{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,14]],"date-time":"2026-03-14T05:08:56Z","timestamp":1773464936577,"version":"3.50.1"},"reference-count":74,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2023,6,2]],"date-time":"2023-06-02T00:00:00Z","timestamp":1685664000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"The Second Tibetan Plateau Scientific Expedition and Research Program (STEP)","award":["2019QZKK010304"],"award-info":[{"award-number":["2019QZKK010304"]}]},{"name":"The Second Tibetan Plateau Scientific Expedition and Research Program (STEP)","award":["41975096"],"award-info":[{"award-number":["41975096"]}]},{"name":"The Second Tibetan Plateau Scientific Expedition and Research Program (STEP)","award":["2022YFS0536"],"award-info":[{"award-number":["2022YFS0536"]}]},{"name":"The Second Tibetan Plateau Scientific 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Weather","award":["KYQN202203"],"award-info":[{"award-number":["KYQN202203"]}]},{"name":"Technological Innovation Capacity Enhancement Program of the Chengdu University of Information Technology","award":["2019QZKK010304"],"award-info":[{"award-number":["2019QZKK010304"]}]},{"name":"Technological Innovation Capacity Enhancement Program of the Chengdu University of Information Technology","award":["41975096"],"award-info":[{"award-number":["41975096"]}]},{"name":"Technological Innovation Capacity Enhancement Program of the Chengdu University of Information Technology","award":["2022YFS0536"],"award-info":[{"award-number":["2022YFS0536"]}]},{"name":"Technological Innovation Capacity Enhancement Program of the Chengdu University of Information Technology","award":["2023LASW-B08"],"award-info":[{"award-number":["2023LASW-B08"]}]},{"name":"Technological Innovation Capacity Enhancement Program of the Chengdu University of Information Technology","award":["KYQN202203"],"award-info":[{"award-number":["KYQN202203"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>The Qinghai\u2013Tibet Plateau (QTP) is a crucial component of the global climate system, influencing the regional and global climate through complex thermal and dynamic mechanisms. The high-altitude region, which is the largest part of the extra-polar cryosphere, encompasses extensive mountain glaciers, permafrost, and seasonally frozen land, making it highly sensitive to global climate change. However, the challenging environmental conditions, such as the harsh terrain and high altitude, coupled with sparse weather station distribution and weak observatory representation, make it difficult to accurately quantify the atmospheric conditions and land\u2013atmosphere coupling systems and their effects on the surrounding areas. To address these challenges, we utilized the Weather Research and Forecasting (WRF) model and a three-dimensional variational (3DVAR) assimilation method to create a high-resolution assimilated dataset (HRAD). The QTP-HRAD, covering the spatial range of 70 to 110\u00b0E and 25 to 40\u00b0N, was validated using both surface weather station observations and the European Center for Medium-Range Weather Forecasts Reanalysis V5, and can now be utilized for further studies on land\u2013atmosphere interactions, water cycling and radiation energy transfer processes, and extreme weather events in the region.<\/jats:p>","DOI":"10.3390\/rs15112906","type":"journal-article","created":{"date-parts":[[2023,6,2]],"date-time":"2023-06-02T08:50:31Z","timestamp":1685695831000},"page":"2906","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Creation and Verification of a High-Resolution Multi-Parameter Surface Meteorological Assimilation Dataset for the Tibetan Plateau for 2010\u20132020 Available Online"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-0865-2367","authenticated-orcid":false,"given":"Xiaohang","family":"Wen","sequence":"first","affiliation":[{"name":"Plateau Atmosphere and Environment Key Laboratory of Sichuan Province, School of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225, China"},{"name":"State Key Laboratory of Severe Weather, Chinese Academy of Meteorological Sciences, Beijing 100081, China"}]},{"given":"Xian","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Atmospheric Sciences, Sun Yat-Sen University, Zhuhai 519082, China"}]},{"given":"Maoshan","family":"Li","sequence":"additional","affiliation":[{"name":"Plateau Atmosphere and Environment Key Laboratory of Sichuan Province, School of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225, China"}]},{"given":"Mei","family":"Chen","sequence":"additional","affiliation":[{"name":"Plateau Atmosphere and Environment Key Laboratory of Sichuan Province, School