{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T03:36:36Z","timestamp":1760240196890,"version":"build-2065373602"},"reference-count":99,"publisher":"MDPI AG","issue":"7","license":[{"start":{"date-parts":[[2019,4,5]],"date-time":"2019-04-05T00:00:00Z","timestamp":1554422400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["No. 41376187, 41531069 and 41776200"],"award-info":[{"award-number":["No. 41376187, 41531069 and 41776200"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2018YFC1406100"],"award-info":[{"award-number":["2018YFC1406100"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Based on a long-time series (1982\u20132015) of remote sensing data, we analyzed the change in surface albedo (SAL) during summer (from December to the following February) for the entire Antarctic Sea Ice Region (ASIR) and five longitudinal sectors around Antarctica: (1). the Weddell Sea (WS), (2). Indian Ocean, (3). Pacific Ocean (PO), (4). Ross Sea, and (5). Bellingshausen\u2013Amundsen Sea (BS). Empirical mode decomposition was used to extract the trend of the original signal, and then a slope test method was utilized to identify a transition point. The SAL provided by the CM SAF cloud, Albedo, and Surface Radiation dataset from AVHRR data-Second Edition was validated at Neumayer station. Sea ice concentration (SIC) and sea surface temperature (SST) were also analyzed. The trend of the SAL\/SIC was positive during summer over the ASIR and five longitudinal sectors, except for the BS (\u22122.926% and \u22124.596% per decade for SAL and SIC, correspondingly). Moreover, the largest increasing trend of SAL and SIC appeared in the PO at approximately 3.781% and 3.358% per decade, respectively. However, the decreasing trend of SAL\/SIC in the BS slowed down, and the increasing trend of SAL\/SIC in the PO accelerated. The trend curves of the SST exhibited a crest around 2000\u20132005; thus, the slope lines of the SST showed an increasing\u2013decreasing type for the ASIR and the five longitudinal sectors. The evolution of summer albedo decreased rapidly in the early summer and then maintained a relatively stable level for the whole ASIR. The change of it mainly depended on the early melt of sea ice during the entire summer. The change of sea ice albedo had a narrow range when compared with composite albedo and SIC over the five longitudinal sectors and reached a stable level earlier. The transition point of SAL\/SIC in several sectors appeared around the year 2000, whereas that of the SST for the entire ASIR occurred in 2003\u20132005. A high value of SAL\/SIC and a low value of the SST existed in the WS which can be displayed by the spatial distribution of pixel average. In addition, the lower the latitude was, the lower the SAL\/SIC and the higher the SST would be. A transition point of SAL appeared in 2001 in most areas of West Antarctica. This transition point could be illustrated by anomaly maps. The spatial distribution of the pixel-based trend of SAL demonstrated that the change in SAL in East Antarctica has exhibited a positive trend in recent decades. However, in West Antarctica, the change of SAL presented a decreasing trend before 2001 and transformed into an increasing trend afterward, especially in the east of the Antarctic Peninsula.<\/jats:p>","DOI":"10.3390\/rs11070821","type":"journal-article","created":{"date-parts":[[2019,4,5]],"date-time":"2019-04-05T11:36:01Z","timestamp":1554464161000},"page":"821","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["The Characteristics of Surface Albedo Change Trends over the Antarctic Sea Ice Region during Recent Decades"],"prefix":"10.3390","volume":"11","author":[{"given":"Chunxia","family":"Zhou","sequence":"first","affiliation":[{"name":"Chinese Antarctic Center of Surveying and Mapping, Wuhan University, Wuhan 430079, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3698-0536","authenticated-orcid":false,"given":"Teng","family":"Zhang","sequence":"additional","affiliation":[{"name":"Chinese Antarctic Center of Surveying and Mapping, Wuhan University, Wuhan 430079, China"}]},{"given":"Lei","family":"Zheng","sequence":"additional","affiliation":[{"name":"Chinese Antarctic Center of Surveying and Mapping, Wuhan University, Wuhan 430079, China"}]}],"member":"1968","published-online":{"date-parts":[[2019,4,5]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Bracegirdle, T.J., Connolley, W.M., and Turner, J. (2008). Antarctic climate change over the twenty first century. J. Geophys. Res. Atmos., 113.","DOI":"10.1029\/2007JD008933"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"290","DOI":"10.1038\/ngeo2675","article-title":"Impacts of warm water on Antarctic ice shelf stability through basal channel formation","volume":"9","author":"Alley","year":"2016","journal-title":"Nat. Geosci."