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In this paper, we analyze the sources and reasons for the SWE increase in east Siberia in winter since 1979 and document projected future SWE changes in this region. The winter SWE changes in east Siberia were not significant over the past four decades until the 2000s, and the SWE increased rapidly thereafter. The SWE increase after the 2000s is mainly contributed by SWE in November, followed by that in winter, and attributed to the increase in snowfall. With the moisture budget diagnosis, we found that the atmospheric dynamic-induced moisture convergence (vertical motion effect and horizontal advection of moisture) are the reasons that contributed to the winter snowfall increase in east Siberia. As east Siberia is cold in winter, even under the high radiative forcing scenario, precipitation in east Siberia will continue to increase and be dominated by snowfall until the 2060s. Thereafter, with the rainfall increase and the accelerated snowmelt due to rising temperature, precipitation will gradually shift to rainfall type and the SWE may turn to decrease.<\/jats:p>","DOI":"10.3390\/rs15010134","type":"journal-article","created":{"date-parts":[[2022,12,27]],"date-time":"2022-12-27T02:53:11Z","timestamp":1672109591000},"page":"134","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Reasons for East Siberia Winter Snow Water Equivalent Increase in the Recent Decades"],"prefix":"10.3390","volume":"15","author":[{"given":"Zhibiao","family":"Wang","sequence":"first","affiliation":[{"name":"Center for Monsoon System Research, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029, China"},{"name":"State Key Laboratory of Severe Weather, Chinese Academy of Meteorological Sciences, Beijing 100081, China"},{"name":"Plateau Atmosphere and Environment Key Laboratory of Sichuan Province, School of Atmospheric Sciences, Chengdu University of Information Technology, Chengdu 610225, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Renguang","family":"Wu","sequence":"additional","affiliation":[{"name":"Key Laboratory of Geoscience Big Data and Deep Resource of Zhejiang Province, Department of Atmospheric Sciences, School of Earth Sciences, Zhejiang University, Hangzhou 310027, China"},{"name":"Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhang","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"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8692-7856","authenticated-orcid":false,"given":"Gang","family":"Huang","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Numerical Modelling for Atmospheric Sciences and Geophysical Fluid Dynamics, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xianke","family":"Yang","sequence":"additional","affiliation":[{"name":"Center for Monsoon System Research, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,12,26]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"689","DOI":"10.1175\/1520-0442(1991)004<0689:TEOSCO>2.0.CO;2","article-title":"The effect of snow cover on the climate","volume":"4","author":"Cohen","year":"1991","journal-title":"J. Clim."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"103043","DOI":"10.1016\/j.earscirev.2019.103043","article-title":"Review of snow cover variation over the Tibetan Plateau and its influence on the broad climate system","volume":"201","author":"You","year":"2020","journal-title":"Earth-Sci. Rev."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1497","DOI":"10.1175\/JAMC-D-17-0297.1","article-title":"Great lakes basin snow-cover ablation and synoptic-scale circulation","volume":"57","author":"Suriano","year":"2018","journal-title":"J. Appl. Meteorol. Climatol."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"8994","DOI":"10.1029\/2019JD030479","article-title":"Intraseasonal snow cover variations over western Siberia and associated atmospheric processes","volume":"124","author":"Song","year":"2019","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"4243","DOI":"10.1038\/s41467-018-06762-5","article-title":"Influence of Tibetan Plateau snow cover on East Asian atmospheric circulation at medium-range time scales","volume":"9","author":"Li","year":"2018","journal-title":"Nat. Commun."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"5123","DOI":"10.1175\/JCLI-D-19-0455.1","article-title":"Influence of eastern Tibetan Plateau spring snow cover on North American air temperature and its interdecadal change","volume":"33","author":"Wang","year":"2020","journal-title":"J. Clim."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"767","DOI":"10.1007\/s00382-020-05497-8","article-title":"Influence of Tibetan Plateau autumn snow cover on interannual variations in spring precipitation over southern China","volume":"56","author":"Jia","year":"2021","journal-title":"Clim. Dyn."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1029\/2004RG000157","article-title":"Influence of the seasonal snow cover on the ground thermal regime: An overview","volume":"43","author":"Zhang","year":"2005","journal-title":"Rev. Geophys."},{"key":"ref_9","first-page":"1","article-title":"Recent Northern Hemisphere snow cover extent trends and implications for the snow-albedo feedback","volume":"34","author":"Brown","year":"2007","journal-title":"Geophys. Res. Lett."