Abstract
Lake-air interaction plays an important role in controlling local weather and climate. This study aims to reveal the dynamical effect of water-land roughness contrast on precipitation during a summer rainfall event, which was detected by rain gauge and remote sensing observations around Lake Selin Co (a large Tibetan lake). During this event, precipitation amount to the west (downwind) of the lake was much higher than that to the east (upwind). Numerical experiments based on Weather Research and Forecasting model (WRF) were conducted to investigate this phenomenon. High-resolution WRF simulations can reproduce the precipitation contrast between downwind and upwind of the lake, but fails with the lake aerodynamic surface roughness enhanced by either enlarging the length directly or replacing the lake with adjacent land cover. Further analyses indicate that the water-land surface friction contrast directly leads to acceleration of wind above the water surface and deceleration over the land surface, enhancing the air convergence and precipitation over land area downwind of the lake. By contrast, the heat flux and evaporation from the lake are small in summer and hardly show important effects on precipitation around the lake. Therefore, the dynamical effect of the lake surface plays a dominant role in the precipitation enhancement downwind of the lake during the summer.
Similar content being viewed by others
References
Anyah R, Semazzi F (2004) Simulation of the sensitivity of Lake Victoria basin climate to lake surface temperatures. Theor Appl Climatol 79:55–69. https://doi.org/10.1007/s00704-004-0057-4
Ataktürk S, Katsaros K (1999) Wind stress and surface waves observed on lake Washington. J Phys Oceanogr 29(4):633–650. https://doi.org/10.1175/1520-0485(1999)029%3c0633:wsaswo%3e2.0.co;2
Blanken PD et al (2000) Eddy covariance measurements of evaporation from Great Slave Lake, Northwest Territories. Can Water Resour Res 36:1069–1077. https://doi.org/10.1029/1999wr900338
Blanken PD, Spence C, Hedstrom N, Lenters JD (2011) Evaporation from Lake Superior: 1. Physical controls and processes. J Gt Lakes Res 37:707–716. https://doi.org/10.1016/j.jglr.2011.08.009
Bonan (1995) Sensitivity of GCM simulation to inclusion of inland water surface. J Clim 8:2691–2704
Charnock H (1955) Wind stress on a water surface. Quart J R Meteorol Soc 81(350):639–640. https://doi.org/10.1002/qj.49708135027
Chen X, Zhang F, Zhao K (2017) Influence of monsoonal wind speed and moisture content on intensity and diurnal variations of the Mei-Yu season coastal rainfall over South China. J Atmos Sci 74:2835–2856. https://doi.org/10.1175/jas-d-17-0081.1
Chen X, Pauluis OM, Zhang F (2018) Regional simulation of Indian summer monsoon intraseasonal oscillations at gray-zone resolution. Atmos Chem Phys 18:1003–1022. https://doi.org/10.5194/acp-18-1003-2018
Colle BA, Lin Y (2011) A new bulk microphysical scheme that includes riming intensity and temperature-dependent ice characteristics. Mon Wea Rev 139:1013–1035. https://doi.org/10.1175/2010mwr3293.1
Dai Y, Wang L, Yao T, Li X, Zhu L, Zhang X (2018a) Observed and simulated lake effect precipitation over the Tibetan plateau: an initial study at Nam Co Lake. J Geophys Res Atmos 123:6746–6759. https://doi.org/10.1029/2018jd028330
Dai Y, Yao T, Li X, Ping F (2018b) The impact of lake effects on the temporal and spatial distribution of precipitation in the Nam Co basin, Tibetan Plateau. Quatern Int 475:63–69. https://doi.org/10.1016/j.quaint.2016.01.075
Diallo I, Giorgi F, Stordal F (2017) Influence of Lake Malawi on regional climate from a double-nested regional climate model experiment. Clim Dyn 50:3397–3411. https://doi.org/10.1007/s00382-017-3811-x