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1543","DOI":"10.1175\/JCLI-D-14-00367.1","article-title":"New perspectives on observed and simulated Antarctic sea ice extent trends using optimal fingerprinting techniques","volume":"28","author":"Hobbs","year":"2015","journal-title":"J. Clim."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1002\/joc.1130","article-title":"Antarctic climate change during the last 50 years","volume":"25","author":"Turner","year":"2005","journal-title":"Int. J. Climatol."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1038\/nature18645","article-title":"Absence of 21st century warming on Antarctic peninsula consistent with natural variability","volume":"535","author":"Turner","year":"2016","journal-title":"Nature"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"358","DOI":"10.1038\/535358a","article-title":"Climate science cooling in the Antarctic","volume":"535","author":"Steig","year":"2016","journal-title":"Nature"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"590","DOI":"10.1038\/ngeo2751","article-title":"Antarctic sea-ice expansion between 2000 and 2014 driven by tropical pacific decadal climate variability","volume":"9","author":"Meehl","year":"2016","journal-title":"Nat. Geosci."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"7165","DOI":"10.1029\/2018GL079109","article-title":"Regional trends in weather systems help explain Antarctic sea ice trends","volume":"45","author":"Schemm","year":"2018","journal-title":"Geophys. Res. Lett."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Jena, B., Kumar, A., Ravichandran, M., and Kern, S. (2018). Mechanism of sea-ice expansion in the Indian ocean sector of Antarctica: Insights from satellite observation and model reanalysis. PLoS ONE, 13.","DOI":"10.1371\/journal.pone.0203222"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"371","DOI":"10.1177\/030913339602000401","article-title":"The role of Antarctic sea ice in global climate change","volume":"20","author":"Hanna","year":"1996","journal-title":"Prog. Phys. Geogr."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"9-1","DOI":"10.1029\/2000JC000733","article-title":"Variability of Antarctic sea ice 1979\u20131998","volume":"107","author":"Zwally","year":"2002","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1206","DOI":"10.1175\/JCLI-D-14-00313.1","article-title":"Antarctic ocean and sea ice response to ozone depletion: A two-time-scale problem","volume":"28","author":"Ferreira","year":"2015","journal-title":"J. Clim."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"917","DOI":"10.1038\/nclimate3103","article-title":"Assessing recent trends in high-latitude southern hemisphere surface climate","volume":"6","author":"Jones","year":"2016","journal-title":"Nat. Clim. Chang."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Turner, J., Hosking, J.S., Bracegirdle, T.J., Marshall, G.J., and Phillips, T. (2015). Recent changes in Antarctic sea ice. Philos. Trans. R. Soc. A Math. Phys. Eng. Sci., 373.","DOI":"10.1098\/rsta.2014.0163"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1002\/2016RG000532","article-title":"Atmosphere-ocean-ice interactions in the Amundsen Sea embayment, West Antarctica","volume":"55","author":"Turner","year":"2017","journal-title":"Rev. Geophys."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"6868","DOI":"10.1002\/2017GL073656","article-title":"Unprecedented springtime retreat of Antarctic sea ice in 2016","volume":"44","author":"Turner","year":"2017","journal-title":"Geophys. Res. Lett."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"084020","DOI":"10.1088\/1748-9326\/aad624","article-title":"An ocean-sea ice model study of the unprecedented Antarctic sea ice minimum in 2016","volume":"13","author":"Kusahara","year":"2018","journal-title":"Environ. Res. Lett."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1175\/1520-0442(1995)008<0240:SIACFM>2.0.CO;2","article-title":"Sea-ice albedo climate feedback mechanism","volume":"8","author":"Curry","year":"1995","journal-title":"J. Clim."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1550","DOI":"10.1175\/1520-0442(2004)017<1550:TROSAF>2.0.CO;2","article-title":"The role of surface albedo feedback in climate","volume":"17","author":"Hall","year":"2004","journal-title":"J. Clim."