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Tsai, Y.L.S., Dietz, A., Oppelt, N., and Kuenzer, C. (2019). Remote sensing of snow cover using spaceborne SAR: A review. Remote Sens., 11.","DOI":"10.3390\/rs11121456"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1038\/nature04141","article-title":"Potential impacts of a warming climate on water availability in snow-dominated regions","volume":"438","author":"Barnett","year":"2005","journal-title":"Nature"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/j.rse.2008.08.010","article-title":"Large-scale monitoring of snow cover and runoff simulation in Himalayan river basins using remote sensing","volume":"113","author":"Immerzeel","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"12752","DOI":"10.3390\/rs61212752","article-title":"Identifying changing snow cover characteristics in Central Asia between 1986 and 2014 from remote sensing data","volume":"6","author":"Dietz","year":"2014","journal-title":"Remote Sens."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"D18","DOI":"10.1029\/2002JD003149","article-title":"Streamflow response to seasonal snow cover extent changes in large Siberian watersheds","volume":"108","author":"Yang","year":"2003","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"025008","DOI":"10.1088\/1748-9326\/8\/2\/025008","article-title":"Phenology and carbon dioxide source\/sink strength of a subalpine grassland in response to an exceptionally short snow season","volume":"8","author":"Galvagno","year":"2013","journal-title":"Environ. Res. Lett."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"418","DOI":"10.1038\/s41558-021-01014-9","article-title":"Winter melt trends portend widespread declines in snow water resources","volume":"11","author":"Musselman","year":"2021","journal-title":"Nat. Clim. Chang."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"219","DOI":"10.5194\/tc-5-219-2011","article-title":"Northern Hemisphere spring snow cover variability and change over 1922\u20132010 including an assessment of uncertainty","volume":"5","author":"Brown","year":"2011","journal-title":"Cryosphere"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1007\/s10584-009-9675-2","article-title":"Long-term variability in Northern Hemisphere snow cover and associations with warmer winters","volume":"99","author":"McCabe","year":"2010","journal-title":"Clim. Chang."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"949","DOI":"10.1002\/joc.5221","article-title":"Low-frequency snow changes over the Tibetan Plateau","volume":"38","author":"Wang","year":"2018","journal-title":"Int. J. Climatol."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"8037","DOI":"10.1175\/JCLI-D-15-0229.1","article-title":"Characterization of Northern Hemisphere snow water equivalent datasets, 1981\u20132010","volume":"28","author":"Mudryk","year":"2015","journal-title":"J. Clim."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1007\/s40641-016-0036-8","article-title":"Trends and extremes in Northern Hemisphere snow characteristics","volume":"2","author":"Kunkel","year":"2016","journal-title":"Curr. Clim. Chang. Rep."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"044010","DOI":"10.1088\/1748-9326\/10\/4\/044010","article-title":"Polar amplification and elevation-dependence in trends of Northern Hemisphere snow cover extent, 1971\u20132014","volume":"10","author":"Derksen","year":"2015","journal-title":"Environ. Res. Lett."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"2425","DOI":"10.1007\/s00382-015-2972-8","article-title":"Regional change in snow water equivalent\u2013surface air temperature relationship over Eurasia during boreal spring","volume":"47","author":"Wu","year":"2016","journal-title":"Clim. Dyn."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"294","DOI":"10.1038\/s41586-020-2258-0","article-title":"Patterns and trends of Northern Hemisphere snow mass from 1980 to 2018","volume":"581","author":"Pulliainen","year":"2020","journal-title":"Nature"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"D1","DOI":"10.1029\/2003JD003680","article-title":"Permafrost dynamics in the 20th and 21st centuries along the East Siberian transect","volume":"109","author":"Sazonova","year":"2004","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1038\/nclimate3240","article-title":"Towards a rain-dominated Arctic","volume":"7","author":"Bintanja","year":"2017","journal-title":"Nat. Clim. Chang."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"045010","DOI":"10.1088\/1748-9326\/aafc1b","article-title":"Key indicators of Arctic climate change: 1971\u20132017","volume":"14","author":"Box","year":"2019","journal-title":"Environ. Res. Lett."},{"key":"ref_28","unstructured":"Masson-Delmotte, V., Zhai, P., Pirani, A., Connors, S.L., P\u00e9an, C., Berger, S., and Zhou, B. (2021). Climate Change 2021: The Physical Science Basis, Cambridge University Press. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1038\/s41597-021-00939-2","article-title":"GlobSnow v3. 