{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,12]],"date-time":"2026-03-12T01:54:55Z","timestamp":1773280495519,"version":"3.50.1"},"reference-count":105,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2022,1,27]],"date-time":"2022-01-27T00:00:00Z","timestamp":1643241600000},"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":["2019YFC1509104"],"award-info":[{"award-number":["2019YFC1509104"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Innovation Group Project of Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai)","award":["311021008"],"award-info":[{"award-number":["311021008"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Surface and groundwater in large pan-Arctic river basins are changing rapidly. High-quality estimates of these changes are challenging because of the limits on the data quality and time span of satellite observations. Here, the term pan-Arctic river refers to the rivers flowing to the Arctic Ocean basin. In this study, we provide a new evaluation of groundwater storage (GWS) changes in the Lena, Ob, Yenisei, Mackenzie and Yukon River basins from the GRACE total water storage anomaly product, in situ runoff, soil moisture form models and a snow water equivalent product that has been significantly improved. Seasonal Trend decomposition using Loess was utilized to obtain trends in GWS. Changes in surface water (SW) between 1984 and 2019 in these basins were also examined based on the Joint Research Centre Global Surface Water Transition data. Results suggested that there were great GWS losses in the North American river basins, totaling approximately \u2212219 km3, and GWS gains in the Siberian river basins, totaling ~340 km3, during 2002\u20132017. New seasonal and permanent SWs are the primary contributors to the SW transition, accounting for more than 50% of the area of the changed SW in each basin. Changes in the Arctic hydrological system will be more significant and various in the case of rapid and continuous changes in permafrost.<\/jats:p>","DOI":"10.3390\/rs14030607","type":"journal-article","created":{"date-parts":[[2022,1,27]],"date-time":"2022-01-27T22:01:57Z","timestamp":1643320917000},"page":"607","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Recent Changes in Groundwater and Surface Water in Large Pan-Arctic River Basins"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5058-994X","authenticated-orcid":false,"given":"Hong","family":"Lin","sequence":"first","affiliation":[{"name":"School of Geospatial Engineering and Science, Sun Yat-sen University, Zhuhai 519000, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6910-6565","authenticated-orcid":false,"given":"Xiao","family":"Cheng","sequence":"additional","affiliation":[{"name":"School of Geospatial Engineering and Science, Sun Yat-sen University, Zhuhai 519000, China"},{"name":"Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China"}]},{"given":"Lei","family":"Zheng","sequence":"additional","affiliation":[{"name":"School of Geospatial Engineering and Science, Sun Yat-sen University, Zhuhai 519000, China"},{"name":"Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China"}]},{"given":"Xiaoqing","family":"Peng","sequence":"additional","affiliation":[{"name":"Key Laboratory of Western China\u2019s Environmental Systems (Ministry of Education), College of Earth and Environmental Sciences, Lanzhou University, Lanzhou 730000, China"}]},{"given":"Wei","family":"Feng","sequence":"additional","affiliation":[{"name":"School of Geospatial Engineering and Science, Sun Yat-sen University, Zhuhai 519000, China"}]},{"given":"Fukai","family":"Peng","sequence":"additional","affiliation":[{"name":"School of Geospatial Engineering and Science, Sun Yat-sen University, Zhuhai 519000, China"},{"name":"Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China"}]}],"member":"1968","published-online":{"date-parts":[[2022,1,27]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1053","DOI":"10.1038\/srep01053","article-title":"Pan-Arctic distributions of continental runoff in the Arctic Ocean","volume":"3","author":"Fichot","year":"2013","journal-title":"Sci. Rep."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"540","DOI":"10.1002\/2015JG003120","article-title":"Modeling the Arctic freshwater system and its integration in the global system: Lessons learned and future challenges","volume":"121","author":"Lique","year":"2016","journal-title":"J. Geophys. Res. G Biogeosci."