Abstract
Selin Co basin, a representative lake basin situated in the central region of the Tibetan Plateau (TP), is characterized by extensive areas of frozen ground and has undergone a remarkable expansion in its lake area. Evapotranspiration, as an important variable within the lake water cycle, as well as its influencing factors are still under debate at this basin. Actual evapotranspiration (ETa) plays a vital role in influencing land-atmosphere interaction processes and the hydrological cycle. By quantifying the amount of water that is actually transpired by vegetation and evaporated from soil surfaces, ETa provides important information about the mechanisms controlling evapotranspiration. In this study, the advection-aridity (AA) model was employed to estimate ETa in Selin Co basin. The estimated ETa and its influencing factors were investigated between 2001-2018, with an emphasis on examining both spatial and temporal trends. The results demonstrated that the multiyear mean ETa in the basin was 430.3 mm (excluding lakes) with an overall significantly decreasing trend (-5.8 mm/yr). In terms of its seasonal variation, ETa exhibited highest value during summer, while experiencing comparatively lower rates in autumn and spring. Furthermore, the spatial distribution of both the annual and seasonal ETa exhibited a similar decreasing trend from the southeast to the northwest of the basin. The sensitivity of several meteorological variables to modifications in ETa was also examined. Results indicated that specific humidity was the predominant variable, followed by net radiation, air temperature, precipitation, atmospheric pressure, and wind speed. In addition, the area covered by permafrost and seasonally frozen ground was approximately about 1.58 × 104 km2 and 4.22 × 104 km2 in the basin, and permafrost degradation in the northern region of the Selin Co basin resulted in increased average soil moisture content and underground ice melting, leading to a subsequent increase in ETa.
Similar content being viewed by others
Data availability
Data will be made available on request from the following co-authors of this study: Shengfeng Wang (first author), 20,211,211,009@nuist.edu.cn; Lin Zhao (corresponding author), lzhao@nuist.edu.cn.
References
Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration: Guidelines for computing crop water requirements. FAO Irrig Drain Paper 56:300
Allen RG, Tasumi M, Trezza R (2007) Satellite-based energy balance for mapping evapotranspiration with internalized calibration (METRIC) – model. J Irrig Drain Eng 133:380–394
Ananya SG, Nandagiri L (2019) Modeling actual evapotranspiration using the advection aridity model. IJRTE 8:1203–1209
Bastiaanssen WG, Cheema MJ, Immerzeel WW, Miltenburg IJ, Pelgrum HJ (2012) Surface energy balance and actual evapotranspiration of the transboundary Indus Basin estimated from satellite measurements and the ETLook model. Water Resour Res 48:11
Bouchet RJ (1963) Évapotranspiration réelle et potentielle, signification climatique. IAHS Publ 62:134–142
Brutsaert W (2015) A generalized complementary principle with physical constraints for land- surface evaporation. Water Resour Res 51:8087–8093
Brutsaert W, Stricker H (1979) An advection-aridity approach to estimate actual regional evapotranspiration. Water Resour Res 15:443–450
Cheng G, Zhao L, Li R et al (2019) Characteristic, changes and impacts of permafrost on Qinghai-Tibet Plateau. Chin Sci Bull 64(27):2783–2795 (in Chinese)
Cohen I, Huang Y, Chen J, Benesty J, Benesty J, Chen J, Huang Y, Cohen I (2009) Pearson correlation coefficient. Noise reduction in speech processing 1–4
Eckhardt K (2005) How to construct recursive digital filters for baseflow separation. Hydrol Process 19:507–515
Enfield DB (2001) Evolution and historical perspective of the 1997–1998 El Niño-Southern Oscillation event. Bull Mar Sci 69(1):7–25
Geshnigani FS, Mirabbasi R, Golabi MR (2021) Evaluation of FAO’s WaPOR product in estimating the reference evapotranspiration for stream flow modeling. Theor Appl Climatol 144:191–201
Granger RJ, Gray DM (1989) Evaporation from natural nonsaturated surfaces. J Hydrol 111:21–29
Gu L, Yao J, Hu Z, Zhao L (2015) Comparison of the surface energy budget between regions of seasonally frozen ground and permafrost on the Tibetan Plateau. Atmos Res 153:553–564
Guo YH, Zhang YS, Ma N, Song HT, Gao HF (2016) Quantifying surface energy fluxes and evaporation over a significant expanding endorheic lake in the central Tibetan plateau. J Meteorol Soc Jpn 94:453–465
Han MW et al (2021) Long-term variations in actual evapotranspiration over the Tibetan Plateau. Earth Sys Sci Data 13(7):3513–3524
Haque A (2003) Estimating actual areal evapotranspiration from potential evapotranspiration using physical models based on complementary relationships and meteorological data. Bull Eng Geol Environ 62:57–63