0 Northern Hemisphere snow water equivalent dataset","volume":"8","author":"Luojus","year":"2021","journal-title":"Sci. Data"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1109\/MCISE.2004.1255817","article-title":"The architecture of the earth system modeling framework","volume":"6","author":"Hill","year":"2004","journal-title":"Comput. Sci. Eng."},{"key":"ref_31","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_32","doi-asserted-by":"crossref","first-page":"e2019JC015415","DOI":"10.1029\/2019JC015415","article-title":"Arctic Ocean precipitation from atmospheric reanalyses and comparisons with North Pole drifting station records","volume":"125","author":"Barrett","year":"2020","journal-title":"J. Geophys. Res. Oceans"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"6138","DOI":"10.1029\/2019GL082781","article-title":"Improved performance of ERA5 in Arctic gateway relative to four global atmospheric reanalyses","volume":"46","author":"Graham","year":"2019","journal-title":"Geophys. Res. Lett."},{"key":"ref_34","unstructured":"Cucchi, M., Weedon, G.P., Amici, A., Bellouin, N., Lange, S., M\u00fcller Schmied, H., Hersbach, H., Cagnazzo, C., and Buontempo, C. (2022). Near Surface Meteorological Variables from 1979 to 2019 Derived from Bias-Corrected Reanalysis, Version 2.1, Copernicus Climate Change Service (C3S) Climate Data Store (CDS)."},{"key":"ref_35","first-page":"2097","article-title":"WFDE5: Bias-adjusted ERA5 reanalysis data for impact studies. Earth Syst","volume":"12","author":"Cucchi","year":"2020","journal-title":"Sci. Data"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"623","DOI":"10.1002\/joc.3711","article-title":"Updated high-resolution grids of monthly climatic observations\u2013the CRU TS3. 10 Dataset","volume":"34","author":"Harris","year":"2014","journal-title":"Int. J. Climatol."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1937","DOI":"10.5194\/gmd-9-1937-2016","article-title":"Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization","volume":"9","author":"Eyring","year":"2016","journal-title":"Geosci. Model Dev."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"1982","DOI":"10.1175\/2008JCLI2471.1","article-title":"Evaluating the \u201crich-get-richer\u201d mechanism in tropical precipitation change under global warming","volume":"22","author":"Chou","year":"2009","journal-title":"J. Clim."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1175\/JCLI-D-11-00097.1","article-title":"Changes in the annual range of precipitation under global warming","volume":"25","author":"Chou","year":"2012","journal-title":"J. Clim."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1038\/ngeo1792","article-title":"Patterns of the seasonal response of tropical rainfall to global warming","volume":"6","author":"Huang","year":"2013","journal-title":"Nat. Geosci."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1363","DOI":"10.1007\/s00382-017-3959-4","article-title":"Changes in the East Asian summer monsoon rainfall under global warming: Moisture budget decompositions and the sources of uncertainty","volume":"51","author":"Zhou","year":"2018","journal-title":"Clim. Dyn."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"245","DOI":"10.2307\/1907187","article-title":"Nonparametric tests against trend","volume":"13","author":"Mann","year":"1945","journal-title":"Econometrika"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"350","DOI":"10.1016\/j.jhydrol.2007.11.009","article-title":"Trend detection in hydrologic data: The Mann\u2013Kendall trend test under the scaling hypothesis","volume":"349","author":"Hamed","year":"2008","journal-title":"J. Hydrol."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"2495","DOI":"10.5194\/tc-14-2495-2020","article-title":"Historical Northern Hemisphere snow cover trends and projected changes in the CMIP6 multi-model ensemble","volume":"14","author":"Mudryk","year":"2020","journal-title":"Cryosphere"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"954","DOI":"10.1038\/s41558-018-0295-6","article-title":"Snow\u2013atmosphere coupling in the Northern Hemisphere","volume":"8","author":"Henderson","year":"2018","journal-title":"Nat. Clim. Chang."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1297","DOI":"10.1029\/98GL00950","article-title":"The Arctic Oscillation signature in the wintertime geopotential height and temperature fields","volume":"25","author":"Thompson","year":"1998","journal-title":"Geophys. Res. Lett."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"D19","DOI":"10.1029\/2009JD012253","article-title":"Role of Eurasian snow cover in wintertime circulation: Decadal simulations forced with satellite observations","volume":"114","author":"Orsolini","year":"2009","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"522","DOI":"10.1002\/hyp.13601","article-title":"An extreme flood caused by a heavy snowfall over the Indigirka River basin in Northeastern Siberia","volume":"34","author":"Tei","year":"2020","journal-title":"Hydrol. Process."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"065013","DOI":"10.1088\/1748-9326\/ac0662","article-title":"Historical evolution and future trend of Northern Hemisphere snow cover in CMIP5 and CMIP6 models","volume":"16","author":"Zhu","year":"2021","journal-title":"Environ. Res. 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