Abstract
Climate change is expected to alter the hydrologic cycle through precipitation and evapotranspiration. The hydrologic intensity is more complex under climate change in high mountainous regions. The spatial and temporal patterns of hydrological intensity were analyzed. The results showed that the degree of annual variations of hydrological intensity increased between 2001 and 2015 compared to 1980 and 2000. The slope of hydrological intensification showed a significant downward trend along the elevation gradient from 1980 to 2000, but no significant elevation-dependent pattern existed from 2001 to 2015. The variation of hydrologic intensity in spring before 2000 and after 2000 was most significant, while the change of hydrologic intensity in summer was not significant. Precipitation, air temperature, net radiation, and vapor pressure deficit (VPD) were significantly correlated with the hydrological intensity before 2000, while only precipitation and air temperature were significantly correlated with hydrological intensity after 2000. The spatial correlation coefficient between hydrological intensity and vertically integrated moisture flux at different altitudes was distributed more homogeneity after 2000. Local meteorological factors and large-scale circulation can influence the elevation-dependent precipitation variation. Under climate change, more attention should be paid to no elevation-dependent changes in hydrological intensity and societal decision-making in mountainous regions.
Similar content being viewed by others
Data availability
The meteorological data supporting this study's findings are available at the China Meteorological Data Service Center (http://data.cma.cn).
References
Allen R, Pereira L, Raes D, Smith M (1998) Crop evapotranspiration: guidelines for computing crop requirements, Irrigation and Drainage Paper No. 56, FAO, Rome, Italy
Bales RC, Molotch NP, Painter TH, Dettinger MD, Rice R, Dozier J (2006) Mountain hydrology of the western United States. Water Resour Res 42:W08432
Berghuijs WR, Larsen JR, van Emmerik THM, Woods RA (2017) A global assessment of runoff sensitivity to changes in precipitation, potential evaporation, and other factors. Water Resour Res 53:8475–8486
Blöschl G, Hall J, Viglione A, Perdigao RAP, Parajka J, Merz B et al (2019) Changing climate both increases and decreases European river floods. Nature 573:108–111
Bosilovich M, Schubert S, Walker G (2005) Global changes of the water cycle intensity. J Climate 18:1591–1608
Chen G, Ming Y, Singer ND, Lu J (2011) Testing the Clausius-Clapeyron constraint on the aerosol-induced changes in mean and extreme precipitation. Geophys Res Lett 38:L04807
Chen X, Long D, Liang S, He L, Zeng C, Hao X, Hong Y (2018) Developing a composite daily snow cover extent record over the Tibetan Plateau from 1981 to 2016 using multisource data. Remote Sens Environ 215:284–299
Chou C, Lan C-W (2012) Changes in the annual range of precipitation under global warming. J Clim 25:222–235
Chou C, Chen C-A, Tan P-H, Chen KT (2012) Mechanisms for global warming impacts on precipitation frequency and intensity. J Clim 25:3291–3306
Choudhury BJ (1999) Evaluation of an empirical equation for annual evaporation using field observations and results from a biophysical model. J Hydrol 216:99–110
Davenport FV, Burke M, Diffenbaugh NS (2021) Contribution of historical precipitation change to US flood damages. Proc Natl Acad Sci USA 118:e2017524118
Donat MG, Lowry AL, Alexander LV, O’Gorman PA, Maher N (2016) More extreme precipitation in the world’s dry and wet regions. Nat Clim Chang 6:508–513
Entin JK, Robock A, Vinnikov KY, Hollinger SE, Liu S, Namkhai A (2000) Temporal and spatial scales of observed soil moisture variations in the extratropics. J Geophys Res Atmos 105:11865–11877
