{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T18:29:46Z","timestamp":1773080986668,"version":"3.50.1"},"reference-count":82,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2022,5,24]],"date-time":"2022-05-24T00:00:00Z","timestamp":1653350400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Korea Polar Research Institute","award":["PE22040"],"award-info":[{"award-number":["PE22040"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Rapid warming of the Arctic has resulted in widespread sea ice loss. Sea ice radiative forcing (SIRF) is the instantaneous perturbation of Earth\u2019s radiation at the top of the atmosphere (TOA) caused by sea ice. Previous studies focused only on the role of albedo on SIRF. Skin temperature is also closely related to sea ice changes and is one of the main factors in Arctic amplification. In this study, we estimated SIRF considering both surface albedo and skin temperature using radiative kernels. The annual average net-SIRF, which consists of the sum of albedo-SIRF and temperature-SIRF, was calculated as \u221254.57 \u00b1 3.84 W\/m2 for the period 1982\u20132015. In the net-SIRF calculation, albedo-SIRF and temperature-SIRF made similar contributions. However, the albedo-SIRF changed over the study period by 0.12 \u00b1 0.07 W\/m2 per year, while the temperature-SIRF changed by 0.22 \u00b1 0.07 W\/m2 per year. The SIRFs for each factor had different patterns depending on the season and region. In summer, rapid changes in the albedo-SIRF occurred in the Kara and Barents regions. In winter, only a temperature-SIRF was observed, and there was little difference between regions compared to the variations in albedo-SIRF. Based on the results of the study, it was concluded that the overall temperature-SIRF is changing more rapidly than the albedo-SIRF. This study indicates that skin temperatures may have a greater impact on the Arctic than albedo in terms of sea ice surface changes.<\/jats:p>","DOI":"10.3390\/rs14112512","type":"journal-article","created":{"date-parts":[[2022,5,25]],"date-time":"2022-05-25T00:14:14Z","timestamp":1653437654000},"page":"2512","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Evaluation of Sea Ice Radiative Forcing according to Surface Albedo and Skin Temperature over the Arctic from 1982\u20132015"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9371-8104","authenticated-orcid":false,"given":"Noh-Hun","family":"Seong","sequence":"first","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information System Engineering), Pukyong National University, 45, Yongso-ro, Nam-gu, Busan 48513, Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6831-9291","authenticated-orcid":false,"given":"Hyun-Cheol","family":"Kim","sequence":"additional","affiliation":[{"name":"Center of Remote Sensing & GIS, Korea Polar Research Institute, Incheon 21990, Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3469-6563","authenticated-orcid":false,"given":"Sungwon","family":"Choi","sequence":"additional","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information System Engineering), Pukyong National University, 45, Yongso-ro, Nam-gu, Busan 48513, Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5449-8252","authenticated-orcid":false,"given":"Donghyun","family":"Jin","sequence":"additional","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information System Engineering), Pukyong National University, 45, Yongso-ro, Nam-gu, Busan 48513, Korea"}]},{"given":"Daeseong","family":"Jung","sequence":"additional","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information System Engineering), Pukyong National University, 45, Yongso-ro, Nam-gu, Busan 48513, Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4164-1165","authenticated-orcid":false,"given":"Suyoung","family":"Sim","sequence":"additional","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information System Engineering), Pukyong National University, 45, Yongso-ro, Nam-gu, Busan 48513, Korea"}]},{"given":"Jongho","family":"Woo","sequence":"additional","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information System Engineering), Pukyong National University, 45, Yongso-ro, Nam-gu, Busan 48513, Korea"}]},{"given":"Nayeon","family":"Kim","sequence":"additional","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information System Engineering), Pukyong National University, 