogle Scholar
  56. Rankinen K, Karvonen T, Butterfield D (2004) A simple model for predicting soil temperature in snow-covered and seasonally frozen soil: model description and testing. Hydrol Earth Syst Sci 8:706–716CrossRefGoogle Scholar
  57. Ruiz-Barradas A, Kalnay E, Pena M, BozorgMagham AE, Motesharrei S (2017) Finding the driver of local ocean-atmosphere coupling in reanalyses and CMIP5 climate models. Clim Dyn 48:2153–2172.  https://doi.org/10.1007/s00382-016-3197-1
  58. Schlichtholz P (2016) Empirical relationships between summertime oceanic heat anomalies in the Nordic seas and large-scale atmospheric circulation in the following winter. Clim Dyn 47:1735–1753.  https://doi.org/10.1007/s00382-015-2930-5 CrossRefGoogle Scholar
  59. Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389CrossRefGoogle Scholar
  60. Shen MG, Zhang GX, Cong N, Wang SP, Kong WD, Piao SL (2014) Increasing altitudinal gradient of spring vegetation phenology during the last decade on the Qinghai-Tibetan Plateau. Agric For Meteorol 189:71–80.  https://doi.org/10.1016/j.agrformet.2014.01.003 CrossRefGoogle Scholar
  61. Shen M et al (2015) Evaporative cooling over the Tibetan Plateau induced by vegetation growth. Proc Natl Acad Sci USA 112:9299–9304.  https://doi.org/10.1073/pnas.1504418112 CrossRefGoogle Scholar
  62. Sinha T, Cherkauer KA (2008) Time series analysis of soil freeze and thaw processes in Indiana. J Hydrometeorol 9:936–950.  https://doi.org/10.1175/2008jhm934.1 CrossRefGoogle Scholar
  63. Solomon S (2007) IPCC climate change 2007: the physical science basis. Contribution of working group I to the fourth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge and New York, NYGoogle Scholar
  64. Subin ZM, Koven CD, Riley WJ, Torn MS, Lawrence DM, Swenson SC (2013) Effects of soil moisture on the responses of soil temperatures to climate change in cold regions. J Clim 26:3139–3158.  https://doi.org/10.1175/jcli-d-12-00305.1 CrossRefGoogle Scholar
  65. Sun L, Shen BZ, Sui B, Huang BH (2017) The influences of East Asian Monsoon on summer precipitation in Northeast China. Clim Dyn 48:1647–1659.  https://doi.org/10.1007/s00382-016-3165-9 CrossRefGoogle Scholar
  66. Tesař M, Šír M, Krejča M, Váchal J (2008) Influence of vegetation cover on air and soil temperatures in the Šumava Mts. (Czech Republic). IOP conference series: earth and environmental science, 4, 012029.  https://doi.org/10.1088/1755-1307/4/1/012029
  67. Trenberth KE, Fasullo JT (2013) An apparent hiatus in global warming? Earths Future 1:19–32.  https://doi.org/10.1002/2013ef000165 CrossRefGoogle Scholar
  68. Vickers D, Mahrt L (1997) Quality control and flux sampling problems for tower and aircraft data. J Atmos Oceanic Technol 14:512–526. https://doi.org/10.1175/1520-0426(1997)014<0512:qcafsp>2.0.co;2CrossRefGoogle Scholar
  69. Wei Y, Fang Y (2013) Spatio-temporal characteristics of global warming in the Tibetan Plateau during the last 50 years based on a generalised temperature zone-elevation model. PloS One 8:e60044CrossRefGoogle Scholar
  70. Woodbury AD, Bhuiyan AKMH., Hanesiak J, Akinremi OO (2009) Observations of northern latitude ground-surface and surface-air temperatures. Geophys Res Lett.  https://doi.org/10.1029/2009gl037400 Google Scholar
  71. Yang K, Wu H, Qin J, Lin C, Tang W, Chen Y (2014) Recent climate changes over the Tibetan Plateau and their impacts on energy and water cycle: a review. Glob Planet Change 112:79–91.  https://doi.org/10.1016/j.gloplacha.2013.12.001 CrossRefGoogle Scholar