of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9981-6613","authenticated-orcid":false,"given":"Shaobo","family":"Zhang","sequence":"additional","affiliation":[{"name":"Plateau Atmosphere and Environment Key Laboratory of Sichuan Province, School of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225, China"}]},{"given":"Xianyu","family":"Yang","sequence":"additional","affiliation":[{"name":"Plateau Atmosphere and Environment Key Laboratory of Sichuan Province, School of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8784-1077","authenticated-orcid":false,"given":"Zhiyuan","family":"Zheng","sequence":"additional","affiliation":[{"name":"Zhuhai Branch of State Key Laboratory of Earth Surface Process and Resource Ecology, Advanced Institute of Natural Sciences, Beijing Normal University, Zhuhai 519087, China"},{"name":"State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing Normal University, Beijing 100875, China"},{"name":"Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2442-3513","authenticated-orcid":false,"given":"Yikun","family":"Qin","sequence":"additional","affiliation":[{"name":"Beijing XTD Digital Mapping Information Technology Company, Beijing 102200, China"}]},{"given":"Yu","family":"Zhang","sequence":"additional","affiliation":[{"name":"Plateau Atmosphere and Environment Key Laboratory of Sichuan Province, School of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225, China"}]},{"given":"Shihua","family":"Lv","sequence":"additional","affiliation":[{"name":"Plateau Atmosphere and Environment Key Laboratory of Sichuan Province, School of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225, China"}]}],"member":"1968","published-online":{"date-parts":[[2023,6,2]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1038\/454393a","article-title":"The third pole: Climate change is coming fast and furious to the Tibetan plateau. Jane Qiu reports on the changes atop the roof of the world","volume":"454","author":"Qiu","year":"2008","journal-title":"Nature"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"1382","DOI":"10.1126\/science.1183188","article-title":"Climate change will affect the Asian water towers","volume":"328","author":"Immerzeel","year":"2010","journal-title":"Science"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"364","DOI":"10.1038\/s41586-019-1822-y","article-title":"Importance and vulnerability of the world\u2019s water towers","volume":"577","author":"Immerzeel","year":"2020","journal-title":"Nature"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"424","DOI":"10.1038\/nclimate2563","article-title":"Elevation-dependent warming in mountain regions of the world","volume":"5","author":"Pepin","year":"2015","journal-title":"Nat. Clim. Chang."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"164","DOI":"10.1016\/j.gloplacha.2009.03.017","article-title":"Elevation dependency of recent and future minimum surface air temperature trends in the Tibetan Plateau and its surroundings","volume":"68","author":"Liu","year":"2009","journal-title":"Glob. Planet Change"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1016\/j.scib.2019.03.033","article-title":"Tackling on environmental changes in Tibetan Plateau with focus on water, ecosystem and adaptation","volume":"64","author":"Yao","year":"2019","journal-title":"Sci. Bull."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1175\/BAMS-D-17-0057.1","article-title":"Recent Third Pole\u2019s rapid warming accompanies cryospheric melt and water cycle intensification and interactions between monsoon and environment: Multidisciplinary approach with observations, modeling, and analysis","volume":"100","author":"Yao","year":"2019","journal-title":"Bull. Amer. Meteor. Soc."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1263","DOI":"10.1016\/j.scib.2021.04.017","article-title":"The Tibetan Plateau as the engine for Asian environmental change: The Tibetan Plateau Earth system research into a new era","volume":"66","author":"Chen","year":"2021","journal-title":"Sci. Bull."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1175\/1520-0477(1981)062<0031:SAORRO>2.0.CO;2","article-title":"Some aspects of recent research on the Qinghai-Xizang Plateau meteorology","volume":"62","author":"Gao","year":"1981","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1175\/1520-0477(1981)062<0014:SCOTSC>2.0.CO;2","article-title":"Some characteristics of the summer circulation over the Qinghai-Xizang (Tibet) Plateau and its neighborhood","volume":"62","author":"Ye","year":"1981","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"319","DOI":"10.2151\/jmsj1965.70.1B_319","article-title":"Seasonal heating of the Tibetan Plateau and its effects on the evolution of the Asian summer monsoon","volume":"70","author":"Yanai","year":"1992","journal-title":"J. Meteorol. Soc. Japan. Ser. II"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1007\/BF01277509","article-title":"The role of the heat source of the Tibetan Plateau in the general circulation","volume":"67","author":"Ye","year":"1998","journal-title":"Meteorol. Atmos. Phys."