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"2111","DOI":"10.5194\/tc-11-2111-2017","article-title":"Brief communication: Increasing shortwave absorption over the Arctic ocean is not balanced by trends in the Antarctic","volume":"11","author":"Katlein","year":"2017","journal-title":"Cryosphere"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"7566","DOI":"10.1080\/01431161.2017.1363440","article-title":"Antarctica, 1979\u20132016 sea ice extent: Total versus regional trends, anomalies, and correlation with climatological variables","volume":"38","author":"Maier","year":"2017","journal-title":"Int. J. Remote Sens."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5194\/tc-13-1-2019","article-title":"Definition differences and internal variability affect the simulated Arctic sea ice melt season","volume":"13","author":"Smith","year":"2019","journal-title":"Cryosphere"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1038\/s41558-018-0350-3","article-title":"Natural variability of southern ocean convection as a driver of observed climate trends","volume":"9","author":"Zhang","year":"2019","journal-title":"Nat. Clim. Chang."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"871","DOI":"10.5194\/tc-6-871-2012","article-title":"Antarctic sea ice variability and trends, 1979\u20132010","volume":"6","author":"Parkinson","year":"2012","journal-title":"Cryosphere"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"2391","DOI":"10.1007\/s00382-015-2708-9","article-title":"Antarctic sea ice increase consistent with intrinsic variability of the Amundsen Sea Low","volume":"46","author":"Turner","year":"2016","journal-title":"Clim. Dyn."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Laine, V. (2004). Arctic sea ice regional albedo variability and trends, 1982\u20131998. J. Geophys. Res. Ocean., 109.","DOI":"10.1029\/2003JC001818"},{"key":"ref_27","doi-asserted-by":"crossref","unstructured":"Pirazzini, R. (2004). Surface albedo measurements over Antarctic sites in summer. J. Geophys. Res. Atmos., 109.","DOI":"10.1029\/2004JD004617"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"479","DOI":"10.5194\/tc-6-479-2012","article-title":"Albedo of the ice covered Weddell and Bellingshausen Seas","volume":"6","author":"Weiss","year":"2012","journal-title":"Cryosphere"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"654","DOI":"10.1175\/1520-0493(2004)132<0654:ASOTAS>2.0.CO;2","article-title":"A study of the Antarctic surface energy budget using a polar regional atmospheric model forced with satellite-derived cloud properties","volume":"132","author":"Pavolonis","year":"2004","journal-title":"Mon. Weather Rev."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"183","DOI":"10.3189\/2014JoG13J094","article-title":"Albedo variations and the impact of clouds on glaciers in the chilean semi-arid andes","volume":"60","author":"Abermann","year":"2014","journal-title":"J. Glaciol."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1639","DOI":"10.1007\/s00382-017-3974-5","article-title":"An energy balance model exploration of the impacts of interactions between surface albedo, cloud cover and water vapor on polar amplification","volume":"51","author":"Sodergren","year":"2018","journal-title":"Clim. Dyn."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"12489","DOI":"10.1029\/2001JD900069","article-title":"Estimating the cloudy-sky albedo of sea ice and snow from space","volume":"106","author":"Key","year":"2001","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Zhou, X., Li, S., Morris, K., and Jeffries, M.O. (2007). Albedo of summer snow on sea ice, Ross Sea, Antarctica. J. Geophys. Res. Atmos., 112.","DOI":"10.1029\/2006JD007907"},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Wang, X., and Zender, C.S. (2011). Arctic and Antarctic diurnal and seasonal variations of snow albedo from multiyear baseline surface radiation network measurements. J. Geophys. Res. Earth Surf., 116.","DOI":"10.1029\/2010JF001864"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Munneke, P.K., van den Broeke, M.R., Lenaerts, J.T.M., Flanner, M.G., Gardner, A.S., and van de Berg, W.J. (2011). A new albedo parameterization for use in climate models over the Antarctic ice sheet. J. Geophys. Res. Atmos., 116.","DOI":"10.1029\/2010JD015113"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1002\/joc.1373","article-title":"Evaluation of snow\/ice albedo parameterizations and their impacts on sea ice simulations","volume":"27","author":"Liu","year":"2007","journal-title":"Int. J. Climatol."