45, Yongso-ro, Nam-gu, Busan 48513, Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8413-6930","authenticated-orcid":false,"given":"Minji","family":"Seo","sequence":"additional","affiliation":[{"name":"Center of Remote Sensing & GIS, Korea Polar Research Institute, Incheon 21990, Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7639-5729","authenticated-orcid":false,"given":"Kyeong-Sang","family":"Lee","sequence":"additional","affiliation":[{"name":"Korea Institute of Ocean Science and Technology, Korea Ocean Satellite Center, Busan 49111, Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5031-0256","authenticated-orcid":false,"given":"Kyung-Soo","family":"Han","sequence":"additional","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information System Engineering), Pukyong National University, 45, Yongso-ro, Nam-gu, Busan 48513, Korea"}]}],"member":"1968","published-online":{"date-parts":[[2022,5,24]]},"reference":[{"key":"ref_1","unstructured":"GCOS (2022, April 26). Snow: Essential Climate Variable (ECV) Factsheet. Available online: https:\/\/gcos.wmo.int\/en\/essential-climate-variables\/sea-ice\/."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"15919","DOI":"10.1029\/JD093iD12p15919","article-title":"A coupled energy balance climate-sea ice model: Impact of sea ice and leads on climate","volume":"93","author":"Ledley","year":"1988","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1175\/1520-0469(1975)032<0003:TEODTC>2.0.CO;2","article-title":"The Effects of Doubling the CO2 Concentration on the climate of a General Circulation Model","volume":"32","author":"Manabe","year":"1975","journal-title":"J. Atmos. Sci."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"11","DOI":"10.5194\/tc-3-11-2009","article-title":"The emergence of surface-based arctic amplification","volume":"3","author":"Serreze","year":"2009","journal-title":"Cryosphere"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1334","DOI":"10.1038\/nature09051","article-title":"The central role of diminishing sea ice in recent arctic temperature amplification","volume":"464","author":"Screen","year":"2010","journal-title":"Nature"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"1935","DOI":"10.1002\/qj.2297","article-title":"Coverage bias in the HadCRUT4 temperature series and its impact on recent temperature trends","volume":"140","author":"Cowtan","year":"2014","journal-title":"Q. J. R. Meteorol. Soc."},{"key":"ref_7","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_8","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1038\/360573a0","article-title":"Deriving Global Climate Sensitivity from Paleoclimate Reconstructions","volume":"360","author":"Hoffert","year":"1992","journal-title":"Nature"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1779","DOI":"10.1016\/j.quascirev.2010.02.008","article-title":"Arctic amplification: Can the past constrain the future?","volume":"29","author":"Miller","year":"2010","journal-title":"Quat. Sci. Rev."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"3888","DOI":"10.1175\/2010JCLI3297.1","article-title":"Role of polar amplification in long-term surface air temperature variations and modern Arctic warming","volume":"23","author":"Bekryaev","year":"2010","journal-title":"J. Clim."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"19219","DOI":"10.1038\/srep19219","article-title":"Evidence of high-elevation amplification versus Arctic amplification","volume":"6","author":"Wang","year":"2016","journal-title":"Sci. Rep."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"Si-S306","DOI":"10.1175\/2019BAMSStateoftheClimate.1","article-title":"State of the Climate in 2018","volume":"100","author":"Blunden","year":"2019","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_13","unstructured":"IPCC (2013). Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"8047","DOI":"10.1175\/JCLI-D-19-0990.1","article-title":"The arctic surface climate in CMIP6: Status and developments since CMIP5","volume":"33","author":"Davy","year":"2020","journal-title":"J. Clim."