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1038\/nature10705","article-title":"Changing Arctic Ocean freshwater pathways","volume":"481","author":"Morison","year":"2012","journal-title":"Nature"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"5715","DOI":"10.1175\/2010JCLI3421.1","article-title":"Analysis of the Arctic system for freshwater cycle intensification: Observations and expectations","volume":"23","author":"Rawlins","year":"2010","journal-title":"J. Clim."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1029\/2010EO260001","article-title":"Arctic landscapes in transition: Responses to thawing permafrost","volume":"91","author":"Rowland","year":"2010","journal-title":"Eos"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"627","DOI":"10.1038\/ngeo2234","article-title":"Recent Arctic amplification and extreme mid-latitude weather","volume":"7","author":"Cohen","year":"2014","journal-title":"Nat. Geosci."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1878","DOI":"10.1029\/2001GL011111","article-title":"Observationally based assessment of polar amplification of global warming","volume":"29","author":"Polyakov","year":"2002","journal-title":"Geophys. Res. Lett."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"20140159","DOI":"10.1098\/rsta.2014.0159","article-title":"Arctic sea ice trends, variability and implications for seasonal ice forecasting","volume":"373","author":"Serreze","year":"2015","journal-title":"Philos. Trans. R. Soc. A Math. Phys. Eng. Sci."},{"key":"ref_9","unstructured":"Stocker, T. (2014). Climate Change 2013: The Physical Science Basis: Working Group I Contribution to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"RG4002","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_11","doi-asserted-by":"crossref","first-page":"237","DOI":"10.1002\/ppp.613","article-title":"Progress in permafrost hydrology in the new millennium","volume":"19","author":"Woo","year":"2008","journal-title":"Permafr. Periglac. Process."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1126\/science.abh4455","article-title":"A massive rock and ice avalanche caused the 2021 disaster at Chamoli, Indian Himalaya","volume":"373","author":"Shugar","year":"2021","journal-title":"Science"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"132","DOI":"10.1080\/10889379909377670","article-title":"Statistics and characteristics of permafrost and ground-ice distribution in the Northern Hemisphere","volume":"23","author":"Zhang","year":"1999","journal-title":"Polar Geogr."},{"key":"ref_14","unstructured":"Brown, J., Ferrians, O.J., Heginbottom, J.A., and Melnikov, E.S. (1997). Circum-Arctic Map of Permafrost and Ground Ice Conditions."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"D16101","DOI":"10.1029\/2004JD005642","article-title":"Spatial and temporal variability in active layer thickness over the Russian Arctic drainage basin","volume":"110","author":"Zhang","year":"2005","journal-title":"J. Geophys. Res. D Atmos."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"312","DOI":"10.1038\/ngeo2674","article-title":"Pan-Arctic ice-wedge degradation in warming permafrost and its influence on tundra hydrology","volume":"9","author":"Liljedahl","year":"2016","journal-title":"Nat. Geosci."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"W07524","DOI":"10.1029\/2011WR011595","article-title":"Influence of permafrost distribution on groundwater flow in the context of climate-driven permafrost thaw: Example from Yukon Flats Basin, Alaska, United States","volume":"48","author":"Walvoord","year":"2012","journal-title":"Water Resour. Res."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"L14402","DOI":"10.1029\/2011GL047911","article-title":"Exchange of groundwater and surface-water mediated by permafrost response to seasonal and long term air temperature variation","volume":"38","author":"Ge","year":"2011","journal-title":"Geophys. Res. Lett."},{"key":"ref_19","unstructured":"Monitoring, A. (2017). Snow, Water, Ice and Permafrost in the Arctic (SWIPA) 2017, Arctic Council Secretariat."},{"key":"ref_20","unstructured":"Brown, J., Ferrians, O., Heginbottom, J.A., and Melnikov, E. (2002). Circum-Arctic Map of Permafrost and Ground-Ice Conditions, Version 2, NSIDC: National Snow and Ice Data Center."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"L06715","DOI":"10.1029\/2006GL025753","article-title":"A pan-arctic evaluation of changes in river discharge during the latter half of the 20th century","volume":"33","author":"McClelland","year":"2006","journal-title":"Geophys. Res. Lett."