Donelan MA, Dobson FW, Smith SD, Anderson RJ (1993) On the dependence of sea surface roughness on wave development. J Phys Oceanogr 23(9):2143–2149. https://doi.org/10.1175/1520-0485(1993)023%3c2143:OTDOSS%3e2.0.CO;2
Duhia J (1989) Numerical study of convection observed during the winter monsoon experiment using a mesoscale two–dimensional model. J Atmos Sci 46:3077–3107. https://doi.org/10.1175/1520-0469(1989)046%3c3077:NSOCOD%3e2.0.CO;2
Copernicus Climate Change Service (C3S) (2017) ERA5: Fifth generation of ECMWF atmospheric reanalyses of the global climate. Copernicus Climate Change Service Climate Data Store (CDS). https://cds.climate.copernicus.eu/cdsapp#!/home. (accessed 13 Jun 2019)
Fairall CW, Bradley EF, Rogers DP, Edson JB, Young GS (1996) Bulk parameterization of air-sea fluxes for tropical ocean-global atmosphere coupled-ocean atmosphere response experiment. J Geophys Res Oceans 101:3747–3764. https://doi.org/10.1029/95jc03205
Fang N, Yang K, Lazhu CYY, Wang JB, Zhu LP (2017) Research on the application of WRF-Lake Modeling at Nam Co Lake on the Qinghai-Tibetan Plateau. Plateau Meteorol 36(3):610–618. https://doi.org/10.7522/j.issn.1000-0534
Farley NJ, Toumi R (2014) On the lake effects of the Caspian Sea. Quart J R Meteorol Soc 140:1399–1408. https://doi.org/10.1002/qj.2222
Gao Z, Wang Q, Wang S (2006) An alternative approach to sea surface aerodynamic roughness. J Geophys Res. https://doi.org/10.1029/2006jd007323
Gao Z, Wang Q, Zhou M (2009) Wave-dependence of friction velocity, roughness length, and drag coefficient over coastal and open water surfaces by using three databases. Adv Atmos Sci 26:887–894. https://doi.org/10.1007/s00376-009-8130-7
Gelaro R et al (2017) The modern-era retrospective analysis for research and applications, version 2 (MERRA-2). J Clim 30:5419–5454. https://doi.org/10.1175/JCLI-D-16-0758.1
Gu H, Jin J, Wu Y, Ek MB, Subin ZM (2015) Calibration and validation of lake surface temperature simulations with the coupled WRF-lake model. Clim Change 129:471–483. https://doi.org/10.1007/s10584-013-0978-y
Guo Y, Zhang Y, Ma N, Song H, Gao H (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. https://doi.org/10.2151/jmsj.2016-023
Hall DK, Riggs GA, Salomonson VV (2006) MODIS/Terra Snow Cover 5-Min L2 Swath 500m, version 5. NASA National Snow and Ice Data Center Distributed Active Archive Center. http://dx.doi.org/https://doi.org/10.5067/ACYTYZB9BEOS. (Accessed 15 Nov 2020)
Harada Y et al (2016) The JRA-55 reanalysis: representation of atmospheric circulation and climate variability. J Meteorol Soc Jpn 94:269–302. https://doi.org/10.2151/jmsj.2016-015
Hong S-Y, Non Y (2006) A new vertical diffusion package with an explicit treatment of entrainment process. Mon Wea Rev 134:2318–2341
Hostler SW, Bartlein PJ (1990) Simulation of lake evaporation with application to modeling lake level variations of Harney-Malheur Lake, Oregon. Water Resour Res 26:2603–2612
Hostler SW, Bates GT, Giorgi F (1993) Interactive coupling of a lake thermal model with a regional climate model. J Geophys Res 98:5045–5057
Huffman G, Bolvin D, Braithwaite D, Hsu K, Joyce R, Xie P (2014) Integrated Multi-satellitE Retrievals for GPM (IMERG), version 4.4. NASA's Precipitation Processing Center. ftp://arthurhou.pps.eosdis.nasa.gov/gpmdata/. (Accessed 6 Jul 2018)
Janjić ZI (1994) The step-mountain Eta coordinate model-further developments of the convection, viscous sublayer and turbulence closure schemes. Mon Wea Rev 122(5):927–945. https://doi.org/10.1175/1520-0493(1994)1222.0.CO;2
Jordan GP, Mark T (2000) A coupled air-sea mesoscale model-experiments in atmospheric sensitivity to Marine Roughness. Mon Wea Rev 128:208–228