Fan J, Rosenfeld D, Yang Y, Zhao C, Leung LR, Li Z (2015) Substantial contribution of anthropogenic air pollution to catastrophic floods in Southwest China. Geophys Res Lett 42:6066–6075
Ficklin DL, Abatzoglou JT, Novick KA (2019) A new perspective on terrestrial hydrologic intensity that incorporates atmospheric water demand. Geophys Res Lett 46:8114–8124
Ficklin DL, Null SE, Abatzoglou JT, Novick KA, Myers DT (2022) Hydrological intensification will increase the complexity of water resource management. Earth’s Future 10:e2021EF002487
Ganguly D, Rasch PJ, Wang H, Yoon J-h (2012) Fast and slow responses of the South Asian monsoon system to anthropogenic aerosols. Geophys Res Lett 39:L18804
Gao Z, He J, Dong K, Li X (2017) Trends in reference evapotranspiration and their causative factors in the West Liao River basin, China. Agric For Meteorol 232:106–117
Giorgi F, Im ES, Coppola E, Diffenbaugh NS, Gao XJ, Mariotti L, Shi Y (2011) Higher hydroclimatic intensity with global warming. J Clim 24:5309–5324
Giorgi F, Coppola E, Raffaele F (2014) A consistent picture of the hydroclimatic response to global warming from multiple indices: models and observations. J Geophys Res Atmos 119:11695–11708
Gloor M, Brienen RJW, Galbraith D, Feldpausch TR, Schöngart J, Guyot JL et al (2013) Intensification of the Amazon hydrological cycle over the last two decades. Geophys Res Lett 40:1729–1733
Gong L, Xu C-y, Chen D, Halldin S, Chen YD (2006) Sensitivity of the Penman–Monteith reference evapotranspiration to key climatic variables in the Changjiang (Yangtze River) basin. J Hydrol 329:620–629
Greve P, Orlowsky B, Mueller B, Sheffield J, Reichstein M, Seneviratne SI (2014) Global assessment of trends in wetting and drying over land. Nat Geosci 7:716–721
Gu X, Ye L, Xin Q, Zhang C, Zeng F, Nerantzaki SD, Papalexiou SM (2022) Extreme precipitation in China: a review on statistical methods and applications. Adv Water Resour 163:104144
Guo X, Wang L, Tian L, Li X (2017) Elevation-dependent reductions in wind speed over and around the Tibetan Plateau. Int J Climatol 37:1117–1126
Haddeland I, Heinke J, Biemans H, Eisner S, Flörke M, Hanasaki N et al (2014) Global water resources affected by human interventions and climate change. Proc Natl Acad Sci USA 111(9):3251–3256
He Y, Wang K, Zhou C, Wild M (2018) A revisit of global dimming and brightening based on the sunshine duration. Geophys Res Lett 45:4281–4289
He H, Wang S, Zhang L, Wang J, Ren X, Zhou L et al (2019) Altered trends in carbon uptake in China’s terrestrial ecosystems under the enhanced summer monsoon and warming hiatus. Natl Sci Rev 6:505–514
Hoesly RM, Smith SJ, Feng L, Klimont Z, Janssens-Maenhout G, Pitkanen T et al (2018) Historical (1750–2014) anthropogenic emissions of reactive gases and aerosols from the Community Emissions Data System (CEDS). Geosci Model Dev 11:369–408
Holmes A, Rüdiger C, Mueller B, Hirschi M, Tapper N (2017) Variability of soil moisture proxies and hot days across the climate regimes of Australia. Geophys Res Lett 44:7265–7275
Huntington TG, Richardson AD, McGuire KJ, Hayhoe K (2009) Climate and hydrological changes in the northeastern United States: recent trends and implications for forested and aquatic ecosystems. Can J For Res 39:199–212
Huntington TG, Weiskel PK, Wolock DM, McCabe GJ (2018) A new indicator framework for quantifying the intensity of the terrestrial water cycle. J Hydrol 559:361–372
Immerzeel WW, Lutz AF, Andrade M, Bahl A, Biemans H, Bolch T et al (2019) Importance and vulnerability of the world’s water towers. Nature 577:364–369
Jung M, Reichstein M, Ciais P, Seneviratne SI, Sheffield J, Goulden ML et al (2010) Recent decline in the global land evapotranspiration trend due to limited moisture supply. Nature 467:951–954