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1111\/j.1468-0459.2010.00395.x","article-title":"Shifting discharge peaks in arctic rivers, 1977\u20132007","volume":"92","author":"Overeem","year":"2010","journal-title":"Geogr. Ann. Ser. A Phys. Geogr."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"2171","DOI":"10.1126\/science.1077445","article-title":"Increasing river discharge to the Arctic Ocean","volume":"298","author":"Peterson","year":"2002","journal-title":"Science"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"150","DOI":"10.1002\/hyp.10986","article-title":"Increasing discharge from the Mackenzie River system to the Arctic Ocean","volume":"31","author":"Rood","year":"2017","journal-title":"Hydrol. Process."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"034046","DOI":"10.1088\/1748-9326\/abe326","article-title":"Potential role of permafrost thaw on increasing Siberian river discharge","volume":"16","author":"Wang","year":"2021","journal-title":"Environ. Res. Lett."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"6109","DOI":"10.1029\/2018GL078646","article-title":"Nonlinearity of Runoff Response to Global Mean Temperature Change Over Major Global River Basins","volume":"45","author":"Zhang","year":"2018","journal-title":"Geophys. Res. Lett."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"D01111","DOI":"10.1029\/2003JD003886","article-title":"Modeling study of talik freeze-up and permafrost response under drained thaw lakes on the Alaskan Arctic Coastal Plain","volume":"109","author":"Ling","year":"2004","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"2324","DOI":"10.1029\/2019JF005060","article-title":"Changing Arctic River Dynamics Cause Localized Permafrost Thaw","volume":"124","author":"Zheng","year":"2019","journal-title":"J. Geophys. Res. Earth Surf."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"4423","DOI":"10.1029\/90JB02492","article-title":"Variations in permafrost thickness in response to changes in paleoclimate","volume":"96","author":"Osterkamp","year":"1991","journal-title":"J. Geophys. Res."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"6","DOI":"10.2136\/vzj2016.01.0010","article-title":"Hydrologic Impacts of Thawing Permafrost\u2014A Review","volume":"15","author":"Walvoord","year":"2016","journal-title":"Vadose Zone J."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1429","DOI":"10.1126\/science.1108142","article-title":"Atmospheric Science: Disappearing Arctic lakes","volume":"308","author":"Smith","year":"2005","journal-title":"Science"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"466","DOI":"10.1002\/2014JG002778","article-title":"Disappearing Arctic tundra ponds: Fine-scale analysis of surface hydrology in drained thaw lake basins over a 65 year period (1948-2013)","volume":"120","author":"Andresen","year":"2015","journal-title":"J. Geophys. Res. Biogeosci."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Veremeeva, A., Nitze, I., G\u00fcnther, F., Grosse, G., and Rivkina, E. (2021). Geomorphological and climatic drivers of thermokarst lake area increase trend (1999\u20132018) in the kolyma lowland yedoma region, north-eastern siberia. Remote Sens., 13.","DOI":"10.3390\/rs13020178"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"621","DOI":"10.1002\/2015JG003131","article-title":"Arctic terrestrial hydrology: A synthesis of processes, regional effects, and research challenges","volume":"121","author":"Bring","year":"2016","journal-title":"J. Geophys. Res. G Biogeosci."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"532","DOI":"10.1016\/j.jhydrol.2011.05.002","article-title":"Beneath the surface of global change: Impacts of climate change on groundwater","volume":"405","author":"Green","year":"2011","journal-title":"J. Hydrol."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Lecher, A.L. (2017). Groundwater discharge in the Arctic: A review of studies and implications for biogeochemistry. Hydrology, 4.","DOI":"10.3390\/hydrology4030041"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"F03036","DOI":"10.1029\/2011JF002143","article-title":"Permafrost degradation as a control on hydrogeological regime shifts in a warming climate","volume":"117","author":"Bense","year":"2012","journal-title":"J. Geophys. Res. Earth Surf."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1007\/s10040-012-0937-0","article-title":"Regional groundwater flow in an area mapped as continuous permafrost, NE Alaska (USA)","volume":"21","author":"Kane","year":"2013","journal-title":"Hydrogeol. J."