Kobayashi S et al (2015) The JRA-55 reanalysis: general specifications and basic characteristics. J Meteorol Soc Jpn 93:5–48. https://doi.org/10.2151/jmsj.2015-001
Laird N, Sobash R, Hodas N (2009a) The frequency and characteristics of lake-effect precipitation events associated with the New York State Finger Lakes. J Appl Meteorol Climatol 48:873–886. https://doi.org/10.1175/2008jamc2054.1
Laird N, Desrochers J, Payer M (2009b) Climatology of lake-effect precipitation events over lake Champlain. J Appl Meteorol Climatol 48:232–250. https://doi.org/10.1175/2008jamc1923.1
Lavoie RL (1972) A mesoscale numerical model of lake-effect storms. J Atmos Sci 29:1025–1040
Lazhu et al (2016) Quantifying evaporation and its decadal change for Lake Nam Co, central Tibetan Plateau. J Geophys Res Atmos 121:7578–7591. https://doi.org/10.1002/2015jd024523
Lei Y, Yang K, Wang B, Sheng Y, Bird BW, Zhang G, Tian L (2014) Response of inland lake dynamics over the Tibetan Plateau to climate change. Clim Change 125:281–290. https://doi.org/10.1007/s10584-014-1175-3
Li Y, Wang W, Lu H, Khem S, Yang K, Huang X (2019) Evaluation of three satellite-based precipitation products over the lower Mekong River Basin using Rain Gauge observations and hydrological modeling. IEEE J Sel Top Appl Earth Observ Remote Sens 12:2357–2373. https://doi.org/10.1109/jstars.2019.2915840
Lofgren BM (2006) Land surface roughness effects on lake effect precipitation. J Great Lakes Res 32:839–851
Ma Y, Tang G, Long D, Yong B, Zhong L, Wan W, Hong Y (2016) Similarity and error intercomparison of the GPM and its predecessor-TRMM multisatellite precipitation analysis using the best available Hourly Gauge Network over the Tibetan Plateau. Remote Sens. https://doi.org/10.3390/rs8070569
Miles NL, Verlinde J (2005a) Observations of transient linear organization and nonlinear scale interactions in lake-effect clouds. Part I. Mon Wea Rev 133:677–691
Miles NL, Verlinde J (2005b) Observations of transient linear organization and nonlinear scale interactions in lake-effect clouds. Part II. Mon Wea Rev 133:692–706
Mlawer EJ, Taubman SJ, Brown PD, Iacono MJ, Clough SA (1997) Radiative transfer for inhomogeneous atmospheres: RRTM, a validated correlated-k model for the longwave. J Geophys Res Atmos 102:16663–16682. https://doi.org/10.1029/97jd00237
Mukhopadhyay P, Taraphdar S, Goswami BN, Krishnakumar K (2010) Indian summer monsoon precipitation climatology in a high-resolution regional climate model: impacts of convective parameterization on systematic biases. Weather Forecast 25:369–387. https://doi.org/10.1175/2009waf2222320.1
National Centers for Environmental Prediction/National Weather Service/NOAA/U.S. Department of Commerce (2000) updated daily. NCEP FNL Operational Model Global Tropospheric Analyses, continuing from July 1999. Research Data Archive at the National Center for Atmospheric Research, Computational and Information Systems Laboratory. https://doi.org/https://doi.org/10.5065/D6M043C6. (Accessed 23 Jun 2020)
Niu GY et al (2011) The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements. J Geophys Res. https://doi.org/10.1029/2010jd015139
Notaro M, Zarrin A, Vavrus S, Bennington V (2012) Simulation of heavy lake-effect snowstorms across the Great Lakes Basin by RegCM4: synoptic climatology and variability. Mon Wea Rev 141:1990–2014. https://doi.org/10.1175/mwr-d-11-00369.1
Onton DJ, Steenburgh WJ (2001) Diagnostic and sensitivity studies of the 7 December 1998 great salt lake-effect Snowstorm. Mon Wea Rev 129:1318–1338
Ou T (2020) Simulation of summer precipitation diurnal cycles over the Tibetan Plateau at the gray-zone grid spacing for cumulus parameterization. Clim Dyn. https://doi.org/10.1007/s00382-020-05181-x