Körner C (2007) The use of “altitude” in ecological research. Trends Ecol Evol 22:569–574
Kosaka Y, Xie SP (2013) Recent global-warming hiatus tied to equatorial Pacific surface cooling. Nature 501:403–407
Lansu EM, van Heerwaarden CC, Stegehuis AI, Teuling AJ (2020) Atmospheric aridity and apparent soil moisture drought in European forest during heat waves. Geophys Res Lett 47:e2020GL087091
Li Y, Xu H, Liu D (2011a) Features of the extremely severe drought in the east of Southwest China and anomalies of atmospheric circulation in summer 2006. Acta Meteor Sin 25:176–187
Li Z, He Y, An W, Song L, Zhang W, Catto N et al (2011b) Climate and glacier change in southwestern China during the past several decades. Environ Res Lett 6:045404
Li Z, Lau WKM, Ramanathan V, Wu G, Ding Y, Manoj MG et al (2016) Aerosol and monsoon climate interactions over Asia. Rev Geophys 54:866–929
Li Q, Ma M, Wu X, Yang H (2018) Snow cover and vegetation-induced decrease in global albedo from 2002 to 2016. J Geophys Res Atmos 123:124–138
Li D, Lu X, Walling DE, Zhang T, Steiner JF, Wasson RJ et al (2022a) High Mountain Asia hydropower systems threatened by climate-driven landscape instability. Nat Geosci 15:520–530
Li X, Zhang K, Bao H, Zhang H (2022b) Climatology and changes in hourly precipitation extremes over China during 1970–2018. Sci Total Environ 839:156297
Lian X, Zhao W, Gentine P (2022) Recent global decline in rainfall interception loss due to altered rainfall regimes. Nat Commun 13:7642
Liao T, Gui K, Li Y, Wang X, Sun Y (2021) Seasonal distribution and vertical structure of different types of aerosols in southwest China observed from CALIOP. Atmos Environ 246:118145
Liu Y, Sun J, Yang B (2009) The effects of black carbon and sulphate aerosols in China regions on East Asia monsoons. Tellus B Chem Phys Meteorol 61:642–656
Liu M, Xu X, Sun AY, Wang K, Liu W, Zhang X (2014) Is southwestern China experiencing more frequent precipitation extremes? Environ Res Lett 9:064002
Mao Y, Wu G, Xu G, Wang K (2022) Reduction in precipitation seasonality in China from 1960 to 2018. J Clim 35:227–248
Martinez JA, Arias PA, Castro C, Chang HI, Ochoa-Moya CA (2018) Sea surface temperature-related response of precipitation in northern South America according to a WRF multi-decadal simulation. Int J Climatol 39:2136–2155
McCrystall MR, Stroeve J, Serreze M, Forbes BC, Screen JA (2021) New climate models reveal faster and larger increases in Arctic precipitation than previously projected. Nat Commun 12:6765
Mcdowell N, Pockman WT, Allen CD, Breshears DD, Cobb N, Kolb T et al (2008) Mechanisms of plant survival and mortality during drought: why do some plants survive while others succumb to drought? New Phytol 178:719–739
McVicar TR, Van Niel TG, Roderick ML, Li LT, Mo XG, Zimmermann NE, Schmatz DR (2010) Observational evidence from two mountainous regions that near-surface wind speeds are declining more rapidly at higher elevations than lower elevations: 1960–2006. Geophys Res Lett 37:L06402
McVicar TR, Roderick ML, Donohue RJ, Li LT, Van Niel TG, Thomas A et al (2012) Global review and synthesis of trends in observed terrestrial near-surface wind speeds: implications for evaporation. J Hydrol 416–417:182–205
Mohan TS, Rajeevan M (2017) Past and future trends of hydroclimatic intensity over the Indian monsoon region. J Geophys Res Atmos 122:896–909
Nie Y, Sun J (2021) Synoptic‐scale circulation precursors of extreme precipitation events over southwest China during the rainy season. J Geophys Res Atmos 126:e2021JG035134
Nogués-Bravo D, Araújo MB, Errea MP, Martínez-Rica JP (2007) Exposure of global mountain systems to climate warming during the 21st Century. Global Environ Chang 17:420–428
Pan M, Lu M (2019) A Novel atmospheric river identification algorithm. Water Resour Res 55:6069–6087
