{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T08:03:43Z","timestamp":1767773023477,"version":"build-2065373602"},"reference-count":73,"publisher":"MDPI AG","issue":"19","license":[{"start":{"date-parts":[[2022,10,10]],"date-time":"2022-10-10T00:00:00Z","timestamp":1665360000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2020YFA0608501","42125604","42171143","42001289","E029070101","2022M713340"],"award-info":[{"award-number":["2020YFA0608501","42125604","42171143","42001289","E029070101","2022M713340"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100014219","name":"National Nature Science Foundation of China","doi-asserted-by":"publisher","award":["2020YFA0608501","42125604","42171143","42001289","E029070101","2022M713340"],"award-info":[{"award-number":["2020YFA0608501","42125604","42171143","42001289","E029070101","2022M713340"]}],"id":[{"id":"10.13039\/501100014219","id-type":"DOI","asserted-by":"publisher"}]},{"name":"CAS \u2018Light of West China\u2019 Program","award":["2020YFA0608501","42125604","42171143","42001289","E029070101","2022M713340"],"award-info":[{"award-number":["2020YFA0608501","42125604","42171143","42001289","E029070101","2022M713340"]}]},{"name":"China Postdoctoral Science Foundation","award":["2020YFA0608501","42125604","42171143","42001289","E029070101","2022M713340"],"award-info":[{"award-number":["2020YFA0608501","42125604","42171143","42001289","E029070101","2022M713340"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Snow cover is an important part of the Earth\u2019s surface and its changes affect local and even global climates due to the high albedo and heat insulation. However, it is difficult to directly compare the results of previous studies on changes in snow cover in the Northern Hemisphere mainland (NH) due to the use of different datasets, research methods, or study periods, and a lack comparison in terms of the differences and similarities at high latitudes and high altitudes. By using snow depth datasets, we analyzed the spatio-temporal distributions and variations in snow depth (SD) and snow phenology (SP) in the NH and nine typical areas. This study revealed that SD in the NH generally decreased significantly (p &lt; 0.01) from 1988 to 2018, with a rate of \u22120.55 cm\/decade. Changes in SD were insignificant at high altitudes, but significant decreases were found at high latitudes. With regard to SP, the snow cover onset day (SCOD) advanced in 31.57% of the NH and was delayed in 21.10% of the NH. In typical areas such as the Rocky Mountains, the West Siberian Plain, and the Central Siberian Plateau, the SCOD presented significant advancing trends, while a significant delay was the trend observed in the Eastern European Plain. The snow cover end day (SCED) advanced in 37.29% of the NH and was delayed in 14.77% of the NH. Negative SCED trends were found in most typical areas. The snow cover duration (SCD) and snow season length (SSL) showed significant positive trends in the Rocky Mountains, while significant negative trends were found in the Qinghai\u2013Tibet Plateau. The results of this comprehensive comparison showed that most typical areas were characterized by decreased SD, advanced SCOD and SCED, and insignificantly increasing SCD and SSL trends. The SCD and SSL values were similar at high latitudes, while the SSL value was larger than the SCD value at high altitudes. The SD exhibited similar interannual fluctuation characteristics as the SCD and SSL in each typical area. The SCD and SSL increased (decreased) with advanced (delayed) SCODs.<\/jats:p>","DOI":"10.3390\/rs14195057","type":"journal-article","created":{"date-parts":[[2022,10,11]],"date-time":"2022-10-11T00:50:01Z","timestamp":1665449401000},"page":"5057","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Characteristics of Snow Depth and Snow Phenology in the High Latitudes and High Altitudes of the Northern Hemisphere from 1988 to 2018"],"prefix":"10.3390","volume":"14","author":[{"given":"Shanna","family":"Yue","sequence":"first","affiliation":[{"name":"Key Laboratory of Remote Sensing of Gansu Province, Heihe Remote Sensing Experimental Research Station, Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences, Lanzhou 730000, China"},{"name":"National Tibetan Plateau Data Center, State Key Laboratory of Tibetan Plateau Earth System, Environment and Resources, Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing, 100101, China"},{"name":"College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6848-7271","authenticated-orcid":false,"given":"Tao","family":"Che","sequence":"additional","affiliation":[{"name":"Key Laboratory of Remote Sensing of Gansu Province, Heihe Remote Sensing Experimental Research Station, Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences, Lanzhou 