Rodriguez Y, Kristovich D, Hjelmfelt MR (2007) Lake-to-lake cloud bands: frequencies and locations. Mon Wea Rev 135:4202–4213. https://doi.org/10.1175/2007mwr1960.1
Skamarock et al. (2008) A Description of the Advanced Research WRF Version 3. NCAR Tech. Note NCAR/TN-475+STR, 113 pp. https://doi.org/10.5065/D68S4MVH. (Accessed 20 Jun 2017)
Smith et al (1992) Sea surface wind stress and drag coefficients-the hexos results. Bound-Layer Meteor 60:109–142. https://doi.org/10.1007/bf00122064
Song C, Huang B, Richards K, Ke L, Hien Phan V (2014) Accelerated lake expansion on the Tibetan Plateau in the 2000s: Induced by glacial melting or other processes? Water Resour Res 50:3170–3186. https://doi.org/10.1002/2013wr014724
Sousounis PJ, Mann GE (2000) Lake-aggregate mesoscale disturbances. Part V-impacts on lake-effect precipitation. Mon Wea Rev 128:728–745
Subin ZM, Riley WJ, Mironov D (2012) An improved lake model for climate simulations: model structure, evaluation, and sensitivity analyses in CESM1. J Adv Mode Earth Syst. https://doi.org/10.1029/2011ms000072
Sun X, Xie L, Semazzi F, Liu B (2015) Effect of lake surface temperature on the spatial distribution and intensity of the precipitation over the lake Victoria Basin. Mon Wea Rev 143:1179–1192. https://doi.org/10.1175/mwr-d-14-00049.1
Tewari et al. (2004) Implementation and verification of the unified NOAH land surface model in the WRF model 20th conference on weather analysis and forecasting/16th conference on numerical weather prediction. pp11–15
Thompson G, Field PR, Rasmussen RM, Hall WD (2008) Explicit forecasts of winter precipitation using an improved bulk microphysics scheme. Part II: implementation of a new snow parameterization. Mon Wea Rev 136:5095–5115. https://doi.org/10.1175/2008mwr2387.1
Tsujimoto K, Koike T (2013) Land-lake breezes at low latitudes: the case of Tonle Sap Lake in Cambodia. J Geophys Res Atmos 118:6970–6980. https://doi.org/10.1002/jgrd.50547
Veals PG, Steenburgh WJ (2015) Climatological characteristics and orographic enhancement of lake-effect precipitation east of Lake Ontario and over the Tug Hill Plateau. Mon Wea Rev 143:3591–3609. https://doi.org/10.1175/mwr-d-15-0009.1
Wan Z (2008) New refinements and validation of the MODIS land-surface temperature/emissivity products. Remote Sens Environ 112:59–74. https://doi.org/10.1016/j.rse.2006.06.026
Wan Z (2014) New refinements and validation of the collection-6 MODIS land-surface temperature/emissivity product. Remote Sens Environ 140:36–45. https://doi.org/10.1016/j.rse.2013.08.027
Wan Z, Zhang Y, Zhang Q, Li Z-l (2002) Validation of the land-surface temperature products retrieved from Terra Moderate Resolution Imaging Spectroradiometer data. Remote Sens Environ 83:163–180
Wan Z, Zhang Y, Zhang Q, Li ZL (2010) Quality assessment and validation of the MODIS global land surface temperature. Int J Remote Sens 25:261–274. https://doi.org/10.1080/0143116031000116417
Wang B, Ma Y, Chen X, Ma W, Su Z, Menenti M (2015) Observation and simulation of lake-air heat and water transfer processes in a high-altitude shallow lake on the Tibetan Plateau. J Geophys Res Atmos 120:12327–12344. https://doi.org/10.1002/2015jd023863
Wang B, Ma Y, Ma W, Su Z (2017) Physical controls on half-hourly, daily, and monthly turbulent flux and energy budget over a high-altitude small lake on the Tibetan Plateau. J Geophys Res Atmos 122:2289–2303. https://doi.org/10.1002/2016jd026109
Wayne R, Oswald CM, Binyamin J, Peter DB, Schertzer WM, Spence C (2003) Interannual and seasonal variability of the surface energy balance and temperature of central Great Slave Lake. J Hydrometeor 4:720–730
Wu Y, Huang A, Yang B, Dong G, Wen L, LazhuZhang Z et al (2019) Numerical study on the climatic effect of the lake clusters over Tibetan Plateau in summer. Clim Dyn 53:5215–5236. https://doi.org/10.1007/s00382-019-04856-4