He J, Yang K, Tang W et al (2020) The first high-resolution meteorological forcing dataset for land process studies over China. Sci Data 7:25
He S, Zhang Y, Ma N, Tian J, Kong D, Liu C (2022) A daily and 500 m coupled evapotranspiration and gross primary production product across China during 2000–2020. Earth System Science Data Discussions 1–42
Huntington JL, Szilagyi J, Tyler SW, Pohll GM (2011) Evaluating the complementary relationship for estimating evapotranspiration from arid shrublands. Water Resour Res 47:143–158
Jaksa WT, Sridhar V, Huntington JL, Khanal M (2013) Evaluation of the complementary relationship using Noah Land Surface Model and North American Regional Reanalysis (NARR) data to estimate evapotranspiration in semiarid ecosystems. J Hydrometeor 14:345–359
Jia Y, Li C, Yang H, Yang W, Liu Z (2022) Assessments of three evapotranspiration products over China using extended triple collocation and water balance methods. J Hydrol 614:128594
Jung M, Reichstein M, Ciais P et al (2010) Recent decline in the global land evapotranspiration trend due to limited moisture supply. Nature 467:951–954
Kahler DM, Brutsaert W (2006) Complementary relationship between daily evaporation in the environment and pan-evaporation. Water Resour Res 42:648–648
Kendall MG (1975) Rank Correlation Measures. Charles Griffin, Oxford, UK
Kojima K (1979) Snowmelt mechanism and heat budget. Meteorol Study Notes 146:1–38
Li C, Yang H, Yang W, Liu Z, Jia Y, Li S, Yang D (2022) Error characterization of global land evapotranspiration products: Collocation-based approach. J Hydrol 612:128102
Liang S, Zhao X, Liu S et al (2013) A long-term Global LAnd Surface Satellite (GLASS) data-set for environmental studies. Int J Digit Earth 6:5–33
Liu W (2018) Evaluating remotely sensed monthly evapotranspiration against water balance estimates at basin scale in the Tibetan Plateau. Hydrol Res 49(6):1977–1990
Liu J, Bai Z, Jia L et al (2010) Estimation of evapotranspiration in the Mu Us Sandland of China. Hydrol Earth Syst Sci 14:573–584
Liu GS, Liu Y, Hafeez M, Xu D, Vote C (2012) Comparison of two methods to derive time series of actual evapotranspiration using eddy covariance measurements in the southeastern Australia. J Hydrol 454–455:66
Liu Q et al (2019) Diagnosing environmental controls on actual evapotranspiration and evaporative fraction in a water-limited region from northwest China. Hydrol 578:124045
Liu Z, Li S, Guo Y et al (2021) Characteristics of hillslope runoff generation and its controlling factors on an alpine grassland in the Silin Co basin of the Tibetan Plateau. Chinese J Ecol 40(08):2388–2399
Ma N, Zhang Y (2022) Increasing Tibetan Plateau terrestrial evapotranspiration primarily driven by precipitation. Agric for Meteorol 317:108887
Ma N, Szilagyi J, Zhang Y, Liu W (2019) Complementary-relationship-based modeling of terrestrial evapotranspiration across China during 1982–2012: Validations and spatiotemporal analyses. J Geophys Res: Atmospheres 124(8):4326–4351
Mann HB (1945) Nonparametric tests against trend. Econometrica 13:245–259
Marshall M, Funk C, Michaelsen J (2012) Examining evapotranspiration trends in Africa. Clim Dyn 38:1849–1865
Morton FI (1983) Operational estimates of areal evapotranspiration and their significance to the science and practice of hydrology. J Hydrol 66:1–76
Okechukwu ME (2020) Spatial distribution of rainfall and reference evapotranspiration in southeast Nigeria. Agric Eng Int CIGR J 22:1–8
Penman HL, Keen BA (1948) Natural evaporation from open water, bare soil and grass. Proc r Soc Lond Ser a Math Phys Sci 193:120–145
Priestley CHB, Taylor RJ (1972) On the assessment of surface heat flux and evaporation using large-scale parameters. Mon Weather Rev 100:81–92
Qiu Y et al (2019) MODIS-based daily lake ice extent and coverage dataset for Tibetan Plateau. Big Earth Data 3(2):170–185
Rahman FN (2022) Investigating the changes in agricultural land use and actual evapotranspiration of the Urmia Lake basin based on FAO’s WaPOR database. Agr Water Mgt 264:0378–3774
Ramirez JA, Hobbins MT (2005) Observational evidence of the complementary relationship in regional evaporation lends strong support for Bouchet’s hypothesis. Geophys Res Lett 32:L15401
Song L, Zhuang Q, Yin Y, Zhu X, Wu S (2017) Spatio-temporal dynamics of evapotranspiration on the Tibetan plateau from 2000 to 2010. Environ Res Lett 12(1):014011
Su D, Hu X, Wen L et al (2019) Numerical study on the response of the largest lake in China to climate change. Hydrol Earth Syst Sci 23(4):2093–2109
Sun S et al (2019) Water and carbon dioxide exchange of an alpine meadow ecosystem in the northeastern Tibetan Plateau is energy-limited. Agric for Meteorol 275:283–295
Szilagyi J (2018) A calibration-free, robust estimation of monthly land surface evapotranspiration rates for continental-scale hydrology. Hydrol Res 49(3):648–657