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"3606","DOI":"10.1175\/JCLI3489.1","article-title":"Surface albedo of the Antarctic sea ice zone","volume":"18","author":"Brandt","year":"2005","journal-title":"J. Clim."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"646","DOI":"10.1016\/j.rse.2007.06.005","article-title":"Antarctic ice sheet and sea ice regional albedo and temperature change, 1981\u20132000, from AVHRR polar pathfinder data","volume":"112","author":"Laine","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"064001","DOI":"10.1088\/1748-9326\/10\/6\/064001","article-title":"Spring-summer albedo variations of Antarctic sea ice from 1982 to 2009","volume":"10","author":"Shao","year":"2015","journal-title":"Environ. Res. Lett."},{"key":"ref_40","unstructured":"Bostater, C.R., Neyt, X., Nichol, C., and Aldred, O. (2016, January 26\u201327). Analysis on long-term variability of sea ice albedo and its relationship with sea ice concentration over Antarctica. Proceedings of the Remote Sensing of the Ocean, Sea Ice, Coastal Waters, and Large Water Regions, Edinburgh, Scotland."},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Seo, M., Kim, H.-C., Huh, M., Yeom, J.-M., Lee, C.S., Lee, K.-S., Choi, S., and Han, K.-S. (2016). Long-term variability of surface albedo and its correlation with climatic variables over Antarctica. Remote Sens., 8.","DOI":"10.3390\/rs8120981"},{"key":"ref_42","first-page":"1132","article-title":"The regional features of temperature variation trends over china by empirical mode decomposition method","volume":"62","author":"Xian","year":"2007","journal-title":"Acta Geogr. Sin."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Comiso, J.C., Kwok, R., Martin, S., and Gordon, A.L. (2011). Variability and trends in sea ice extent and ice production in the Ross Sea. J. Geophys. Res. Ocean., 116.","DOI":"10.1029\/2010JC006391"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"1444891","DOI":"10.1080\/17518369.2018.1444891","article-title":"Multi-temporal variation of the Ross Sea polynya in response to climate forcings","volume":"37","author":"Park","year":"2018","journal-title":"Polar Res."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"044043","DOI":"10.1088\/1748-9326\/8\/4\/044043","article-title":"Greenland surface albedo changes in July 1981\u20132012 from satellite observations","volume":"8","author":"He","year":"2013","journal-title":"Environ. Res. Lett."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1175\/JTECH-D-11-00050.1","article-title":"Multiscale analysis of Antarctic surface temperature series by empirical mode decomposition","volume":"30","author":"Autret","year":"2013","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"903","DOI":"10.1098\/rspa.1998.0193","article-title":"The empirical mode decomposition and the hilbert spectrum for nonlinear and non-stationary time series analysis","volume":"454","author":"Huang","year":"1998","journal-title":"Proc. R. Soc. A Math. Phys. Eng. Sci."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"1597","DOI":"10.1098\/rspa.2003.1221","article-title":"A study of the characteristics of white noise using the empirical mode decomposition method","volume":"460","author":"Wu","year":"2004","journal-title":"Proc. R. Soc. A Math. Phys. Eng. Sci."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"2355","DOI":"10.1007\/s00382-011-1143-9","article-title":"Sea ice trends in the Antarctic and their relationship to surface air temperature during 1979\u20132009","volume":"38","author":"Shu","year":"2012","journal-title":"Clim. Dyn."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1070","DOI":"10.1002\/joc.3490","article-title":"Significant reduction of cold temperature extremes at Faraday\/Vernadsky station in the Antarctic peninsula","volume":"33","author":"Franzke","year":"2013","journal-title":"Int. J. Climatol."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"369","DOI":"10.1017\/S0954102016000729","article-title":"Tide gauge observations in Antarctica (1958\u20132014) and recent ice loss","volume":"29","author":"Galassi","year":"2017","journal-title":"Antarct. Sci."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"726","DOI":"10.1016\/j.jhydrol.2017.12.069","article-title":"Identification of relationships between climate indices and long-term precipitation in south Korea using ensemble empirical mode decomposition","volume":"557","author":"Kim","year":"2018","journal-title":"J. Hydrol."