Abstract
Southwest China (SWC), characterized by complex climate, undulating topography, intertwined mountains and basins, and diverse ecosystem, is a global hotspot in biodiversity. SWC also is sensitive to climate change, the effects of which can be expressed through alterations in bio-climatology indicators. In this study, we investigated the trends of the key bio-climatology indicators, including mean temperature of the warmest month (TWM), mean temperature of the coldest month (TCM), accumulated temperature above 5 °C (AT5) and 10 °C (AT10), number of days with daily mean temperature above 5 °C (DT5) and 10 °C (DT10), annual precipitation (P), precipitation days (DP), and moisture index (MI). The 105 meteorological stations data from 1961 to 2015 were selected to examine the trend of these indexes in SWC. The results suggested that TWM and TCM both experienced a significant upward trend, with the more pronounced increase in TCM than that in TWM. TWM increased by 0.011 °C year−1 and TCM increased by 0.025 °C year−1. AT5, AT10, DT5, and DT10 also exhibited increasing trend, with AT10 > AT5 and DT10 > DT5, and the trend in DT was found to be less significant than that in AT. The increment of AT5, AT10, DT5, and DT10 were 6.452 °C year−1, 7.158 °C year−1, 0.164 days year−1, and 0.263 days year−1, respectively. P, DP, and MI showed a downward trend, among which DP experienced a significant decrease with − 1.018 days year−1. In general, SWC tends to be drier and warmer, which may alter the structure and function of the local ecosystem, further then affect the role as a global diversity hotspot.
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References
Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration: guidelines for computing crop water requirements. In: Irrigation and Drainage Paper No 56. Food and Agriculture Organization of the United Nations (FAO), Italy
Alvioli M, Melillo M, Guzzetti F, Rossi M, Palazzi E, von Hardenberg J, Brunetti MT, Peruccacci S (2018) Implications of climate change on landslide hazard in Central Italy. Sci Total Environ 630:1528–1543. https://doi.org/10.1016/j.scitotenv.2018.02.315
Ban J, Miao Q, Li X (2006) Analysis of the characteristics of temperature variations in Southwest China in recent 50 years. Resour Environ Yangtze Basin 15:346–351
Belda M, Holtanova E, Halenka T, Kalvova J (2017) Vegetation zones in changing climate. In: EGU General Assembly Conference
Bolch T, Yao T, Kang S, Buchroithner MF, Scherer D, Maussion F, Huintjes E, Schneider C (2010) A glacier inventory for the western Nyainqentanglha Range and the Nam Co Basin, Tibet, and glacier changes 1976–2009. Cryosphere 4:419–433. https://doi.org/10.5194/tc-4-419-2010
Chen X, Li J, Xu L, Liu L, Ding D (2014) Modeling greenup date of dominant grass species in the Inner Mongolian Grassland using air temperature and precipitation data. Int J Biometeorol 58:463–471. https://doi.org/10.1007/s00484-013-0732-1
Dai S, Li H, Luo H, Zhao Y, Zhang K (2015) Changes of annual accumulated temperature over Southern China during 1960–2011. J Geogr Sci 25:1155–1172. https://doi.org/10.1007/s11442-015-1225-4
D'Alpoim Guedes J, Butler EE (2014) Modeling constraints on the spread of agriculture to Southwest China with thermal niche models. Quatern Int 349:29–41. https://doi.org/10.1016/j.quaint.2014.08.003
Deutsch CA, Tewksbury JJ, Huey RB, Sheldon KS, Ghalambor CK, Haak DC, Martin PR (2008) Impacts of climate warming on terrestrial ectotherms across latitude. P Natl Acad Sci USA 105:6668–6672. https://doi.org/10.1073/pnas.0709472105