Szilagyi J, Crago R, Qualls R (2017) A calibration-free formulation of the complementary relationship of evaporation for continental-scale hydrology. J Geophys Res -Atmos 122:264–278
Wang L, Good SP, Caylor KK (2014) Global synthesis of vegetation control on evapotranspiration partitioning. Geophys Res Lett 41(19):6753–6757
Wang L, Han S, Tian F et al (2022a) The evaporation on the Tibetan Plateau stops increasing in the recent two decades. J Geophys Res: Atmos 127(23):e2022JD037377
Wang L, Zhao L, Zhou H et al (2022b) Permafrost Ground Ice Melting and Deformation Time Series Revealed by Sentinel-1 InSAR in the Tanggula Mountain Region on the Tibetan Plateau. Remote Sens 14:811
Xu CY, Singh VP (2005) Evaluation of three complementary relationship evapotranspiration models by water balance approach to estimate actual regional evapotranspiration in different climatic regions. J Hydrol 308:105–121
Yang L, Feng Q, Adamowski JF, Alizadeh MR, Yin Z, Wen X, Zhu M (2021) The role of climate change and vegetation greening on the variation of terrestrial evapotranspiration in northwest China’s Qilian Mountains. Sci Total Environ 759:143532
Yang Z, Zhang Y, Zhang Q, Yue P, Zeng J, Qi Y (2022) Inter-annual variability of evapotranspiration and its response towestly and monsoon circulation over the Tibetan Plateau. Chin J Geophys 65(8):2813–2827
Yao J, Zhao L, Ding Y, Gu L, Jiao K, Qiao Y, Wang Y (2008) The surface energy budget and evapotranspiration in the Tanggula region on the Tibetan Plateau. Cold Reg Sci Technol 52(3):326–340
Zhang Y, Ohata T, Ersi K, Tandong Y (2003) Observation and estimation of evaporation from the ground surface of the cryosphere in eastern Asia. Hydrol Process 17(6):1135–1147
Zhang YS, Yao T, Ma Y (2011) Climatic changes have led to significant expansion of endorheic lakes in Xizang (Tibet) since 1995. Sci Cold Arid Reg 3(6):0463–0467
Zhang D et al (2020) Attribution of evapotranspiration changes in humid regions of china from 1982 to 2016. J Geophys Res Atmos 125(13):e2020JD032404. https://doi.org/10.1029/2020jd032404
Zhang X, Zhou J, Liang S, Wang D (2021a) A practical reanalysis data and thermal infrared remote sensing data merging (RTM) method for reconstruction of a 1-km all-weather land surface temperature. Remote Sens Environ 260:112437
Zhang Y, Ma Y, Ma W et al (2021b) Evapotranspiration Variation and Its Correlation with Meteorological Factors on Different Underlying Surfaces of the Tibetan Plateau. Journal of Arid Meteorology 39(3):366–373
Zhao L, Zou D, Hu G et al (2020) Changing climate and the permafrost environment on the Qinghai-Tibet (Xizang) Plateau. Permafr Periglac Process 31:1–10
Zhao L, Zou D, Hu G et al (2021) A synthesis dataset of permafrost thermal state for the Qinghai-Tibet (Xizang) Plateau. Earth Sys Sci Data 13(8):4207–4218
Zhou J, Wang L, Zhang Y et al (2015) Exploring the water storage changes in the largest lake (Selin Co) over the Tibetan Plateau during 2003–2012 from a basin-wide hydrological modeling. Water Resour Res 51(10):8060–8086
Zhu L, Xie M, Wu Y (2010) Quantitative analysis of lake area variations and the influence factors from 1971 to 2004 in the Nam Co Basin of the Tibetan Plateau. Chinese Sci Bull 55:1294–1303
Zhu L, Wang J, Ju J et al (2019) Climatic and lake environmental changes in the Serling Co region of Tibet over a variety of timescales. Science Bulletin 64:422–424
Zou D, Zhao L, Sheng Y et al (2017) A new map of permafrost distribution on the Tibetan Plateau. Cryosphere 11(6):2527–2542
Acknowledgements
We would like to thank Zhibin Li and Defu Zou for their valuable contributions to the discussion. In addition, we would like to express our gratitude to all the scientists, engineers, and students who participated in the field measurements and helped maintain the observation network, enabling us to acquire the necessary data for our study.
Funding
This research has been supported by the National Natural Science Foundation of China (No. 41931180 and No. 42201141) and the Second Tibetan Plateau Scientific Expedition and Research program (No. 2019QZKK0201).
Author information
Authors and Affiliations
Contributions
Shengfeng Wang: Conceptualization, Methodology, Investigation, Writing-original draft. Lin Zhao: Conceptualization, Methodology, Writing-review & editing. Yuanwei Wang: Conceptualization, Methodology, Writing-review & editing. Yan Li: Methodology, Writing-review & editing. LingXiao Wang: Writing-review & editing. Jianting Zhao: Writing-review & editing.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no competing interests.
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
Wang, S., Zhao, L., Wang, Y. et al. Spatial and temporal characteristics of actual evapotranspiration and its influencing factors in Selin Co Basin. Theor Appl Climatol (2024). https://doi.org/10.1007/s00704-024-04977-9
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00704-024-04977-9