730000, China"},{"name":"National Tibetan Plateau Data Center, State Key Laboratory of Tibetan Plateau Earth System, Environment and Resources, Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing, 100101, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liyun","family":"Dai","sequence":"additional","affiliation":[{"name":"Key Laboratory of Remote Sensing of Gansu Province, Heihe Remote Sensing Experimental Research Station, Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences, Lanzhou 730000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lin","family":"Xiao","sequence":"additional","affiliation":[{"name":"National Forestry and Grassland Administration Key Laboratory of Forest Resource Conservation and Ecological Safety on the Upper Reaches of the Yangtze River, Sichuan Province Key Laboratory of Ecological Forestry Engineering on the Upper Reaches of the Yangtze River, College of Forestry, Sichuan Agricultural University, Chengdu 611130, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Deng","sequence":"additional","affiliation":[{"name":"Key Laboratory of Remote Sensing of Gansu Province, Heihe Remote Sensing Experimental Research Station, Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences, Lanzhou 730000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,10,10]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"923","DOI":"10.1038\/s41558-018-0318-3","article-title":"Estimating snow-cover trends from space","volume":"8","author":"Bormann","year":"2018","journal-title":"Nat. Clim. Change"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1038\/ngeo1062","article-title":"Radiative forcing and albedo feedback from the Northern Hemisphere cryosphere between 1979 and 2008","volume":"4","author":"Flanner","year":"2011","journal-title":"Nat. Geosci."},{"key":"ref_3","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_4","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_5","first-page":"2","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_6","doi-asserted-by":"crossref","first-page":"3534","DOI":"10.1002\/2017WR020840","article-title":"Water and life from snow: A trillion dollar science question","volume":"53","author":"Sturm","year":"2017","journal-title":"Water Resour. Res."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Fugazza, D., Manara, V., Senese, A., Diolaiuti, G., and Maugeri, M. (2021). Snow Cover Variability in the Greater Alpine Region in the MODIS Era (2000\u20132019). Remote Sens., 13.","DOI":"10.3390\/rs13152945"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"2149","DOI":"10.5194\/tc-13-2149-2019","article-title":"Suitability analysis of ski areas in China: An integrated study based on natural and socioeconomic conditions","volume":"13","author":"Deng","year":"2019","journal-title":"Cryosphere"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1016\/j.apgeog.2009.10.005","article-title":"Reinventing mountain settlements: A GIS model for identifying possible ski towns in the US Rocky Mountains","volume":"30","author":"Silberman","year":"2010","journal-title":"Appl. Geogr."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"15090","DOI":"10.1038\/s41598-017-15397-3","article-title":"Maximum temperature drove snow cover expansion from the Arctic, 2000\u20132008","volume":"7","author":"Lin","year":"2017","journal-title":"Sci. Rep."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"755","DOI":"10.5194\/hess-20-755-2016","article-title":"Variability in snow cover phenology in China from 1952 to 2010","volume":"20","author":"Ke","year":"2016","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"5691","DOI":"10.1175\/JCLI-D-11-00081.1","article-title":"The Changing Cryosphere: Pan-Arctic Snow Trends (1979\u20132009)","volume":"24","author":"Liston","year":"2011","journal-title":"J. Clim."},{"key":"ref_13","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 1922-2010 including an assessment of uncertainty","volume":"5","author":"Brown","year":"2011","journal-title":"Cryosphere"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1029\/2003JD004472","article-title":"Trends in high northern latitude soil freeze and thaw cycles from 1988 to 2002","volume":"109","author":"Smith","year":"2004","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_15","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. Change"},{"key":"ref_16","unstructured":"Bongaarts, J. (2018). Intergovernmental Panel on Climate Change Special Report on Global Warming of 1.5 \u00b0C, IPCC."},{"key":"ref_17","unstructured":"Kohler, T., Wehrli, A., and Jurek, M. (2014). Mountains and Climate Chance: A Global Concern, Geographica Bernensia."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1659\/MRD-JOURNAL-D-09-00086.1","article-title":"Mountains and Climate Change: A Global Concern","volume":"30","author":"Kohler","year":"2010","journal-title":"Mt. Res. Dev."