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1109\/TGRS.2006.886176","article-title":"Target Scattering Decomposition in Terms of Roll-Invariant Target Parameters","volume":"45","author":"Touzi","year":"2007","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"3213","DOI":"10.1109\/JSTARS.2017.2681719","article-title":"Scattering Mechanism Based Snow Cover Mapping Using RADARSAT-2 C-Band Polarimetric SAR Data","volume":"10","author":"Muhuri","year":"2017","journal-title":"IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"3497","DOI":"10.1109\/JSTARS.2015.2420683","article-title":"Modifying the Yamaguchi Four-Component Decomposition Scattering Powers Using a Stochastic Distance","volume":"8","author":"Bhattacharya","year":"2015","journal-title":"IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens."},{"key":"ref_18","unstructured":"(2022, April 26). Nature, Arctic Sea Ice Hits 2021 Minimum. Available online: https:\/\/www.nature.com\/articles\/d41586-021-02649-6."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Peng, G., Matthews, J.L., Wang, M., Vose, R., and Sun, L. (2020). What Do Global Climate Models Tell Us about Future Arctic Sea Ice Coverage Changes?. Climate, 8.","DOI":"10.3390\/cli8010015"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"4435","DOI":"10.1175\/JCLI-D-20-0558.1","article-title":"The Role of Atmospheric Feedbacks in Abrupt Winter Arctic Sea Ice Loss in Future Warming Scenarios","volume":"34","author":"Hankel","year":"2021","journal-title":"J. Clim."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"113","DOI":"10.5194\/tc-13-113-2019","article-title":"Past and future interannual variability in Arctic sea ice in coupled climate models","volume":"13","author":"Mioduszewski","year":"2019","journal-title":"Cryosphere"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"CMIP (2020). Arctic Sea Ice in CMIP6. Geophys. Res. Lett., 47, e2019GL086749.","DOI":"10.1029\/2019GL086749"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"103001","DOI":"10.1088\/1748-9326\/aade56","article-title":"Changing state of Arctic sea ice across all seasons","volume":"13","author":"Stroeve","year":"2018","journal-title":"Environ. Res. Lett."},{"key":"ref_24","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_25","doi-asserted-by":"crossref","first-page":"3445","DOI":"10.1175\/JCLI3819.1","article-title":"How well do we understand and evaluate climate change feedback processes?","volume":"191","author":"Bony","year":"2006","journal-title":"J. Clim."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"1919","DOI":"10.1038\/s41467-018-04173-0","article-title":"Quantifying climate feedbacks in polar regions","volume":"9","author":"Goosse","year":"2018","journal-title":"Nat. Commun."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"972","DOI":"10.1038\/s41558-019-0619-1","article-title":"An emergent constraint on future Arctic sea-ice albedo feedback","volume":"9","author":"Thackeray","year":"2019","journal-title":"Nat. Clim. Change"},{"key":"ref_28","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_29","doi-asserted-by":"crossref","first-page":"1248","DOI":"10.1175\/JCLI-D-14-00389.1","article-title":"Assessment of sea ice albedo radiative forcing and feedback over the Northern Hemisphere from 1982 to 2009 using satellite and reanalysis data","volume":"28","author":"Cao","year":"2015","journal-title":"J. Clim."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Xiao, L., Che, T., Chen, L., Xie, H., and Dai, L. (2017). Quantifying Snow Albedo Radiative Forcing and Its Feedback during 2003\u20132016. Remote Sens., 9.","DOI":"10.3390\/rs9090883"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"084002","DOI":"10.1088\/1748-9326\/11\/8\/084002","article-title":"Satellite observed changes in the Northern Hemisphere snow cover phenology and the associated radiative forcing and feedback between 1982 and 2013","volume":"11","author":"Chen","year":"2016","journal-title":"Environ. Res. Lett."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Chen, X., Yang, Y., and Yin, C. (2021). Contribution of Changes in Snow Cover Extent to Shortwave Radiation Perturbations at the Top of the Atmosphere over the Northern Hemisphere during 2000\u20132019. Remote Sens., 13.","DOI":"10.3390\/rs13234938"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"16820","DOI":"10.1038\/srep16820","article-title":"Observed contrast changes in snow cover phenology in northern middle and high latitudes from 2001\u20132014","volume":"5","author":"Chen","year":"2015","journal-title":"Sci. Rep."},{"key":"ref_34","first-page":"384","article-title":"Evaluation of Four Reanalysis Surface Albedo Data Sets in Arctic Using a Satellite Product","volume":"13","author":"Cao","year":"2016","journal-title":"IEEE Geosci. Remote Sens. Lett."