},{"key":"ref_13","first-page":"36","article-title":"Analysis of aerodynamic and thermodynamic parameters on the grassy marshland surface of Tibetan Plateau","volume":"12","author":"Tsukamoto","year":"2002","journal-title":"Prog. Nat. Sci."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/S1474-7065(03)00008-1","article-title":"On measuring and remote sensing surface energy partitioning over the Tibetan Plateau\u2013\u2013From GAME\/Tibet to CAMP\/Tibet","volume":"28","author":"Ma","year":"2003","journal-title":"Phys. Chem. Earth Parts A\/B\/C"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1007\/s00704-004-0104-1","article-title":"Diurnal and inter-monthly variation of land surface heat fluxes over the central Tibetan Plateau area","volume":"80","author":"Ma","year":"2005","journal-title":"Theor. Appl. Climatol."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"D10305","DOI":"10.1029\/2005JD006742","article-title":"Determination of regional distributions and seasonal variations of land surface heat fluxes from Landsat-7 Enhanced Thematic Mapper data over the central Tibetan Plateau area","volume":"111","author":"Ma","year":"2006","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"6612","DOI":"10.1175\/JCLI-D-14-00076.1","article-title":"Comprehensive pattern of deep convective systems over the Tibetan Plateau\u2013South Asian monsoon region based on TRMM data","volume":"27","author":"Qie","year":"2014","journal-title":"J. Clim."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1007\/s13351-019-8602-3","article-title":"The Tibetan Plateau surface-atmosphere coupling system and its weather and climate effects: The Third Tibetan Plateau Atmospheric Science Experiment","volume":"33","author":"Zhao","year":"2019","journal-title":"J. Meteorol. Res."},{"key":"ref_19","unstructured":"Tao, S., Luo, S., and Zhang, H. (1984, January 20\u201324). The Qinghai-Xizang Plateau Meteorological Experiment (Qxpmex) May\u2013August 1979. Proceedings of the International Symposium on the Qinghai-Xizang Plateau and Mountain Meteorology, Beijing, China. Available online: https:\/\/link.springer.com\/chapter\/10.1007\/978-1-935704-19-5_1."},{"key":"ref_20","first-page":"280","article-title":"Land surface process experiments and interaction study in China: From HEIFE to IMGRASS and GAME-Tibet\/TIPEX","volume":"18","author":"Wang","year":"1999","journal-title":"Plateau Meteorol."},{"key":"ref_21","first-page":"344","article-title":"Experimental Study of Energy and Water Cycle in Tibetan Plateau\u2014The Progress Introduction on the Study of GAME\/Tibet and CAMP\/Tibet","volume":"25","author":"Ma","year":"2006","journal-title":"Plateau Meteorol."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1175\/BAMS-D-16-0050.1","article-title":"The third atmospheric scientific experiment for understanding the earth\u2013atmosphere coupled system over the Tibetan Plateau and its effects","volume":"99","author":"Zhao","year":"2018","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1127\/0941-2948\/2012\/0330","article-title":"Extreme climate in China: Facts, simulation and projection","volume":"21","author":"Wang","year":"2012","journal-title":"Meteorol. Z."},{"key":"ref_24","first-page":"704079","article-title":"A regional climate simulation study using WRF-ARW model over Europe and evaluation for extreme temperature weather events","volume":"2014","author":"Dasari","year":"2014","journal-title":"Int. J. Atmos. Sci."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"9233","DOI":"10.1175\/JCLI-D-19-0920.1","article-title":"A comparison of intra-annual and long-term trend scaling of extreme precipitation with temperature in a large-ensemble regional climate simulation","volume":"33","author":"Sun","year":"2020","journal-title":"J. Clim."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"13975","DOI":"10.1029\/2019JD030781","article-title":"Future projection of extreme heavy snowfall events with a 5-km large ensemble regional climate simulation","volume":"124","author":"Sasai","year":"2019","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1016\/j.atmosres.2014.01.009","article-title":"Cloud invigoration by aerosols\u2014Coupling between microphysics and dynamics","volume":"140","author":"Altaratz","year":"2014","journal-title":"Atmos. Res."