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1320","DOI":"10.1016\/j.scib.2020.04.031","article-title":"Comparison of global change at the Earth\u2019s three poles using spaceborne Earth observation","volume":"65","author":"Guo","year":"2020","journal-title":"Sci. Bull."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"14008","DOI":"10.1088\/1748-9326\/8\/1\/014008","article-title":"Changes in snow phenology and its potential feedback to temperature in the Northern Hemisphere over the last three decades","volume":"8","author":"Peng","year":"2013","journal-title":"Environ. Res. Lett."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"227","DOI":"10.5194\/tc-12-227-2018","article-title":"Spatiotemporal variability of snow depth across the Eurasian continent from 1966 to 2012","volume":"12","author":"Zhong","year":"2018","journal-title":"Cryosphere"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"141670","DOI":"10.1016\/j.scitotenv.2020.141670","article-title":"Spatiotemporal variability of snow cover timing and duration over the Eurasian continent during 1966\u20132012","volume":"750","author":"Zhong","year":"2021","journal-title":"Sci. Total Environ."},{"key":"ref_23","unstructured":"Bush, E., and Lemmen, D.S. (2019). Changes in Snow, Ice, and Permafrost across Canada. Canada\u2019s Changing Climate Report 2019, Government of Canada. Available online: https:\/\/changingclimate.ca\/CCCR2019\/."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41612-018-0012-1","article-title":"Dramatic declines in snowpack in the western US","volume":"1","author":"Mote","year":"2018","journal-title":"NPJ Clim. Atmos. Sci."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1016\/S0034-4257(02)00095-0","article-title":"MODIS snow-cover products","volume":"83","author":"Hall","year":"2002","journal-title":"Remote Sens. Environ."},{"key":"ref_26","first-page":"28","article-title":"Spatial and Temporal Variation of Snow Cover over Northern Hemisphere Using MODIS Snow Products","volume":"27","author":"Zhang","year":"2012","journal-title":"Remote Sens. Inf."},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Wang, Y., Huang, X., Liang, H., Sun, Y., Feng, Q., and Liang, T. (2018). Tracking Snow Variations in the Northern Hemisphere Using Multi-Source Remote Sensing Data (2000\u20132015). Remote Sens., 10.","DOI":"10.3390\/rs10010136"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Sun, Y., Zhang, T., Liu, Y., Zhao, W., and Huang, X. (2020). Assessing Snow Phenology over the Large Part of Eurasia Using Satellite Observations from 2000 to 2016. Remote Sens., 12.","DOI":"10.3390\/rs12122060"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"2453","DOI":"10.5194\/tc-10-2453-2016","article-title":"Spatiotemporal dynamics of snow cover based on multi-source remote sensing data in China","volume":"10","author":"Huang","year":"2016","journal-title":"Cryosphere"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"4369","DOI":"10.1002\/joc.5674","article-title":"Global snow zone maps and trends in snow persistence 2001\u20132016","volume":"38","author":"Hammond","year":"2018","journal-title":"Int. J. Climatol."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1016\/j.rse.2005.03.013","article-title":"Using MODIS snow cover maps in modeling snowmelt runoff process in the eastern part of Turkey","volume":"97","author":"Tekeli","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"111781","DOI":"10.1016\/j.rse.2020.111781","article-title":"Hotspots of snow cover changes in global mountain regions over 2000\u20132018","volume":"243","author":"Notarnicola","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"14645","DOI":"10.1038\/s41598-017-15208-9","article-title":"No evidence of widespread decline of snow cover on the Tibetan Plateau over 2000\u20132015","volume":"7","author":"Wang","year":"2017","journal-title":"Sci. Rep."},{"key":"ref_34","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_35","doi-asserted-by":"crossref","first-page":"1565","DOI":"10.1175\/BAMS-D-14-00226.1","article-title":"Reanalyses and Observations: What\u2019s the Difference?","volume":"97","author":"Parker","year":"2016","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"891","DOI":"10.5194\/tc-12-891-2018","article-title":"Improving gridded snow water equivalent products in British Columbia, Canada: Multi-source data fusion by neural network models","volume":"12","author":"Snauffer","year":"2018","journal-title":"Cryosphere"},{"key":"ref_37","first-page":"79","article-title":"Estimating snow depth or snow water equivalent from space","volume":"14","author":"Dai","year":"2022","journal-title":"Sci.Cold Arid Reg."