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"3322","DOI":"10.1073\/pnas.1318201111","article-title":"Observational determination of albedo decrease caused by vanishing Arctic sea ice","volume":"111","author":"Pistone","year":"2014","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"100617","DOI":"10.1016\/j.polar.2020.100617","article-title":"Arctic sea ice and snow cover albedo variability and trends during the last three decades","volume":"28","author":"Marcianesi","year":"2021","journal-title":"Polar Sci."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"2558","DOI":"10.1175\/JCLI3438.1","article-title":"Arctic surface, cloud, and radiation properties based on the AVHRR polar pathfinder data set. Part I: Spatial and temporal characteristics","volume":"18","author":"Wang","year":"2005","journal-title":"J. Clim."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"2269","DOI":"10.1175\/2007JCLI2044.1","article-title":"Using the radiative kernel technique to calculate climate feedbacks in NCAR\u2019s community atmospheric model","volume":"21","author":"Shell","year":"2008","journal-title":"J. Clim."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1029\/2010GL045022","article-title":"Contribution of sea ice loss to Arctic amplification","volume":"37","author":"Kumar","year":"2010","journal-title":"Geophys. Res. Lett."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1016\/j.gloplacha.2011.03.004","article-title":"Processes and impacts of Arctic amplification: A research synthesis","volume":"77","author":"Serreze","year":"2011","journal-title":"Global Planet. Change"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"4618","DOI":"10.1038\/s41598-017-04573-0","article-title":"The Arctic-Subarctic sea ice system is entering a seasonal regime: Implications for future Arctic amplification","volume":"7","author":"Haine","year":"2017","journal-title":"Sci. Rep."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1007\/s00382-008-0479-2","article-title":"A more accurate scheme for calculating Earth\u2019s skin temperature","volume":"32","author":"Tsuang","year":"2009","journal-title":"Clim. Dyn."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1038\/ngeo2071","article-title":"Arctic amplification dominated by temperature feedbacks in contemporary cliamte models","volume":"7","author":"Pithan","year":"2014","journal-title":"Nat. Geosci."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"317","DOI":"10.5194\/essd-10-317-2018","article-title":"Surface and Top-of-Atmosphere Radiative Feedback Kernels for CESM-CAM5","volume":"10","author":"Pendergrass","year":"2018","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"12023","DOI":"10.1029\/2018GL079826","article-title":"Understanding Rapid Adjustments to Diverse Forcing Agents","volume":"45","author":"Smith","year":"2018","journal-title":"Geophys. Res. Lett."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"2157","DOI":"10.5194\/essd-12-2157-2020","article-title":"The HadGEM3-GA7. 1 radiative kernel: The importance of a well-resolved stratosphere","volume":"12","author":"Smith","year":"2020","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"3504","DOI":"10.1175\/2007JCLI2110.1","article-title":"Quantifying climate feedbacks using radia-tive kernels","volume":"21","author":"Soden","year":"2008","journal-title":"J. Clim."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1002\/jame.20015","article-title":"Atmospheric component of the MPI-M earth system model: ECHAM6","volume":"5","author":"Stevens","year":"2013","journal-title":"J. Adv. Model. Earth Syst."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"8825870","DOI":"10.1155\/2020\/8825870","article-title":"Characteristics of the Reanalysis and Satellite-Based Surface Net Radiation Data in the Arctic","volume":"2020","author":"Seo","year":"2020","journal-title":"J. Sens."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1038\/s41467-018-07954-9","article-title":"Arctic amplification is caused by sea-ice loss under increasing CO2","volume":"10","author":"Dai","year":"2019","journal-title":"Nat. Commun."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"045003","DOI":"10.1088\/1748-9326\/aafb84","article-title":"Regional variability of Arctic sea ice seasonal change climate indicators from a passive microwave climate data record","volume":"14","author":"Bliss","year":"2019","journal-title":"Environ. Res. Lett."