Papalexiou SM, Montanari A (2019) Global and regional increase of precipitation extremes under global warming. Water Resour Res 55:4901–4914
Pepin N, Lundquist J (2008) Temperature trends at high elevations: patterns across the globe. Geophys Res Lett 35:L14701
Pepin N, Bradley RS, Diaz HF, Baraer M (2015) Elevation-dependent warming in mountain regions of the world. Nat Clim Change 5:424–430
Pepin N, Arnone E, Gobiet A, Haslinger K, Kotlarski S, Notarnicola C et al (2022) Climate changes and their elevational patterns in the mountains of the world. Rev Geophys 60:e2020RG000730
Pérez‐Alarcón A, Coll‐Hidalgo P, Fernández‐Alvarez JC, Sorí R, Nieto R, Gimeno L (2022) Moisture sources for precipitation associated with major hurricanes during 2017 in the North Atlantic Basin. J Geophys Res Atmos 127:e2021JD035554
Piao S, Cui M, Chen A, Wang X, Ciais P, Liu J, Tang Y (2011) Altitude and temperature dependence of change in the spring vegetation green-up date from 1982 to 2006 in the Qinghai-Xizang Plateau. Agric For Meteorol 151:1599–1608
Ramanathan A, Carmichael G (2008) Global and regional climate changes due to black carbon. Nat Geosci 1:221–227
Rangwala I, Miller JR (2012) Climate change in mountains: a review of elevation-dependent warming and its possible causes. Clim Change 114:527–547
Roderick ML, Sun F, Lim WH, Farquhar GD (2014) A general framework for understanding the response of the water cycle to global warming over land and ocean. Hydrol Earth Syst Sci 18:1575–1589
Salzmann M (2016) Global warming without global mean precipitation increase? Sci Adv 2:e1501572
Sanap SD, Pandithurai G (2015) The effect of absorbing aerosols on Indian monsoon circulation and rainfall: a review. Atmos Res 164–165:318–327
Sen PK (1968) Estimates of the regression coefficient based on Kendall’s Tau. Am Stat Assoc J 63:1379–1389
Shanmugasundaram J, Lee E (2018) Oceanic and atmospheric conditions associated with the pentad rainfall over the southeastern peninsular India during the North-East Indian Monsoon season. Dyn Atmos Oceans 81:1–14
Shi R, Wang T, Yang D, Yang Y (2022) Streamflow decline threatens water security in the upper Yangtze river. J Hydrol 606:127448
Skliris N, Zika JD, Nurser G, Josey SA, Marsh R (2016) Global water cycle amplifying at less than the Clausius-Clapeyron rate. Sci Rep 6:38752
Sun S, Chen H, Ju W, Wang G, Sun G, Huang J et al (2016) On the coupling between precipitation and potential evapotranspiration: contributions to decadal drought anomalies in the Southwest China. Clim Dyn 48:3779–3797
Tao J, Xu T, Dong J, Yu X, Jiang Y, Zhang Y et al (2018) Elevation-dependent effects of climate change on vegetation greenness in the high mountains of southwest China during 1982–2013. Int J Climatol 38:2029–2038
Theil H (1992) A rank-invariant method of linear and polynomial regression analysis. Henry Theil's Contributions to Economics and Econometrics. Springer, Berlin, Germany, pp 345–381
Viviroli D, Weingartner R (2004) The hydrological significance of mountains: from regional to global scale. Hydrol Earth Syst Sci 8:1016–1029
Viviroli D, Kummu M, Meybeck M, Kallio M, Wada Y (2020) Increasing dependence of lowland populations on mountain water resources. Nat Sustain 3:917–928
von Buttlar J, Zscheischler J, Rammig A, Sippel S, Reichstein M, Knohl A et al (2018) Impacts of droughts and extreme-temperature events on gross primary production and ecosystem respiration: a systematic assessment across ecosystems and climate zones. Biogeosciences 15:1293–1318
Wang L, Chen W, Zhou W (2014) Assessment of future drought in Southwest China based on CMIP5 multimodel projections. Adv Atmos Sci 31:1035–1050
Wang L, Chen W, Zhou W, Huang G (2015) Drought in Southwest China: a review. Atmos Ocean Sci Lett 8:339–344