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"e2019MS001689","DOI":"10.1029\/2019MS001689","article-title":"Confronting the challenge of modeling cloud and precipitation microphysics","volume":"12","author":"Morrison","year":"2020","journal-title":"J. Adv. Model. Earth Syst."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"162","DOI":"10.1002\/asl.638","article-title":"Improvement of land surface temperature simulation over the Tibetan Plateau and the associated impact on circulation in East Asia","volume":"17","author":"Zhuo","year":"2016","journal-title":"Atmos. Sci. Lett."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"044028","DOI":"10.1088\/1748-9326\/aab44a","article-title":"Simulated cold bias being improved by using MODIS time-varying albedo in the Tibetan Plateau in WRF model","volume":"13","author":"Meng","year":"2018","journal-title":"Environ. Res. Lett."},{"key":"ref_31","first-page":"738","article-title":"Simulation of summer air temperature and precipitation over Tibetan Plateau with Regional Climate Model (RegCM3)","volume":"28","author":"Peng","year":"2009","journal-title":"Plateau Meteor."},{"key":"ref_32","first-page":"714","article-title":"Simulation of climate over Qinghai-Xizang Plateau utilizing RegCM3","volume":"24","author":"Zhang","year":"2005","journal-title":"Plateau Meteor."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"1188","DOI":"10.1007\/s11434-011-4935-8","article-title":"Climate change in China in the 21st century as simulated by a high resolution regional climate model","volume":"57","author":"Gao","year":"2012","journal-title":"Chin. Sci. Bull."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"2823","DOI":"10.1175\/JCLI-D-14-00300.1","article-title":"Evaluation of WRF mesoscale climate simulations over the Tibetan Plateau during 1979\u20132011","volume":"28","author":"Gao","year":"2015","journal-title":"J. Clim."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"2013","DOI":"10.1007\/s00382-014-2452-6","article-title":"Evaluation of a high-resolution historical simulation over China: Climatology and extremes","volume":"45","author":"Yu","year":"2015","journal-title":"Clim. Dyn."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1531","DOI":"10.1175\/JHM-D-19-0277.1","article-title":"Evaluation of a convection-permitting modeling of precipitation over the Tibetan Plateau and its influences on the simulation of snow-cover fraction","volume":"21","author":"Gao","year":"2020","journal-title":"J. Hydrometeorol."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"791","DOI":"10.1007\/s00382-014-2310-6","article-title":"Comparison of multiple datasets with gridded precipitation observations over the Tibetan Plateau","volume":"45","author":"You","year":"2015","journal-title":"Clim. Dyn."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"779","DOI":"10.1007\/s11430-012-4379-2","article-title":"An assessment of summer sensible heat flux on the Tibetan Plateau from eight data sets","volume":"55","author":"Zhu","year":"2012","journal-title":"Sci. China Earth Sci."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"5304","DOI":"10.1002\/jgrd.50468","article-title":"Evaluation of ECMWF\u2019s soil moisture analyses using observations on the Tibetan Plateau","volume":"118","author":"Su","year":"2013","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Zeng, Y., Su, Z., Van der Velde, R., Wang, L., Xu, K., Wang, X., and Wen, J. (2016). Blending satellite observed, model simulated, and in situ measured soil moisture over Tibetan Plateau. Remote Sens., 8.","DOI":"10.3390\/rs8030268"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"e2019EF001469","DOI":"10.1029\/2019EF001469","article-title":"Insights from CMIP6 for Australia\u2019s future climate","volume":"8","author":"Grose","year":"2020","journal-title":"Earth\u2019s Future"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"7889","DOI":"10.1002\/2014JD021478","article-title":"Evaluation of the convection-resolving regional climate modeling approach in decade-long simulations","volume":"119","author":"Ban","year":"2014","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"3875","DOI":"10.1175\/JCLI-D-17-0551.1","article-title":"Recent atmospheric variability at Kibo Summit, Kilimanjaro, and its relation to climate mode activity","volume":"31","author":"Collier","year":"2018","journal-title":"J. Clim."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1002\/wcc.339","article-title":"An appraisal of downscaling methods used in climate change research","volume":"6","author":"Grose","year":"2015","journal-title":"Wiley Interdiscip. Rev. Clim. Chang."