Di BF, Chen NS, Cui P, Li ZL, He YP, Gao YC (2008) GIS-based risk analysis of debris flow: an application in Sichuan, southwest China. Int J Sediment Res 23:138–148. https://doi.org/10.1016/s1001-6279(08)60013-x
Ding Y (1997) Research on climate change and climate impact in China. China Meteorological Press, Beijing
Ding Y, Liu S, Li J, Shangguan D (2006a) The retreat of glaciers in response to recent climate warming in western China. Quatern Sci 43:97–105
Ding Y, Ren G, Shi G (2006b) National assessment report of climate change (I): climate change in China and its future trend. Adv Clim Change Res 2:3–8
Dong Y, Xiong D, Za S, Li J, Yang D, Shi L, Liu G (2014) The distribution of and factors influencing the vegetation in a gully in the Dry-hot Valley of southwest China. Catena 116:60–67. https://doi.org/10.1016/j.catena.2013.12.009
Fan ZX, Bräuning A, Cao KF, Zhu S (2009) Growth-climate responses of high-elevation conifers in the central Hengduan Mountains, southwestern China. Forest Ecol Manag 258:306–313. https://doi.org/10.1016/j.foreco.2009.04.017
Fan ZX, Bräuning A, Thomas A, Li JB, Cao KF (2011) Spatial and temporal temperature trends on the Yunnan Plateau (Southwest China) during 1961-2004. Int J Climatol 31:2078–2090. https://doi.org/10.1002/joc.2214
Fan RL, Zhang LM, Wang HJ, Fan XM (2018) Evolution of debris flow activities in Gaojiagou Ravine during 2008-2016 after the Wenchuan earthquake. Eng Geol 235:1–10. https://doi.org/10.1016/j.enggeo.2018.01.017
Fernández-Long ME, Müller GV, Beltrán-Przekurat A, Scarpati OE (2013) Long-term and recent changes in temperature-based agroclimatic indices in Argentina. Int J Climatol 33:1673–1686. https://doi.org/10.1002/joc.3541
Gottfried M, Pauli H, Futschik A, Akhalkatsi M, Barančok P, Benito Alonso JL, Coldea G, Dick J, Erschbamer B, Fernández Calzado M´R, Kazakis G, Krajči J, Larsson P, Mallaun M, Michelsen O, Moiseev D, Moiseev P, Molau U, Merzouki A, Nagy L, Nakhutsrishvili G, Pedersen B, Pelino G, Puscas M, Rossi G, Stanisci A, Theurillat JP, Tomaselli M, Villar L, Vittoz P, Vogiatzakis I, Grabherr G (2012) Continent-wide response of mountain vegetation to climate change. Nat Clim Chang 2:111–115. https://doi.org/10.1038/nclimate1329
Gu X, Huang M, Ji J, Zhanping W (2007) The influence of climate change on vegetation net primary productivity in southwestern China during recent 20 years period. J Nat Resour 22:251–259
Guan Y, Zheng F, Zhang P, Qin C (2014) Spatial and temporal changes of meteorological disasters in China during 1950–2013. Nat Hazards 75:2607–2623. https://doi.org/10.1007/s11069-014-1446-3
Guo X, Cui P, Marchi L, Ge Y (2017) Characteristics of rainfall responsible for debris flows in Wenchuan Earthquake area. Environ Earth Sci 76:596. https://doi.org/10.1007/s12665-017-6940-y
Hewitt G (2000) The genetic legacy of the Quaternary ice ages. Nature 405:907–913. https://doi.org/10.1038/35016000
Jalut G, Dedoubat JJ, Fontugne M, Otto T (2009) Holocene circum-Mediterranean vegetation changes: climate forcing and human impact. Quatern Int 200:4–18. https://doi.org/10.1016/j.quaint.2008.03.012
Jeong S-J, Ho C-H, Gim H-J, Brown ME (2011) Phenology shifts at start vs. end of growing season in temperate vegetation over the Northern Hemisphere for the period 1982-2008. Glob Chang Biol 17:2385–2399. https://doi.org/10.1111/j.1365-2486.2011.02397.x
Kendall MG (1955) Rank correlation methods. Griffin, London