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Li, Z., Liu, J., and Tian, B. (2012, January 22\u201327). Spatial and temporal series analysis of snow cover extent and snow water equivalent for satellite passive microwave data in the northern hemisphere (1978\u20132010). Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Munich, Germany.","DOI":"10.1109\/IGARSS.2012.6352521"},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Xiao, X., Zhang, T., Zhong, X., and Li, X. (2020). Spatiotemporal Variation of Snow Depth in the Northern Hemisphere from 1992 to 2016. Remote Sens., 12.","DOI":"10.3390\/rs12172728"},{"key":"ref_40","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_41","doi-asserted-by":"crossref","unstructured":"Xiao, L., Che, T., and Dai, L. (2020). Evaluation of Remote Sensing and Reanalysis Snow Depth Datasets over the Northern Hemisphere during 1980\u20132016. Remote Sens., 12.","DOI":"10.3390\/rs12193253"},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Luojus, K., Pulliainen, J., Takala, M., Lemmetyinen, J., Derksen, C., Metsamaki, S., and Bojkov, B. (2011, January 24\u201329). Investigating hemispherical trends in snow accumulation using globsnow snow water equivalent data. Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Vancouver, BC, Canada.","DOI":"10.1109\/IGARSS.2011.6050051"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"3645","DOI":"10.1007\/s00382-016-3291-4","article-title":"Attribution of spring snow water equivalent (SWE) changes over the northern hemisphere to anthropogenic effects","volume":"48","author":"Jeong","year":"2016","journal-title":"Clim. Dyn."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1007\/s00382-013-1954-y","article-title":"Interpreting observed northern hemisphere snow trends with large ensembles of climate simulations","volume":"43","author":"Mudryk","year":"2014","journal-title":"Clim. Dyn."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"152491","DOI":"10.1016\/j.scitotenv.2021.152491","article-title":"Accelerated decline of snow cover in China from 1979 to 2018 observed from space","volume":"814","author":"Zhu","year":"2022","journal-title":"Sci. Total Environ."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1343","DOI":"10.5194\/tc-15-1343-2021","article-title":"Observed snow depth trends in the European Alps: 1971 to 2019","volume":"15","author":"Matiu","year":"2021","journal-title":"Cryosphere"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"3517","DOI":"10.1016\/j.rse.2011.08.014","article-title":"Estimating northern hemisphere snow water equivalent for climate research through assimilation of space-borne radiometer data and ground-based measurements","volume":"115","author":"Takala","year":"2011","journal-title":"Remote Sens. Environ."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"257","DOI":"10.1016\/j.rse.2006.01.002","article-title":"Mapping of snow water equivalent and snow depth in boreal and sub-arctic zones by assimilating space-borne microwave radiometer data and ground-based observations","volume":"101","author":"Pulliainen","year":"2006","journal-title":"Remote Sens. Environ."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"145","DOI":"10.3189\/172756408787814690","article-title":"Snow depth derived from passive microwave remote-sensing data in China","volume":"49","author":"Che","year":"2008","journal-title":"Ann. Glaciol."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"39","DOI":"10.3189\/S0260305500200736","article-title":"Nimbus-7 SMMR derived GlobSnow snow cover parameters","volume":"9","author":"Chang","year":"1987","journal-title":"Ann. Glaciol."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"7212","DOI":"10.3390\/rs70607212","article-title":"Inter-Calibrating SMMR, SSM\/I and SSMI\/S Data to Improve the Consistency of Snow-Depth Products in China","volume":"7","author":"Dai","year":"2015","journal-title":"Remote Sens."},{"key":"ref_52","unstructured":"Arino, O., Ramos Perez, J.J., Kalogirou, V., Bontemps, S., Defourny, P., and Van Bogaert, E. (2012). Global Land Cover Map For 2009 (GlobCover 2009), USAID."},{"key":"ref_53","unstructured":"Xiao, L. (2019). Spatial and Temporal Consistency and Accuracy Assessment of Snow Depth Data in the Northern Hemisphere and Its Fusion, University of Chinese Academy of Sciences (Northwest Institute of Ecological and Environmental Resources, Chinese Academy of Sciences)."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"897","DOI":"10.1175\/JTECH-D-11-00103.1","article-title":"An overview of the global historical climatology network-daily database","volume":"29","author":"Menne","year":"2012","journal-title":"J. Atmos. Oceanic Technol."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"1576","DOI":"10.1002\/hyp.6720","article-title":"Enhancements to, and forthcoming developments in the Interactive Multisensor Snow and Ice Mapping System (IMS)","volume":"21","author":"Helfrich","year":"2007","journal-title":"Hydrol. Process."