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"136","DOI":"10.1016\/j.geoderma.2018.05.035","article-title":"Soil moisture forecasting by a hybrid machine learning technique: Elm integrated with ensemble empirical mode decomposition","volume":"330","author":"Prasad","year":"2018","journal-title":"Geoderma"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"778","DOI":"10.1016\/j.apenergy.2018.12.034","article-title":"Designing a multi-stage multivariate empirical mode decomposition coupled with ant colony optimization and random forest model to forecast monthly solar radiation","volume":"236","author":"Prasad","year":"2019","journal-title":"Appl. Energy"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"4230","DOI":"10.1002\/2014GL060172","article-title":"The seasonality of Antarctic sea ice trends","volume":"41","author":"Holland","year":"2014","journal-title":"Geophys. Res. Lett."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"895","DOI":"10.1038\/nclimate1963","article-title":"Observed changes in the albedo of the Arctic sea-ice zone for the period 1982\u20132009","volume":"3","author":"Riihela","year":"2013","journal-title":"Nat. Clim. Chang."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"4214","DOI":"10.1016\/j.rse.2008.07.006","article-title":"The landsat image mosaic of Antarctica","volume":"112","author":"Bindschadler","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1175\/JAM-2188.1","article-title":"NWCSAF AVHRR cloud detection and analysis using dynamic thresholds and radiative transfer modeling. Part I: Algorithm description","volume":"44","author":"Dybbroe","year":"2005","journal-title":"J. Appl. Meteorol."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"5809","DOI":"10.5194\/acp-17-5809-2017","article-title":"CLARA-A2: The second edition of the CM SAF cloud and radiation data record from 34 years of global AVHRR data","volume":"17","author":"Karlsson","year":"2017","journal-title":"Atmos. Chem. Phys."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"5351","DOI":"10.5194\/acp-13-5351-2013","article-title":"CLARA-A1: A cloud, albedo, and radiation dataset from 28 yr of global AVHRR data","volume":"13","author":"Karlsson","year":"2013","journal-title":"Atmos. Chem. Phys."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/j.rse.2006.03.002","article-title":"Reflectance quantities in optical remote sensing-definitions and case studies","volume":"103","author":"Schaepman","year":"2006","journal-title":"Remote Sens. Environ."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1175\/JAM-2189.1","article-title":"NWCSAF AVHRR cloud detection and analysis using dynamic thresholds and radiative transfer modeling. Part ii: Tuning and validation","volume":"44","author":"Dybbroe","year":"2005","journal-title":"J. Appl. Meteorol."},{"key":"ref_63","first-page":"221","article-title":"The albedo of Arctic leads in summer","volume":"Volume 33","author":"Jeffries","year":"2001","journal-title":"Proceedings of the International-Glaciological-Society Symposium on Sea Ice and Its Interactions with the Ocean, Atmosphere and Biosphere"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"1104","DOI":"10.1126\/science.278.5340.1104","article-title":"Observed hemispheric asymmetry in global sea ice changes","volume":"278","author":"Cavalieri","year":"1997","journal-title":"Science"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"15803","DOI":"10.1029\/1999JC900081","article-title":"Deriving long-term time series of sea ice cover from satellite passive-microwave multisensor data sets","volume":"104","author":"Cavalieri","year":"1999","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_66","unstructured":"Comiso, J.C. (2017). Bootstrap Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM\/I-SSMIS, Version 3, NASA National Snow and Ice Data Center Distributed Active Archive Center."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1016\/S0034-4257(96)00220-9","article-title":"Passive microwave algorithms for sea ice concentration: A comparison of two techniques","volume":"60","author":"Comiso","year":"1997","journal-title":"Remote Sens. Environ."},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Cavalieri, D.J., Parkinson, C.L., and Vinnikov, K.Y. (2003). 