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"1556","DOI":"10.1038\/srep01556","article-title":"The changing seasonal climate in the Arctic","volume":"3","author":"Bintanja","year":"2013","journal-title":"Sci. Rep."},{"key":"ref_53","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_54","doi-asserted-by":"crossref","first-page":"2779","DOI":"10.1016\/j.rse.2010.06.014","article-title":"Validation of the Climate-SAF surface broadband albedo product: Comparisons with in situ observations over Greenland and the ice-covered Arctic Ocean","volume":"114","author":"Laine","year":"2010","journal-title":"Remote Sens. Environ."},{"key":"ref_55","unstructured":"Climate Data Store (2022, April 27). ERA5-Land Hourly Data from 1950 to Present. Available online: https:\/\/cds.climate.copernicus.eu\/cdsapp#!\/dataset\/reanalysis-era5-land?tab=overview."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"2588","DOI":"10.1175\/JCLI-D-13-00014.1","article-title":"Evaluation of seven different atmospheric reanalysis products in the Arctic","volume":"27","author":"Lindsay","year":"2014","journal-title":"J. Clim."},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Yu, Y., Xiao, W., Zhang, Z., Cheng, X., Hui, F., and Zhao, J. (2021). Evaluation of 2-m air temperature and surface temperature from ERA5 and ERA-I using buoy observations in the arctic during 2010\u20132020. Remote Sens., 13.","DOI":"10.3390\/rs13142813"},{"key":"ref_58","unstructured":"Cavalieri, D.J., Parkinson, C.L., Gloersen, P., and Zwally, H.J. (1996). Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM\/I-SSMIS Passive Microwave Data, Version 1."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"21989","DOI":"10.1029\/91JC02335","article-title":"Aircraft active and passive microwave validation of sea ice concentration from the Defense Meteorological Program Special Sensor Microwave Imager","volume":"96","author":"Cavalieri","year":"1991","journal-title":"J. Geophys. Res."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"723","DOI":"10.1109\/TGRS.2014.2310136","article-title":"Retrieval of Arctic sea ice parameters by satellite passive microwave sensors: A comparison of eleven sea ice concentration algorithms","volume":"52","author":"Ivanova","year":"2014","journal-title":"IEEE Trans. Geosci. Rem. Sens."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"1324","DOI":"10.1109\/TGRS.2005.846151","article-title":"Comparison of passive microwave ice concentration algorithm retrievals with AVHRR imagery in the Arctic peripheral seas","volume":"43","author":"Meier","year":"2005","journal-title":"IEEE Trans. Geosci. Rem. Sens."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1080\/01431169208904024","article-title":"Effects of weather on the retrieval of sea ice concentration and ice type from passive microwave data","volume":"13","author":"Maslanik","year":"1992","journal-title":"Int. J. Remote Sens."},{"key":"ref_63","unstructured":"National Center for Environmental Information (2022, April 27). Regional Sea Ice, Available online: https:\/\/www.ncdc.noaa.gov\/snow-and-ice\/regional-sea-ice\/overview."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"3975","DOI":"10.5194\/gmd-12-3975-2019","article-title":"Developing a Monthly Radiative Kernel for Surface Albedo Change from Satellite Climatologies of Earth\u2019s Shortwave Radiation Budget: CACK V1.0","volume":"12","author":"Bright","year":"2019","journal-title":"Geosci. Model Dev."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"6170","DOI":"10.1002\/2017JD026652","article-title":"Observed radiative cooling over the Tibetan Plateau for the past three decades driven by snow-cover-induced surface albedo anomaly","volume":"122","author":"Chen","year":"2017","journal-title":"J. Geophys. Res."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"5260","DOI":"10.1175\/JCLI-D-11-00524.1","article-title":"Climate feedbacks in CCSM3 under changing CO2 forcing. Part I: Adapting the linear radiative kernel technique to feedback calculations for a broad range of forcings","volume":"25","author":"Jonko","year":"2012","journal-title":"J. Clim."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"5473","DOI":"10.1175\/2007JCLI1824.1","article-title":"Daily High-Resolution-Blended Analyses for Sea Surface Temperature","volume":"20","author":"Reynolds","year":"2007","journal-title":"J. Clim."