Wang Z, Duan A, Yang S, Ullah K (2017) Atmospheric moisture budget and its regulation on the variability of summer precipitation over the Tibetan Plateau. J Geophys Res Atmos 122:614–630
Wang L, Yuan X, Xie Z, Wu P, Li Y (2016) Increasing flash droughts over China during the recent global warming hiatus. Sci Rep 6:30571
Wang W, Zhu Y, Dong S, Becker S, Chen Y (2019) Attribution of decreasing annual and autumn inflows to the Three Gorges Reservoir, Yangtze River: Climate variability, water consumption or upstream reservoir operation? J Hydrol 579:124180
Wu G, Liu X, Chen T, Xu G, Wang W, Zeng X, Zhang X (2015) Elevation-dependent variations of tree growth and intrinsic water-use efficiency in Schrenk spruce (Picea schrenkiana) in the western Tianshan Mountains, China. Front Plant Sci 6:309
Wu C, Wang J, Ciais P, Penuelas J, Zhang X, Sonnentag O et al (2021) Widespread decline in winds delayed autumn foliar senescence over high latitudes. Proc Natl Acad Sci USA 118:e2015821118
Xu X, Yang D, Yang H, Lei H (2014) Attribution analysis based on the Budyko hypothesis for detecting the dominant cause of runoff decline in Haihe basin. J Hydrol 510:530–540
Xu F, Jia Y, Peng H, Niu C, Liu J (2018) Temperature and precipitation trends and their links with elevation in the Hengduan Mountain region, China. Clim Res 75:163–180
Yang Y, Wang H, Smith SJ, Ma P-L, Rasch PJ (2017) Source attribution of black carbon and its direct radiative forcing in China. Atmos Chem Phys 17:4319–4336
Yang Y, Roderick ML, Zhang S, McVicar TR, Donohue RJ (2019) Hydrologic implications of vegetation response to elevated CO2 in climate projections. Nat Clim Chang 9:44–48
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
Yu M, Li Q, Hayes MJ, Svoboda MD, Heim RR (2014) Are droughts becoming more frequent or severe in China based on the Standardized Precipitation Evapotranspiration Index: 1951–2010? Int J Climatol 34:545–558
Yuan W, Zheng Y, Shilong P, Philippe C, Lombardozzi D, Wang Y et al (2019) Increased atmospheric vapor pressure deficit reduces global vegetation growth. Sci Adv 5:eaax1396
Zeppel MJB, Wilks JV, Lewis JD (2014) Impacts of extreme precipitation and seasonal changes in precipitation on plants. Biogeosciences 11:3083–3093
Zhai R, Tao F (2021) Climate change in China affects runoff and terrestrial ecosystem water retention more than changes in leaf area index and land use/cover over the period 1982–2015. J Geophys Re Biogeosci 126:e2020JG005902
Zhai R, Tao FL, Lall U, Fu BJ, Elliot J, Jägermeyr J (2020) Larger drought and flood hazards and adverse impacts on population and economic productivity under 2.0 than 1.5°C warming. Earths Future 8:e2019EF001398
Zhang C (2020) Moisture sources for precipitation in Southwest China in summer and the changes during the extreme droughts of 2006 and 2011. J Hydrol 591:125333
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 Geog Sci 23:3–16
Zhang S, Liu B, Ren G, Zhou T, Jiang C, Li S, Su B (2021) Moisture sources and paths associated with warm-season precipitation over the Sichuan Basin in southwestern China: Climatology and interannual variability. J Hydrol 603:127019
Acknowledgements
This study is financially supported by the National Natural Science Foundation of China (41890821, 41790431), the Strategy project, Chinese Academy of Sciences (XDA23090201).
Funding
National Natural Science Foundation of China (41890821, 41790431), Natural Science Foundation of Sichuan Province (24NSFSC0159).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interests
The authors declare no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Sun, X., Wang, G., Sun, J. et al. More intense and less elevation-dependent hydrological intensity from 2000 to 2015 in the high mountains. Clim Dyn 62, 6665–6682 (2024). https://doi.org/10.1007/s00382-024-07229-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00382-024-07229-8