Kolář T, Čermák P, Trnka M, Žid T, Rybníček M (2017) Temporal changes in the climate sensitivity of Norway spruce and European beech along an elevation gradient in Central Europe. Agric For Meteorol 239:24–33. https://doi.org/10.1016/j.agrformet.2017.02.028
Kundzewicz ZW, Hirabayashi Y, Kanae S (2010) River floods in the changing climate—observations and projections. Water Resour Manag 24:2633–2646. https://doi.org/10.1007/s11269-009-9571-6
Larcher W (1980) Physiological plant ecology. Springer, Berlin
Li J, McCarthy TM, Wang H, Weckworth BV, Schaller GB, Mishra C, Lu Z, Beissinger SR (2016) Climate refugia of snow leopards in High Asia. Biol Conserv 203:188–196. https://doi.org/10.1016/j.biocon.2016.09.026
Liu B, Henderson M, Zhang Y, Xu M (2009a) Spatiotemporal change in China’s climatic growing season: 1955–2000. Clim Chang 99:93–118. https://doi.org/10.1007/s10584-009-9662-7
Liu X, Cheng Z, Yan L, Yin ZY (2009b) Elevation dependency of recent and future minimum surface air temperature trends in the Tibetan Plateau and its surroundings. Glob Planet Chang 68:164–174. https://doi.org/10.1016/j.gloplacha.2009.03.017
Ma D (2012) Plant geography. Science press, Beijing
Ma Z, Liu J, Zhang S, Chen W, Yang S (2013) Observed climate changes in Southwest China during 1961–2010. Adv Clim Change Res 4:30–40. https://doi.org/10.3724/sp.j.1248.2013.030
Ma S, Zhou T, Dai A, Han Z (2015) Observed changes in the distributions of daily precipitation frequency and amount over China from 1960 to 2013. J Clim 28:6960–6978. https://doi.org/10.1175/jcli-d-15-0011.1
Mann HB (1945) Nonparametric tests against trend. Econ 13:245–259
Mantyka-Pringle CS, Visconti P, Di Marco M, Martin TG, Rondinini C, Rhodes JR (2015) Climate change modifies risk of global biodiversity loss due to land-cover change. Biol Conserv 187:103–111. https://doi.org/10.1016/j.biocon.2015.04.016
Miao C, Sun Q, Duan Q, Wang Y (2016) Joint analysis of changes in temperature and precipitation on the Loess Plateau during the period 1961–2011. Clim Dynam 47:3221–3234. https://doi.org/10.1007/s00382-016-3022-x
Oerlemans J (1994) Quantifying global warming from the retreat of glaciers. Science 264:243–245. https://doi.org/10.1126/science.264.5156.243
Ouyang W, Gao X, Hao Z, Liu H, Shi Y, Hao F (2017) Farmland shift due to climate warming and impacts on temporal-spatial distributions of water resources in a middle-high latitude agricultural watershed. J Hydrol 547:156–167. https://doi.org/10.1016/j.jhydrol.2017.01.050
Peng T, Wang SJ (2012) Effects of land use, land cover and rainfall regimes on the surface runoff and soil loss on karst slopes in southwest China. Catena 90:53–62. https://doi.org/10.1016/j.catena.2011.11.001
Pezzi G, Ferrari C, Corazza M (2008) The altitudinal limit of beech woods in the Northern Apennines (Italy). Its spatial pattern and some thermal inferences. Folia Geobot 43:447–459. https://doi.org/10.1007/s12224-008-9025-6
Piao S, Ciais P, Huang Y, Shen Z, Peng S, Li J, Zhou L, Liu H, Ma Y, Ding Y, Friedlingstein P, Liu C, Tan K, Yu Y, Zhang T, Fang J (2010) The impacts of climate change on water resources and agriculture in China. Nature 467:43–51. https://doi.org/10.1038/nature09364
Qi D, Li Y (2007) The major progress of the plateau monsoon study and its scientific significance. Arid Meteorol 25:74–79
Qin J, Tian YL, Ren JZ, Wan YX (2004) Interdecadal oscillation of Pacific and Interdecadal change of summer temperature in Yunnan. Plateau Meteorol 23:69–76