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"2914","DOI":"10.1175\/MWR3436.1","article-title":"Short-range forecast impact from assimilation of GPS-IPW observations into the Rapid Update Cycle","volume":"135","author":"Smith","year":"2007","journal-title":"Mon. Weather Rev."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"495","DOI":"10.1175\/1520-0493(2004)132<0495:AHACTR>2.0.CO;2","article-title":"An hourly assimilation\u2013forecast cycle: The RUC","volume":"132","author":"Benjamin","year":"2004","journal-title":"Mon. Weather Rev."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"2897","DOI":"10.1175\/MWR-D-16-0398.1","article-title":"Observation system experiments with the hourly updating Rapid Refresh model using GSI hybrid ensemble\u2013variational data assimilation","volume":"145","author":"James","year":"2017","journal-title":"Mon. Weather Rev."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"1489","DOI":"10.1175\/MWR-D-13-00108.1","article-title":"Influence of surface observations in mesoscale data assimilation using an ensemble Kalman filter","volume":"142","author":"Ha","year":"2014","journal-title":"Mon. Weather Rev."},{"key":"ref_49","unstructured":"Wen, X., Zhu, X., Li, M., Guo, H., Zhang, S., Yang, X., Zheng, Z., Yan, D., Zhang, Y., and Lv, S. (2023, March 29). QTP-HRAD[DS\/OL]. V2. Science Data Bank. Available online: https:\/\/www.scidb.cn\/en\/detail?dataSetId=f0860df1bd8e4fee842baa70fe6d9b94#."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"5095","DOI":"10.1175\/2008MWR2387.1","article-title":"Explicit forecasts of winter precipitation using an improved bulk microphysics scheme. Part II: Implementation of a new snow parameterization","volume":"136","author":"Thompson","year":"2008","journal-title":"Mon. Weather Rev."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"D13103","DOI":"10.1029\/2008JD009944","article-title":"Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models","volume":"113","author":"Iacono","year":"2008","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"5070154","DOI":"10.1155\/2016\/5070154","article-title":"Coupling WRF double-moment 6-class microphysics schemes to RRTMG radiation scheme in weather research forecasting model","volume":"2016","author":"Bae","year":"2016","journal-title":"Adv. Meteorol."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1779","DOI":"10.1175\/1520-0493(1989)117<1779:ACMFSF>2.0.CO;2","article-title":"A comprehensive mass flux scheme for cumulus parameterization in large-scale models","volume":"117","author":"Tiedtke","year":"1989","journal-title":"Mon. Weather Rev."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"3489","DOI":"10.1175\/MWR-D-10-05091.1","article-title":"Improved representation of boundary layer clouds over the southeast Pacific in ARW-WRF using a modified Tiedtke cumulus parameterization scheme","volume":"139","author":"Zhang","year":"2011","journal-title":"Mon. Weather Rev."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"GCP12-1","DOI":"10.1029\/2002JD003296","article-title":"Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model","volume":"108","author":"Ek","year":"2003","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"927","DOI":"10.1175\/1520-0493(1994)122<0927:TSMECM>2.0.CO;2","article-title":"The step-mountain eta coordinate model: Further developments of the convection, viscous sublayer, and turbulence closure schemes","volume":"122","year":"1994","journal-title":"Mon. Weather. Rev."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1023\/A:1000531001463","article-title":"Impact of atmospheric surface-layer parameterizations in the new land-surface scheme of the NCEP mesoscale Eta model","volume":"85","author":"Chen","year":"1997","journal-title":"Bound.-Layer Meteorol."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"e2019JD031286","DOI":"10.1029\/2019JD031286","article-title":"A large ensemble approach to quantifying internal model variability within the WRF numerical model","volume":"125","author":"Bassett","year":"2020","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_59","unstructured":"Zhang, X., Cornuelle, B.D., Martin, A., Weihs, R.R., and Ralph, M. (2017, January 11\u201315). West-WRF Sensitivity to Sea Surface Temperature Boundary Condition in California Precipitation Forecasts of AR Related Events. Proceedings of the AGU Fall Meeting Abstracts, New Orleans, LA, USA."