30-year satellite record reveals contrasting Arctic and Antarctic decadal sea ice variability. Geophys. Res. Lett., 30.","DOI":"10.1029\/2003GL018031"},{"key":"ref_69","first-page":"553","article-title":"Detection of temperature and sea-ice-extent changes in the Antarctic and southern ocean, 1949\u20131996","volume":"Volume 27","author":"Budd","year":"1998","journal-title":"Proceedings of the International Symposium on Antarctica and Global Change\u2014Interactions and Impacts"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"459","DOI":"10.1038\/nature07669","article-title":"Warming of the Antarctic ice-sheet surface since the 1957 international geophysical year","volume":"457","author":"Steig","year":"2009","journal-title":"Nature"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"302","DOI":"10.1016\/S0034-4257(97)89497-7","article-title":"High-latitude surface temperature estimates from thermal satellite data","volume":"61","author":"Key","year":"1997","journal-title":"Remote Sens. Environ."},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Key, J., Wang, X., Liu, Y., Dworak, R., and Letterly, A. (2016). The AVHRR polar pathfinder climate data records. Remote Sens., 8.","DOI":"10.3390\/rs8030167"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"4829","DOI":"10.1002\/2016JD026443","article-title":"An intercomparison and validation of satellite-based surface radiative energy flux estimates over the Arctic","volume":"122","author":"Riihela","year":"2017","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"3229","DOI":"10.1002\/joc.4202","article-title":"The regional features of temperature variation trends over xinjiang in china by the ensemble empirical mode decomposition method","volume":"35","author":"Bai","year":"2015","journal-title":"Int. J. Climatol."},{"key":"ref_75","first-page":"654","article-title":"Inference in a simple change-point model","volume":"31","author":"Chen","year":"1988","journal-title":"Sci. Sin. Ser. A Math. Phys. Astron. Tech. Sci."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"323","DOI":"10.1016\/S0167-9473(00)00068-2","article-title":"Fitting multiple change-point models to data","volume":"37","author":"Hawkins","year":"2001","journal-title":"Comput. Stat. Data Anal."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"6151","DOI":"10.1175\/JCLI-D-16-0644.1","article-title":"West Antarctic ice sheet cloud cover and surface radiation budget from NASA A-Train satellites","volume":"30","author":"Scott","year":"2017","journal-title":"J. Clim."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"1134","DOI":"10.1016\/j.scitotenv.2019.02.264","article-title":"Analysis of the temporal-spatial changes in surface radiation budget over the Antarctic sea ice region","volume":"666","author":"Zhang","year":"2019","journal-title":"Sci. Total Environ."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"3643","DOI":"10.1002\/grl.50715","article-title":"Observed variations in multidecadal Antarctic sea ice trends during 1979\u20132012","volume":"40","author":"Simpkins","year":"2013","journal-title":"Geophys. Res. Lett."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"2419","DOI":"10.1002\/2014GL059239","article-title":"Recent Antarctic sea ice trends in the context of southern ocean surface climate variations since 1950","volume":"41","author":"Fan","year":"2014","journal-title":"Geophys. Res. Lett."},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"Stammerjohn, S.E., Maksym, T., Massom, R.A., Lowry, K.E., Arrigo, K.R., Yuan, X., Raphael, M., Randall-Goodwin, E., Sherrell, R.M., and Yager, P.L. (2015). Seasonal sea ice changes in the Amundsen Sea, Antarctica, over the period of 1979\u20132014. Elem. Sci. Anthr., 3.","DOI":"10.12952\/journal.elementa.000055"},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1038\/nclimate2106","article-title":"Recent intensification of wind-driven circulation in the Pacific and the ongoing warming hiatus","volume":"4","author":"England","year":"2014","journal-title":"Nat. Clim. Chang."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"228","DOI":"10.1016\/j.gloplacha.2016.06.008","article-title":"A review of recent changes in southern ocean sea ice, their drivers and forcings","volume":"143","author":"Hobbs","year":"2016","journal-title":"Glob. Planet. Chang."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1038\/nature12534","article-title":"Recent global-warming hiatus tied to equatorial Pacific surface cooling","volume":"501","author":"Kosaka","year":"2013","journal-title":"Nature"},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1007\/s00382-011-1044-y","article-title":"Climate links and recent extremes in Antarctic sea ice, high-latitude cyclones, Southern Annular Mode and ENSO","volume":"38","author":"Pezza","year":"2012","journal-title":"Clim. Dyn."