Qin N, Chen X, Fu G, Zhai J, Xue X (2010) Precipitation and temperature trends for the Southwest China: 1960-2007. Hydrol Process 24:3733–3744. https://doi.org/10.1002/hyp.7792
Qin N, Wang J, Chen X, Yang G, Liang H (2015) Impacts of climate change on regional hydrological regimes of the Wujiang River watershed in the Karst area, Southwest China. Geoenviron Disasters 2. https://doi.org/10.1186/s40677-015-0013-x
Richardson A et al (2012) Terrestrial biosphere models need better representation of vegetation phenology: results from the North American carbon program site synthesis. Glob Change Biol 18:566–584. https://doi.org/10.1111/j.1365-2486.2011.02562.x
Roe GH, Baker Marcia B, Herla F (2016) Centennial glacier retreat as categorical evidence of regional climate change. Nat Geosci 10:95–99. https://doi.org/10.1038/ngeo2863
Scambos T (2011) Earth’s ice: sea level, climate, and our future commitment. Bull At Sci 67:28–40. https://doi.org/10.1177/0096340210392965
Scherler D, Bookhagen B, Strecker MR (2011) Spatially variable response of Himalayan glaciers to climate change affected by debris cover. Nat Geosci 4:156–159. https://doi.org/10.1038/ngeo1068
Shi X, Zhao D, Wu S, Shi W, Dai E, Wang W (2016) Climate change risks for net primary production of ecosystems in China. Hum Ecol Risk Assess 22:1091–1105. https://doi.org/10.1080/10807039.2015.1138090
Sneyers R (1990) On the statistical analysis of series of observation. WMO, technical note no. 143. World meteorological society, Geneve
Stocker TF, Qin D, Plattner G K, Tignor M, Allen S.K, Boschung J, Midgley PM (2014) Climate change 2013: the physical science basis. Working group I contribution to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, United Kingdom and New York
Vincent LA, Wang XL, Milewska EJ, Wan H, Yang F, Swail V (2012) A second generation of homogenized Canadian monthly surface air temperature for climate trend analysis. JGR-Atmos 117:18110. https://doi.org/10.1029/2012JD017859.30.
Wang Z, Ding Y, He J, Yu J (2004) An updating analysis of the climate change in China in recent 50 years. Acta Meteorol Sin 62:228–236
Wang J, Meng JJ, Cai YL (2007) Assessing vegetation dynamics impacted by climate change in the southwestern karst region of China with AVHRR NDVI and AVHRR NPP time-series. Environ Geol 54:1185–1195. https://doi.org/10.1007/s00254-007-0901-9
Wang XL, Chen H, Wu Y, Yang F, Pu Q (2010) New techniques for detection and adjustment of shifts in daily precipitation data series. J Appl Meteor Climatol 49:2416–2436. https://doi.org/10.1175/2010JAMC2376.1
Wang Y, Liu P, Cao L, Gao Y, Yong G (2014) Characteristics of southwestern China dry-wet condition based on wetness index in 1960-2011. J Nat Resour 29:830–838
Wang J, Yu Y, Pan H, Qiao C, Ou G (2015) Debris flow formation process and critical hydrodynamic conditions in the meizoseismal area of the Wenchuan earthquake. J Mt Sci 12:699–710. https://doi.org/10.1007/s11629-014-3370-0
Wen Y, Liu X, Pei F, Li X, Du G (2018) Non-uniform time-lag effects of terrestrial vegetation responses to asymmetric warming. Agric For Meteorol 252:130–143. https://doi.org/10.1016/j.agrformet.2018.01.016
Weng E, Zhou G (2005) Modeling distribution changes of vegetation in China under future climate change. Environ Model Assess 11:45–58. https://doi.org/10.1007/s10666-005-9019-1
Wu J, Zhang S, Jiang Y, Kang m QY (2004) Plant geography. Higher Education Press, Beijing
Wu G, Liu Y, He B, Bao Q, Duan A, Jin FF (2012) Thermal controls on the Asian summer monsoon. Sci Rep 2:404. https://doi.org/10.1038/srep00404