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"1479","DOI":"10.1038\/s41467-020-15250-8","article-title":"Groundwater as a major source of dissolved organic matter to Arctic coastal waters","volume":"11","author":"Connolly","year":"2020","journal-title":"Nat. Commun."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"5652","DOI":"10.1021\/es900539c","article-title":"Submarine groundwater discharge of total mercury and monomethylmercury to central California coastal waters","volume":"43","author":"Black","year":"2009","journal-title":"Environ. Sci. Technol."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1376","DOI":"10.1016\/j.marpolbul.2010.04.019","article-title":"Caffeine and agricultural pesticide concentrations in surface water and groundwater on the north shore of Kauai (Hawaii, USA)","volume":"60","author":"Knee","year":"2010","journal-title":"Mar. Pollut. Bull."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"607","DOI":"10.1007\/s12237-008-9055-6","article-title":"Sources of nutrients and fecal indicator bacteria to nearshore waters on the north shore of Kauai (Hawaii, USA)","volume":"31","author":"Knee","year":"2008","journal-title":"Estuaries Coasts"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"S344","DOI":"10.1002\/lno.10118","article-title":"Methane transport through submarine groundwater discharge to the North Pacific and Arctic Ocean at two Alaskan sites","volume":"61","author":"Lecher","year":"2016","journal-title":"Limnol. Oceanogr."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"3636","DOI":"10.1073\/pnas.1417392112","article-title":"Methane transport from the active layer to lakes in the Arctic using Toolik Lake, Alaska, as a case study","volume":"112","author":"Paytan","year":"2015","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"L12402","DOI":"10.1029\/2007GL030216","article-title":"Increased groundwater to stream discharge from permafrost thawing in the Yukon River basin: Potential impacts on lateral export of carbon and nitrogen","volume":"34","author":"Walvoord","year":"2007","journal-title":"Geophys. Res. Lett."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"12036","DOI":"10.1021\/acs.est.5b02215","article-title":"Current Magnitude and Mechanisms of Groundwater Discharge in the Arctic: Case Study from Alaska","volume":"49","author":"Dimova","year":"2015","journal-title":"Environ. Sci. Technol."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"6396","DOI":"10.1002\/2014GL060641","article-title":"A global inventory of lakes based on high-resolution satellite imagery","volume":"41","author":"Verpoorter","year":"2014","journal-title":"Geophys. Res. Lett."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"113","DOI":"10.1080\/17538947.2015.1026420","article-title":"A global, high-resolution (30-m) inland water body dataset for 2000: First results of a topographic\u2013spectral classification algorithm","volume":"9","author":"Feng","year":"2016","journal-title":"Int. J. Digit. Earth"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1016\/j.rse.2015.10.014","article-title":"Development of a global ~90 m water body map using multi-temporal Landsat images","volume":"171","author":"Yamazaki","year":"2015","journal-title":"Remote Sens. Environ."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"L08403","DOI":"10.1029\/2012GL051276","article-title":"Changes in land surface water dynamics since the 1990s and relation to population pressure","volume":"39","author":"Prigent","year":"2012","journal-title":"Geophys. Res. Lett."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"418","DOI":"10.1038\/nature20584","article-title":"High-resolution mapping of global surface water and its long-term changes","volume":"540","author":"Pekel","year":"2016","journal-title":"Nature"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"17135","DOI":"10.3390\/rs71215874","article-title":"Variations of microwave scattering properties by seasonal freeze\/thaw transition in the permafrost active layer observed by ALOS PALSAR polarimetric data","volume":"7","author":"Park","year":"2015","journal-title":"Remote Sens."