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1537","DOI":"10.1002\/(SICI)1099-1085(199808\/09)12:10\/11<1537::AID-HYP679>3.0.CO;2-A","article-title":"The interactive multisensor snow and ice mapping system","volume":"12","author":"Ramsay","year":"1998","journal-title":"Hydrol. Processes"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1002\/qj.828","article-title":"The ERA-Interim reanalysis: Configuration and performance of the data assimilation system","volume":"137","author":"Dee","year":"2011","journal-title":"Q. J. R. Meteorolog. Soc."},{"key":"ref_58","first-page":"307","article-title":"The AMSR-E Snow Depth Algorithm: Description and Initial Results","volume":"29","author":"Kelly","year":"2009","journal-title":"J. Remote Sens. Soc. Jpn."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"1027","DOI":"10.5194\/tc-12-1027-2018","article-title":"Changes in Andes snow cover from MODIS data, 2000\u20132016","volume":"12","author":"Saavedra","year":"2018","journal-title":"Cryosphere"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"329","DOI":"10.5194\/tc-10-329-2016","article-title":"Snow and albedo climate change impacts across the United States Northern Great Plains","volume":"10","author":"Fassnacht","year":"2016","journal-title":"Cryosphere"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"1007","DOI":"10.1016\/j.asr.2011.12.021","article-title":"A review of global satellite-derived snow products","volume":"50","author":"Frei","year":"2012","journal-title":"Adv. Space Res."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1016\/j.rse.2004.09.012","article-title":"Quantifying the uncertainty in passive microwave snow water equivalent observations","volume":"94","author":"Foster","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"1134","DOI":"10.3390\/rs4051134","article-title":"Validation of NOAA-Interactive Multisensor Snow and Ice Mapping System (IMS) by Comparison with Ground-Based Measurements over Continental United States","volume":"4","author":"Chen","year":"2012","journal-title":"Remote Sens."},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Chen, X., Yang, Y., Ma, Y., and Li, H. (2021). Distribution and Attribution of Terrestrial Snow Cover Phenology Changes over the Northern Hemisphere during 2001\u20132020. Remote Sens., 13.","DOI":"10.3390\/rs13091843"},{"key":"ref_65","first-page":"1247","article-title":"Snow Cover Variation and Its Impacts over the Qinghai-Tibet Plateau","volume":"34","author":"Che","year":"2019","journal-title":"Bull. Chin. Acad. Sci."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1016\/j.rse.2016.12.028","article-title":"Impact of climate and elevation on snow cover using integrated remote sensing snow products in Tibetan Plateau","volume":"190","author":"Huang","year":"2017","journal-title":"Remote Sens. Environ."},{"key":"ref_67","first-page":"137","article-title":"Spatio-temporal changes of snow phenology in the Qinghai-Tibetan Plateau during the hydrological year of 1980\u20132009","volume":"14","author":"Qiao","year":"2018","journal-title":"Progress. Inquisitiones Mutat. Clim."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"759","DOI":"10.5194\/tc-12-759-2018","article-title":"The European mountain cryosphere: A review of its current state, trends, and future challenges","volume":"12","author":"Beniston","year":"2018","journal-title":"Cryosphere"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"169","DOI":"10.2166\/nh.2012.064","article-title":"Changes in snow depth in Norway during the period 1961\u20132010","volume":"44","author":"Dyrrdal","year":"2013","journal-title":"Hydrol. Res."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"351","DOI":"10.1007\/s00704-009-0186-x","article-title":"Evidence of climate change within the Adamello Glacier of Italy","volume":"100","author":"Bocchiola","year":"2010","journal-title":"Theor. Appl. Climatol."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"1021","DOI":"10.1175\/JHM-D-16-0188.1","article-title":"Recent Evidence of Large-Scale Receding Snow Water Equivalents in the European Alps","volume":"18","author":"Marty","year":"2017","journal-title":"J. Hydrometeorol."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1080\/07055900.2021.1911781","article-title":"Canadian In Situ Snow Cover Trends for 1955\u20132017 Including an Assessment of the Impact of Automation","volume":"59","author":"Brown","year":"2021","journal-title":"Atmos. Ocean"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"954","DOI":"10.1038\/s41558-018-0295-6","article-title":"Snow-atmosphere coupling in the Northern Hemisphere","volume":"8","author":"Henderson","year":"2018","journal-title":"Nat. Clim. 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