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"142046","DOI":"10.1016\/j.scitotenv.2020.142046","article-title":"Spatio-temporal change and variability of Barents-Kara sea ice, in the Arctic: Ocean and atmospheric implications","volume":"753","author":"Kumar","year":"2020","journal-title":"Sci. Total Environ."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"1979","DOI":"10.1029\/2007JC004558","article-title":"Arctic sea ice variability and trends, 1979\u20132006","volume":"113","author":"Parkinson","year":"2008","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1002\/rog.20017","article-title":"The role of the Barents Sea in the Arctic climate system","volume":"51","author":"Smedsrud","year":"2013","journal-title":"Rev. Geophys."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"4279","DOI":"10.1175\/MWR-D-16-0234.1","article-title":"The Impact of the Extreme Winter 2015\/16 Arctic Cyclone on the Barents\u2013Kara Seas","volume":"144","author":"Boisvert","year":"2016","journal-title":"Mon. Weather Rev."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"634","DOI":"10.1038\/s41558-018-0205-y","article-title":"Arctic Warming Hotspot in the Northern Barents Sea Linked to Declining Sea-Ice Import","volume":"8","author":"Lind","year":"2018","journal-title":"Nat. Clim. Change"},{"key":"ref_73","unstructured":"National Snow and Ice Data Center (2022, April 27). All About Sea Ice. Available online: https:\/\/nsidc.org\/cryosphere\/seaice\/data\/terminology.html."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"5097","DOI":"10.1029\/2012GL051432","article-title":"Albedo evolution of seasonal Arctic sea ice","volume":"39","author":"Perovich","year":"2012","journal-title":"Geophys. Res. Lett."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"5097","DOI":"10.1002\/2016JD026275","article-title":"Differentiating between first-year and multiyear sea ice in the arctic using microwave-retrieved ice emissivities","volume":"122","author":"Lee","year":"2017","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"1767","DOI":"10.5194\/tc-12-1767-2018","article-title":"Seasonal variations of the backscattering coeeficient measured by radar altimeters over the Antarctic Ice Sheet","volume":"12","author":"Adodo","year":"2018","journal-title":"Crypsphere"},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"Bergstedt, H., Zwieback, S., Bartsch, A., and Leibman, M. (2018). Dependence of C-band backscatter on ground temperature, air temperature and snow depth in arctic permafrost regions. Remote Sens., 10.","DOI":"10.3390\/rs10010142"},{"key":"ref_78","unstructured":"ECMWF IFS (2016). DOCUMENTATION\u2014Cy43r1 Operational Implementation Part IV: Physical Processes, ECMWF."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"38287","DOI":"10.1038\/srep38287","article-title":"Magnitude and pattern of Arctic warming governed by the seasonality of radiative forcing","volume":"6","author":"Bintanja","year":"2016","journal-title":"Sci. Rep."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"825","DOI":"10.1126\/science.1106484","article-title":"Changes in Earth\u2019s Albedo Measured by Satellite","volume":"308","author":"Wielicki","year":"2005","journal-title":"Science"},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"L03701","DOI":"10.1029\/2005GL025244","article-title":"Amplified Arctic climate change: What does surface albedo feedback have to do with it?","volume":"33","author":"Winton","year":"2006","journal-title":"Geophys. Res. Lett."},{"key":"ref_82","first-page":"111","article-title":"Sea ice-albedo feedback and nonlinear Arctic climate change","volume":"Volume 180","author":"DeWeaver","year":"2008","journal-title":"Arctic Sea Ice Decline: Observations, Projections, Mechanisms, and Implications"}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/11\/2512\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T23:17:47Z","timestamp":1760138267000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/14\/11\/2512"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,5,24]]},"references-count":82,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2022,6]]}},"alternative-id":["rs14112512"],"URL":"https:\/\/doi.org\/10.3390\/rs14112512","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,5,24]]}}}