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"493","DOI":"10.5194\/essd-11-493-2019","article-title":"Theia Snow collection: High-resolution operational snow cover maps from Sentinel-2 and Landsat-8 data","volume":"11","author":"Gascoin","year":"2019","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"7159","DOI":"10.1109\/JSTARS.2021.3089655","article-title":"Performance Assessment of Optical Satellite-Based Operational Snow Cover Monitoring Algorithms in Forested Landscapes","volume":"14","author":"Muhuri","year":"2021","journal-title":"IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"2110","DOI":"10.1002\/wrcr.20192","article-title":"Evaluation of groundwater depletion in North China using the Gravity Recovery and Climate Experiment (GRACE) data and ground-based measurements","volume":"49","author":"Feng","year":"2013","journal-title":"Water Resour. Res."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"999","DOI":"10.1038\/nature08238","article-title":"Satellite-based estimates of groundwater depletion in India","volume":"460","author":"Rodell","year":"2009","journal-title":"Nature"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"W11517","DOI":"10.1029\/2009WR008564","article-title":"GRACE Hydrological estimates for small basins: Evaluating processing approaches on the High Plains Aquifer, USA","volume":"46","author":"Longuevergne","year":"2010","journal-title":"Water Resour. Res."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"L03403","DOI":"10.1029\/2010GL046442","article-title":"Satellites measure recent rates of groundwater depletion in California\u2019s Central Valley","volume":"38","author":"Famiglietti","year":"2011","journal-title":"Geophys. Res. Lett."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"904","DOI":"10.1002\/wrcr.20078","article-title":"Groundwater depletion in the Middle East from GRACE with implications for transboundary water management in the Tigris-Euphrates-Western Iran region","volume":"49","author":"Voss","year":"2013","journal-title":"Water Resour. Res."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"e2020WR027556","DOI":"10.1029\/2020WR027556","article-title":"Comparison of Groundwater Storage Changes From GRACE Satellites With Monitoring and Modeling of Major U.S. Aquifers","volume":"56","author":"Rateb","year":"2020","journal-title":"Water Resour. Res."},{"key":"ref_61","doi-asserted-by":"crossref","unstructured":"Muskett, R.R., and Romanovsky, V.E. (2011). Alaskan Permafrost groundwater storage changes derived from GRACE and ground measurements. Remote Sens., 3.","DOI":"10.3390\/rs3020378"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"045009","DOI":"10.1088\/1748-9326\/4\/4\/045009","article-title":"Groundwater storage changes in arctic permafrost watersheds from GRACE and insitu measurements","volume":"4","author":"Muskett","year":"2009","journal-title":"Environ. Res. Lett."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"358","DOI":"10.1038\/s41558-019-0456-2","article-title":"Contributions of GRACE to understanding climate change","volume":"9","author":"Tapley","year":"2019","journal-title":"Nat. Clim. Chang."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"651","DOI":"10.1038\/s41586-018-0123-1","article-title":"Emerging trends in global freshwater availability","volume":"557","author":"Rodell","year":"2018","journal-title":"Nature"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"5198","DOI":"10.1002\/2015WR017351","article-title":"Uncertainty in global groundwater storage estimates in a T otal G roundwater S tress framework","volume":"51","author":"Richey","year":"2015","journal-title":"Water Resour. Res."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"5698","DOI":"10.1002\/2014WR015595","article-title":"Global-scale assessment of groundwater depletion and related groundwater abstractions: Combining hydrological modeling with information from well observations and GRACE satellites","volume":"50","author":"Schuh","year":"2014","journal-title":"Water Resour. Res."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"945","DOI":"10.1038\/nclimate2425","article-title":"The global groundwater crisis","volume":"4","author":"Famiglietti","year":"2014","journal-title":"Nat. Clim. Chang."},{"key":"ref_68","first-page":"3","article-title":"STL: A Seasonal-Trend Decomposition Procedure Based on Loess","volume":"6","author":"Cleveland","year":"1990","journal-title":"J. Off. Stat."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"W04531","DOI":"10.1029\/2011WR011453","article-title":"Accuracy of scaled GRACE terrestrial water storage estimates","volume":"48","author":"Landerer","year":"2012","journal-title":"Water Resour. Res."