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Zeng, X., and Beljaars, A. (2005). A prognostic scheme of sea surface skin temperature for modeling and data assimilation. Geophys. Res. Lett., 32.","DOI":"10.1029\/2005GL023030"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"181","DOI":"10.2151\/jmsj1965.75.1B_181","article-title":"Unified notation for data assimilation: Operational, sequential and variational (gtspecial issueltdata assimilation in meteology and oceanography: Theory and practice)","volume":"75","author":"Ide","year":"1997","journal-title":"J. Meteorol. Soc. Japan. Ser. II"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"1177","DOI":"10.1002\/qj.49711247414","article-title":"Analysis methods for numerical weather prediction","volume":"112","author":"Lorenc","year":"1986","journal-title":"Q. J. R. Meteorol. Soc."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"897","DOI":"10.1175\/1520-0493(2004)132<0897:ATVDAS>2.0.CO;2","article-title":"A three-dimensional variational data assimilation system for MM5: Implementation and initial results","volume":"132","author":"Barker","year":"2004","journal-title":"Mon. Weather. Rev."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"2329","DOI":"10.1007\/s00024-013-0648-z","article-title":"Improvement of monsoon depressions forecast with assimilation of Indian DWR data using WRF-3DVAR analysis system","volume":"170","author":"Routray","year":"2013","journal-title":"Pure Appl. Geophys."},{"key":"ref_65","first-page":"A11R-02","article-title":"Recent Reanalysis Activities at ECMWF: Results from ERA-20C and Plans for ERA5","volume":"2015","author":"Dragani","year":"2015","journal-title":"AGU Fall Meet. Abstr."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1016\/j.solener.2018.02.059","article-title":"Evaluation of global horizontal irradiance estimates from ERA5 and COSMO-REA6 reanalyses using ground and satellite-based data","volume":"164","author":"Urraca","year":"2018","journal-title":"Sol. Energy"},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"1999","DOI":"10.1002\/qj.3803","article-title":"The ERA5 global reanalysis","volume":"146","author":"Hersbach","year":"2020","journal-title":"Q. J. R. Meteorol. Soc."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1175\/JCLI-D-12-00056.1","article-title":"Evaluation of NCEP\u2013CFSR, NCEP\u2013NCAR, ERA-Interim, and ERA-40 reanalysis datasets against independent sounding observations over the Tibetan Plateau","volume":"26","author":"Bao","year":"2013","journal-title":"J. Clim."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1016\/j.gloplacha.2010.01.020","article-title":"Relationship between temperature trend magnitude, elevation and mean temperature in the Tibetan Plateau from homogenized surface stations and reanalysis data","volume":"71","author":"You","year":"2010","journal-title":"Glob. Planet. Change"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"D02101.1","DOI":"10.1029\/2004JD005230","article-title":"Climate change and variability using European Centre for Medium-Range Weather Forecasts reanalysis (ERA-40) temperatures on the Tibetan Plateau","volume":"110","author":"Frauenfeld","year":"2005","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"296","DOI":"10.1007\/BF02837410","article-title":"Remote sensing detection of glacier changes in Tianshan Mountains for the past 40 years","volume":"14","author":"Baolin","year":"2004","journal-title":"J. Geogr. Sci."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"1095","DOI":"10.1175\/1520-0450(2001)040<1095:EOMMSO>2.0.CO;2","article-title":"Evaluations of mesoscale models\u2019 simulations of near-surface winds, temperature gradients, and mixing depths","volume":"40","author":"Hanna","year":"2001","journal-title":"J. Appl. Meteorol."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"D11111","DOI":"10.1029\/2012JD017432","article-title":"Sub-kilometer dynamical downscaling of near-surface winds in complex terrain using WRF and MM5 mesoscale models","volume":"117","author":"Horvath","year":"2012","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1175\/JHM-D-10-05001.1","article-title":"Integrating remote sensing data with WRF for improved simulations of oasis effects on local weather processes over an arid region in northwestern China","volume":"13","author":"Wen","year":"2012","journal-title":"J. Hydrometeorol."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/11\/2906\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T19:48:06Z","timestamp":1760125686000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/11\/2906"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6,2]]},"references-count":74,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2023,6]]}},"alternative-id":["rs15112906"],"URL":"https:\/\/doi.org\/10.3390\/rs15112906","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,6,2]]}}}