Wu Y, Huang A, Lazhu et al (2020) Improvements of the Coupled WRF-Lake Model over Lake Nam Co, Central Tibetan Plateau. Climate Dynamics. https://doi.org/10.1007/s00382-020-054023
Xiao F, Ling F, Du Y, Feng Q, Yan Y, Chen H (2013) Evaluation of spatial-temporal dynamics in surface water temperature of Qinghai Lake from 2001 to 2010 by using MODIS data. J Arid Land 5:452–464. https://doi.org/10.1007/s40333-013-0188-5
Xiao C, Lofgren BM, Wang J, Chu PY (2016) Improving the lake scheme within a coupled WRF-lake model in the Laurentian Great Lakes. J Adv Mode Earth Syst 8:1969–1985. https://doi.org/10.1002/2016ms000717
Xu L, Liu H, Du Q, Wang L (2016) Evaluation of the WRF-lake model over a highland freshwater in southwest China. J Geophys Res. https://doi.org/10.1002/2016JD025396
Xu R, Tian F, Yang L, Hu H, Lu H, Hou A (2017) Ground validation of GPM IMERG and TRMM 3B42V7 rainfall products over southern Tibetan Plateau based on a high-density rain gauge network. J Geophys Res Atmos 122:910–924. https://doi.org/10.1002/2016jd025418
Xu L, Liu H, Du Q, Wang L, Yang L, Sun J (2019) Differences of atmospheric boundary layer characteristics between pre-monsoon and monsoon period over the Erhai Lake. Theor Appl Climatol 135:305. https://doi.org/10.1007/s00704-018-2386-8
Yang ZL et al (2011) The community Noah land surface model with multiparameterization options (Noah-MP): 2. Evaluation over global river basins. J Geophys Res. https://doi.org/10.1029/2010jd015140
Zhang X, Duan K, Shi P, Yang J (2016) Effect of lake surface temperature on the summer precipitation over the Tibetan Plateau. J Mt Sci 13(5):802–810. https://doi.org/10.1007/s11629-015-3743-z
Zhang G, Luo W, Chen W, Zheng G (2019a) A robust but variable lake expansion on the Tibetan Plateau. Sci Bull 64:1306–1309. https://doi.org/10.1016/j.scib.2019.07.018
Zhang Q, Jin J, Wang X, Budy P, Barrett N, Null S (2019b) Improving lake mixing process simulations in the Community Land Model by using K profile parameterization. Hydrol Earth Syst Sci 23(12):4969–4982. https://doi.org/10.5194/hess-23-4969-2019
Zhao L, Jin J, Wang S-Y, Ek MB (2012) Integration of remote-sensing data with WRF to improve lake-effect precipitation simulations over the Great Lakes region. J Geophys Res Atmos 117:D09102. https://doi.org/10.1029/2011jd016979
Zhu L, Jin J, Liu X, Tian L, Zhang Q (2017) Simulations of the impact of lakes on local and regional climate over the Tibetan Plateau. Atmosphere Ocean. https://doi.org/10.1080/07055900.2017.1401—524
Zhu L, Zhang G, Yang R, Liu C, Yang K, Qiao B, Han B (2019) Lake variations on Tibetan Plateau of recent 40 years and future changing tendency. Bull Chin Acad Sci 34:1254–1263. https://doi.org/10.16418/j.issn.1000-3045.2019.11.008
Zilitinkevich S (1995) Non-local turbulent transport pollution dispersion aspects of coherent structure of convective flows. Trans Ecol Environ 6:53–60
Acknowledgements
This work was supported by National Natural Science Foundation of China (Grant Nos. 41975125, 41701041, 41871280). The authors thank all participants in the field work. The authors thank the reviewers, whose comments and suggestions helped to improve the quality of this study.
Author information
Authors and Affiliations
Corresponding author
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
About this article
Cite this article
Yao, X., Yang, K., Zhou, X. et al. Surface friction contrast between water body and land enhances precipitation downwind of a large lake in Tibet. Clim Dyn 56, 2113–2126 (2021). https://doi.org/10.1007/s00382-020-05575-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00382-020-05575-x