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"L08402","DOI":"10.1029\/2005GL025285","article-title":"Post-processing removal of correlated errors in GRACE data","volume":"33","author":"Swenson","year":"2006","journal-title":"Geophys. Res. Lett."},{"key":"ref_71","unstructured":"Swenson, S.C. (2012). Grace Monthly Land Water Mass Grids Netcdf Release 5.0., Ver. 5.0."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"381","DOI":"10.1175\/BAMS-85-3-381","article-title":"The global land data assimilation system","volume":"85","author":"Rodell","year":"2004","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_73","unstructured":"McNally, A. (2018). FLDAS Noah Land Surface Model L4 Global Monthly 0.1 \u00d7 0.1 Degree (MERRA-2 and CHIRPS)."},{"key":"ref_74","unstructured":"Luojus, K., Pulliainen, J., Takala, M., Lemmetyinen, J., and Moisander, M. (2020). GlobSnow v3.0 Snow Water Equivalent (SWE), PANGAEA."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"2781","DOI":"10.1109\/TGRS.2010.2041357","article-title":"Multiple-layer adaptation of HUT snow emission model: Comparison with experimental data","volume":"48","author":"Lemmetyinen","year":"2010","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"1378","DOI":"10.1109\/36.763302","article-title":"HUT snow emission model and its applicability to snow water equivalent retrieval","volume":"37","author":"Pulliainen","year":"1999","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_77","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_78","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_79","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_80","unstructured":"Shiklomanov, A.I., Holmes, R.M., McClelland, J.W., Tank, S.E., and Spencer, R.G.M. (2021, December 13). Arctic Great Rivers Observatory. Discharge Dataset, Version 20180527. Technical Report. Available online: https:\/\/arcticgreatrivers.org\/discharge\/."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1063\/1.4823194","article-title":"Data reduction and error analysis for the physical sciences","volume":"7","author":"Bevington","year":"1993","journal-title":"Comput. Phys."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"D18102","DOI":"10.1029\/2004JD004583","article-title":"Increasing river discharge in the Eurasian Arctic: Consideration of dams, permafrost thaw, and fires as potential agents of change","volume":"109","author":"McClelland","year":"2004","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"399","DOI":"10.1016\/j.gloplacha.2006.07.022","article-title":"Past and recent changes in air and permafrost temperatures in eastern Siberia","volume":"56","author":"Romanovsky","year":"2007","journal-title":"Glob. Planet. Change"},{"key":"ref_84","unstructured":"IPCC (2021). Summary for Policymakers. Climate Change 2021: The Physical Science Basis Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change, IPCC."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"7573","DOI":"10.5194\/gmd-14-7573-2021","article-title":"High-resolution modeling of the distribution of surface air pollutants and their intercontinental transport by a global tropospheric atmospheric chemistry source\u2013receptor model (GNAQPMS-SM)","volume":"14","author":"Ye","year":"2021","journal-title":"Geosci. Model Dev."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1175\/JCLI3604.1","article-title":"Correction of global precipitation products for orographic effects","volume":"19","author":"Adam","year":"2006","journal-title":"J. Clim."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"126653","DOI":"10.1016\/j.jhydrol.2021.126653","article-title":"River runoff components change variably and respond differently to climate change in the Eurasian Arctic and Qinghai-Tibet Plateau permafrost regions","volume":"601","author":"Song","year":"2021","journal-title":"J. Hydrol."},{"key":"ref_88","unstructured":"Walsh, J., Anisimov, O., Hagen, J.O., Jakobsson, T., Oerlemans, J., Prowse, T.D., Romanovsky, V., Savelieva, N., Serreze, M., and Shiklomanov, A. (2005). Cryosphere and Hydrology Arctic Climate Impact Assessment, ACIA Secretariat and Cooperative Institute for Arctic Research."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1002\/ppp.689","article-title":"Permafrost thermal state in the polar Northern Hemisphere during the international polar year 2007\u20132009: A synthesis","volume":"21","author":"Romanovsky","year":"2010","journal-title":"Permafr. Periglac. Process."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.accre.2021.01.007","article-title":"Degrading permafrost and its impacts","volume":"12","author":"Jin","year":"2021","journal-title":"Adv. Clim. Chang. Res."