Xu Y (1991) Southwest climate. China Meteorological Press, Beijing
Xu M, Kang S, Wu H, Yuan X (2018) Detection of spatio-temporal variability of air temperature and precipitation based on long-term meteorological station observations over Tianshan Mountains, Central Asia. Atmos Res 203:141–163. https://doi.org/10.1016/j.atmosres.2017.12.007
Yan et al (2011) Spatio-temporal changes of ≥10°C accumulated temperature in northeastern China since 1961. Chinese Geogr Sci 21:17–26. https://doi.org/10.1007/s11769-011-0438-4
Yang Q, Wu S, Zheng D (2002) A retrospect and prospect of researches on regional physio2geographical system ( RPGS). Geogr Res 21:407–417
Yin Y, Wu S, Zheng D, Yang Q (2008) Radiation calibration of FAO56 Penman–Monteith model to estimate reference crop evapotranspiration in China. Agr Water Manage 95:77–84. https://doi.org/10.1016/j.agwat.2007.09.002
Yin Y, Deng H, Wu S (2017) Spatial-temporal variations in the thermal growing degree-days and season under climate warming in China during 1960-2011. Int J Biometeorol. https://doi.org/10.1007/s00484-017-1417-y
Zhang M, He J, Wang B, Wang S, Li S, Liu W, Ma X (2013) Extreme drought changes in Southwest China from 1960 to 2009. J Geogr Sci 23:3–16. https://doi.org/10.1007/s11442-013-0989-7
Zhao D, Wu S (2013) Responses of vegetation distribution to climate change in China. Theor Appl Climatol 117:15–28. https://doi.org/10.1007/s00704-013-0971-4
Zhao D, Wu S (2016) Spatial and temporal variability of key bio-temperature indicators on the Qinghai-Tibetan Plateau for the period 1961-2013. Int J Climatol 36:2083–2092. https://doi.org/10.1002/joc.4482
Zhao J, Yang X, Liu Z, Cheng D, Wang W, Chen F (2010) The possible effect of global climate changes on cropping systems boundary in China II. The characteristics of climatic variables and the possible effect on northern limits of cropping systems in South China. Sci Agric Sin 43:1860–1867. https://doi.org/10.3864/j.issn.0578-1752.2010.09.012
Zhao Z, Wu X, Li G, Li J (2015) Drought in southwestern China and its impact on the net primary productivity of vegetation from 2009–2011. Acta Ecolog Sin 35:350–360. https://doi.org/10.5846/stxb201304040604
Zheng D (2008) Study on China’s ecological geographical region system. The commercial press, Beijing
Zuo J, Yang Y, Zhang J, Chen M, Xu Q (2013) Prediction of China’s submerged coastal areas by sea level rise due to climate change. J Ocean U China 12:327–334. https://doi.org/10.1007/s11802-013-1908-3
Zuo YJ, Wen J, Zhou SL (2017) Intercontinental and intracontinental biogeography of the eastern Asian-eastern north American disjunct Panax (the ginseng genus, Araliaceae), emphasizing its diversification processes in eastern Asia. Mol Phylogenet Evol 117:60–74. https://doi.org/10.1016/j.ympev.2017.06.016
Funding
This study was supported by the National Key R&D Program of China (2017YFA0604803) and Project of Featured Institute of Geographical Sciences and Natural Resources Research Cultivation, CAS: the Decision Support Research of the Belt and Road Initiative, and was also supported by Hebei Normal University Graduate Student Innovation Project (CXZZSS2018074).
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Yang, Y., Zhao, D. & Chen, H. Variability of bio-climatology indicators in the Southwest China under climate warming during 1961–2015. Int J Biometeorol 63, 107–119 (2019). https://doi.org/10.1007/s00484-018-1640-1
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DOI: https://doi.org/10.1007/s00484-018-1640-1