  72. Yesilirmak E (2014) Soil temperature trends in Buyuk Menderes Basin, Turkey. Meteorol Appl 21:859–866.  https://doi.org/10.1002/met.1421 CrossRefGoogle Scholar
  73. You Q, Kang S, Pepin N, Flügel W-A, Yan Y, Behrawan H, Huang J (2010) Relationship between temperature trend magnitude, elevation and mean temperature in the Tibetan Plateau from homogenized surface stations and reanalysis data. Glob Planet Change 71:124–133.  https://doi.org/10.1016/j.gloplacha.2010.01.020 CrossRefGoogle Scholar
  74. Zhan W, Zhou J, Ju W, Li M, Sandholt I, Voogt J, Yu C (2014) Remotely sensed soil temperatures beneath snow-free skin-surface using thermal observations from tandem polar-orbiting satellites: an analytical three-time-scale model. Remote Sens Environ 143:1–14.  https://doi.org/10.1016/j.rse.2013.12.004 CrossRefGoogle Scholar
  75. Zhang T (2001) Book review of “Geocryology in China” by Zhou et al. Permafr Periglac Process 12:315–322CrossRefGoogle Scholar
  76. Zhang T (2005a) Influence of the seasonal snow cover on the ground thermal regime: an overview. Rev Geophys.  https://doi.org/10.1029/2004rg000157 Google Scholar
  77. Zhang Y (2005b) Soil temperature in Canada during the twentieth century: complex responses to atmospheric climate change. J Geophys Res.  https://doi.org/10.1029/2004jd004910 Google Scholar
  78. Zhang T, Barry RG, Gilichinsky D, Bykhovets SS, Sorokovikov VA, Ye JP (2001) An amplified signal of climatic change in soil temperatures during the last century at Irkutsk, Russia. Clim Change 49:41–76.  https://doi.org/10.1023/a:1010790203146 CrossRefGoogle Scholar
  79. Zhang W, Li S, Wu T, Pang Q (2007) Changes and spatial patterns of the differences between ground and air temperature over the Qinghai-Xizang plateau. J Geog Sci 17:20–32.  https://doi.org/10.1007/s11442-007-0020-2 CrossRefGoogle Scholar
  80. Zhao L, Ping CL, Yang DQ, Cheng GD, Ding YJ, Liu SY (2004) Changes of climate and seasonally frozen ground over the past 30 years in Qinghai-Xizang (Tibetan) Plateau, China. Glob Planet Change 43:19–31.  https://doi.org/10.1016/j.gloplacha.2004.02.003 CrossRefGoogle Scholar
  81. Zhou LM, Dai A, Dai YJ, Vose R, Zou CZ, Tian YH, Chen HS (2009) Spatial dependence of diurnal temperature range trends on precipitation from 1950 to 2004. Clim Dyn 32:429–440.  https://doi.org/10.1007/s00382-008-0387-5 CrossRefGoogle Scholar

Copyright information

© Springer-Verlag GmbH Germany, part of Springer Nature 2017

Authors and Affiliations

  • Fuxin Zhu
    • 1
    • 2
  • Lan Cuo
    • 1
    • 2
    • 3
  • Yongxin Zhang
    • 4
  • Jing-Jia Luo
    • 5
  • Dennis P. Lettenmaier
    • 6
  • Yumei Lin
    • 2
    • 7
  • Zhe Liu
    • 1
    • 2
  1. 1.Key Laboratory of Tibetan Environment Changes and Land Surface Processes, Institute of Tibetan Plateau ResearchChinese Academy of SciencesBeijingChina
  2. 2.University of Chinese Academy of SciencesBeijingChina
  3. 3.Center for Excellence in Tibetan Plateau Earth SciencesChinese Academy of SciencesBeijingChina
  4. 4.National Center for Atmospheric ResearchBoulderUSA
  5. 5.Australian Bureau of MeteorologyMelbourneAustralia
  6. 6.Department of GeographyUniversity of CaliforniaLos AngelesUSA
  7. 7.Key Laboratory of Resource Use and Environmental Remediation, Institute of Geographic Sciences and Natural Resources ResearchChinese Academy of SciencesBeijingChina

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