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"160","DOI":"10.1016\/j.advwatres.2013.07.016","article-title":"The mathematical representation of freezing and thawing processes in variably-saturated, non-deformable soils","volume":"60","author":"Kurylyk","year":"2013","journal-title":"Adv. Water Resour."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"631","DOI":"10.5194\/tc-7-631-2013","article-title":"The influence of climate and hydrological variables on opposite anomaly in active-layer thickness between Eurasian and North American watersheds","volume":"7","author":"Park","year":"2013","journal-title":"Cryosphere"},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"882","DOI":"10.1002\/grl.50187","article-title":"Linkages between lake shrinkage\/expansion and sublacustrine permafrost distribution determined from remote sensing of interior Alaska, USA","volume":"40","author":"Jepsen","year":"2013","journal-title":"Geophys. Res. Lett."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"317","DOI":"10.5194\/essd-9-317-2017","article-title":"PeRL: A circum-Arctic permafrost region pond and lake database","volume":"9","author":"Muster","year":"2017","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"218","DOI":"10.1002\/ppp.1744","article-title":"Thermokarst Lakes on the Arctic Coastal Plain of Alaska: Geomorphic Controls on Bathymetry","volume":"23","author":"Hinkel","year":"2012","journal-title":"Permafr. Periglac. Process."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"G00M03","DOI":"10.1029\/2011JG001666","article-title":"Modern thermokarst lake dynamics in the continuous permafrost zone, northern Seward Peninsula, Alaska","volume":"116","author":"Jones","year":"2011","journal-title":"J. Geophys. Res. Biogeosci."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"151","DOI":"10.5194\/tc-9-151-2015","article-title":"Observing Muostakh disappear: Permafrost thaw subsidence and erosion of a ground-ice-rich Island in response to arctic summer warming and sea ice reduction","volume":"9","author":"Overduin","year":"2015","journal-title":"Cryosphere"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"151","DOI":"10.1002\/ppp.451","article-title":"Shrinking thermokarst ponds and groundwater dynamics in discontinuous permafrost near Council, Alaska","volume":"14","author":"Yoshikawa","year":"2003","journal-title":"Permafr. Periglac. Process."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"6112","DOI":"10.1002\/2013GL058635","article-title":"Vulnerability of shallow subarctic lakes to evaporate and desiccate when snowmelt runoff is low","volume":"40","author":"Bouchard","year":"2013","journal-title":"Geophys. Res. Lett."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"6917","DOI":"10.1038\/s41467-021-27228-1","article-title":"Recent changes to Arctic river discharge","volume":"12","author":"Feng","year":"2021","journal-title":"Nat. Commun."},{"key":"ref_101","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_102","doi-asserted-by":"crossref","first-page":"D05131","DOI":"10.1029\/2011JD016208","article-title":"The role of winter precipitation and temperature on northern Eurasian streamflow trends","volume":"117","author":"Troy","year":"2012","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1016\/j.quaint.2014.09.023","article-title":"Variability and extreme of Mackenzie River daily discharge during 1973\u20132011","volume":"380","author":"Yang","year":"2015","journal-title":"Quat. Int."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"C11010","DOI":"10.1029\/2005JC003424","article-title":"The large-scale freshwater cycle of the Arctic","volume":"111","author":"Serreze","year":"2006","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"650","DOI":"10.1002\/2015JG003133","article-title":"Transitions in Arctic ecosystems: Ecological implications of a changing hydrological regime","volume":"121","author":"Wrona","year":"2016","journal-title":"J. Geophys. Res. Biogeosci."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/3\/607\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T22:08:46Z","timestamp":1760134126000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/3\/607"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,27]]},"references-count":105,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2022,2]]}},"alternative-id":["rs14030607"],"URL":"https:\/\/doi.org\/10.3390\/rs14030607","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,1,27]]}}}