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1038\/s41586-018-0179-y","article-title":"Mass balance of the Antarctic ice sheet from 1992 to 2017","volume":"558","author":"Shepherd","year":"2018","journal-title":"Nature"},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"3489","DOI":"10.1029\/2017JC013672","article-title":"The inferred formation of a subice platelet layer below the multiyear landfast sea ice in the Wandel Sea (NE Greenland) induced by meltwater drainage","volume":"123","author":"Kirillov","year":"2018","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"827","DOI":"10.1175\/1520-0450(2003)042<0827:ACRFAT>2.0.CO;2","article-title":"Antarctic cloud radiative forcing at the surface estimated from the AVHRR polar pathfinder and ISCCP D1 datasets, 1985\u20131993","volume":"42","author":"Pavolonis","year":"2003","journal-title":"J. Appl. Meteorol."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"1643","DOI":"10.1007\/s00382-010-0937-5","article-title":"A transitioning Arctic surface energy budget: The impacts of solar zenith angle, surface albedo and cloud radiative forcing","volume":"37","author":"Sedlar","year":"2011","journal-title":"Clim. Dyn."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"2357","DOI":"10.5194\/tc-9-2357-2015","article-title":"Measurements and modelling of snow particle size and shortwave infrared albedo over a melting Antarctic ice sheet","volume":"9","author":"Pirazzini","year":"2015","journal-title":"Cryosphere"},{"key":"ref_91","doi-asserted-by":"crossref","unstructured":"Stammerjohn, S., Massom, R., Rind, D., and Martinson, D. (2012). Regions of rapid sea ice change: An inter-hemispheric seasonal comparison. Geophys. Res. Lett., 39.","DOI":"10.1029\/2012GL050874"},{"key":"ref_92","doi-asserted-by":"crossref","unstructured":"Cavalieri, D.J., and Parkinson, C.L. (2008). Antarctic sea ice variability and trends, 1979\u20132006. J. Geophys. Res. Ocean., 113.","DOI":"10.1029\/2007JC004564"},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"872","DOI":"10.1038\/ngeo1627","article-title":"Wind-driven trends in Antarctic sea-ice drift","volume":"5","author":"Holland","year":"2012","journal-title":"Nat. Geosci."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"210","DOI":"10.1016\/j.scitotenv.2016.12.030","article-title":"Recent regional climate cooling on the Antarctic peninsula and associated impacts on the cryosphere","volume":"580","author":"Oliva","year":"2017","journal-title":"Sci. Total Environ."},{"key":"ref_95","doi-asserted-by":"crossref","unstructured":"Comiso, J.C., and Nishio, F. (2008). Trends in the sea ice cover using enhanced and compatible AMSR-E, SSM\/I, and SMMR data. J. Geophys. Res. Ocean., 113.","DOI":"10.1029\/2007JC004257"},{"key":"ref_96","doi-asserted-by":"crossref","unstructured":"Kwok, R., and Comiso, J.C. (2002). Spatial patterns of variability in antarctic surface temperature: Connections to the southern hemisphere annular mode and the southern oscillation. Geophys. Res. Lett., 29.","DOI":"10.1029\/2002GL015415"},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"453","DOI":"10.5194\/tc-8-453-2014","article-title":"Decadal trends in the Antarctic sea ice extent ultimately controlled by ice-ocean feedback","volume":"8","author":"Goosse","year":"2014","journal-title":"Cryosphere"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"360","DOI":"10.1038\/nclimate1229","article-title":"Model-based evidence of deep-ocean heat uptake during surface-temperature hiatus periods","volume":"1","author":"Meehl","year":"2011","journal-title":"Nat. Clim. Chang."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"5470","DOI":"10.1002\/2016JC011831","article-title":"Changes in summer sea ice, albedo, and portioning of surface solar radiation in the Pacific sector of Arctic ocean during 1982\u20132009","volume":"121","author":"Lei","year":"2016","journal-title":"J. Geophys. Res. Ocean."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/11\/7\/821\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T12:43:11Z","timestamp":1760186591000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/11\/7\/821"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,4,5]]},"references-count":99,"journal-issue":{"issue":"7","published-online":{"date-parts":[[2019,4]]}},"alternative-id":["rs11070821"],"URL":"https:\/\/doi.org\/10.3390\/rs11070821","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2019,4,5]]}}}