{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,15]],"date-time":"2025-12-15T14:15:46Z","timestamp":1765808146101,"version":"build-2065373602"},"reference-count":58,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2023,2,1]],"date-time":"2023-02-01T00:00:00Z","timestamp":1675209600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Korea Polar Research Institute","award":["PE23040"],"award-info":[{"award-number":["PE23040"]}]},{"name":"Ministry of Oceans and Fisheries","award":["PE23040"],"award-info":[{"award-number":["PE23040"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>This study focused on surface radiation budget, one of the essential factors for understanding climate change. Arctic surface radiation budget was summarized and explained using a satellite product, Clouds and the Earth\u2019s Radiant Energy System (CERES) Energy Balanced and Filled (EBAF), and reanalysis data, ERA5. Net radiation records indicated an increasing trend only in ERA5, with EBAF indicating a decreasing trend in the Arctic Circle (AC; poleward from 65\u00b0N) from 2000 to 2018. The differences in the net radiation trend between product types was due to longwave downward radiation. The extreme season was selected according to the seasonality of net radiation, surface air temperature, and sea ice extent. The surface radiation budget was synthesized for extreme season in the AC. Regardless of the data, net radiation tended to increase in the summer on an annual trend. By contrast, in the winter, trend of surface net radiation was observed in which ERA5 increased and EBAF decreased. The difference in surface radiation is represented in longwave of each data. This comprehensive information can be used to analyze and predict the surface energy budget, transport, and interaction between the atmosphere and surface in the Arctic.<\/jats:p>","DOI":"10.3390\/rs15030829","type":"journal-article","created":{"date-parts":[[2023,2,2]],"date-time":"2023-02-02T03:47:33Z","timestamp":1675309653000},"page":"829","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Variability of Surface Radiation Budget over Arctic during Two Recent Decades from Perspective of CERES and ERA5 Data"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8413-6930","authenticated-orcid":false,"given":"Minji","family":"Seo","sequence":"first","affiliation":[{"name":"Center of Remote Sensing and GIS, Korea Polar Research Institute, Incheon 21990, Republic of 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 and GIS, Korea Polar Research Institute, Incheon 21990, Republic of Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9371-8104","authenticated-orcid":false,"given":"Noh-Hun","family":"Seong","sequence":"additional","affiliation":[{"name":"Division of Earth Environmental System Science (Major of Spatial Information Engineering), Pukyong National University, Busan 48513, Republic of 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 Engineering), Pukyong National University, Busan 48513, Republic of 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 Engineering), Pukyong National University, Busan 48513, Republic of Korea"}]}],"member":"1968","published-online":{"date-parts":[[2023,2,1]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"15233","DOI":"10.1029\/2000JD900284","article-title":"Spatial and Temporal Variability of Satellite-Derived Cloud and Surface Characteristics during FIRE-ACE","volume":"106","author":"Maslanik","year":"2001","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"7219","DOI":"10.1002\/jgrd.50489","article-title":"Observational Constraints on Arctic Ocean Clouds and Radiative Fluxes during the Early 21st Century","volume":"118","author":"Kay","year":"2013","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"907","DOI":"10.1175\/BAMS-D-14-00273.1","article-title":"Arctic Observation and Reanalysis Integrated System: A New Data Product for Validation and Climate Study","volume":"97","author":"Christensen","year":"2016","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_4","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":"Key","year":"2017","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_5","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_6","doi-asserted-by":"crossref","first-page":"3297","DOI":"10.1175\/JCLI-D-15-0497.1","article-title":"Surface Arctic Amplification Factors in CMIP5 Models: Land and Oceanic Surfaces and Seasonality","volume":"29","author":"Yoshimori","year":"2016","journal-title":"J. Clim."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"5653","DOI":"10.1175\/JCLI-D-13-00658.1","article-title":"Individual Feedback Contributions to the Seasonality of Surface Warming","volume":"27","author":"Sejas","year":"2014","journal-title":"J. Clim."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"093003","DOI":"10.1088\/1748-9326\/ac1c29","article-title":"Arctic Amplification of Climate Change: A Review of Underlying Mechanisms","volume":"16","author":"Previdi","year":"2021","journal-title":"Environ. Res. Lett."},{"key":"ref_9","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 Dataset. Part I: Spatial and Temporal Characteristics","volume":"18","author":"Wang","year":"2005","journal-title":"J. Clim."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1002\/wcc.372","article-title":"Decadal Changes in Radiative Fluxes at Land and Ocean Surfaces and Their Relevance for Global Warming","volume":"7","author":"Wild","year":"2016","journal-title":"WIREs Clim. Chang."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"D00D16","DOI":"10.1029\/2008JD011470","article-title":"Global Dimming and Brightening: A Review","volume":"114","author":"Wild","year":"2009","journal-title":"J. Geophys. Res. Atmos."},{"doi-asserted-by":"crossref","unstructured":"Mazhar, U., Jin, S., Duan, W., Bilal, M., Ali, M.A., and Farooq, H. (2021). Spatio-Temporal Trends of Surface Energy Budget in Tibet from Satellite Remote Sensing Observations and Reanalysis Data. Remote Sens., 13.","key":"ref_12","DOI":"10.3390\/rs13020256"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"D11122","DOI":"10.1029\/2006JD008230","article-title":"The Large-Scale Energy Budget of the Arctic","volume":"112","author":"Serreze","year":"2007","journal-title":"J. Geophys. Res."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"2029","DOI":"10.1175\/JPO-D-17-0239.1","article-title":"The Arctic Ocean Seasonal Cycles of Heat and Freshwater Fluxes: Observation-Based Inverse Estimates","volume":"48","author":"Tsubouchi","year":"2018","journal-title":"J. Phys. Oceanogr."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"7915","DOI":"10.1175\/JCLI-D-19-0233.1","article-title":"An Improved Estimate of the Coupled Arctic Energy Budget","volume":"32","author":"Mayer","year":"2019","journal-title":"J. Clim."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1951","DOI":"10.1175\/1520-0442(2000)013<1951:EOSCSL>2.0.CO;2","article-title":"Evaluation of Simulated Clear-Sky Longwave Radiation Using Ground-Based Observations","volume":"13","author":"Allan","year":"2000","journal-title":"J. Clim."},{"key":"ref_17","first-page":"1193","article-title":"Comparative Analysis of Radiative Flux Based on Satellite over Arctic","volume":"34","author":"Seo","year":"2018","journal-title":"Korean J. Remote Sens."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"e8825870","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_19","doi-asserted-by":"crossref","first-page":"1725","DOI":"10.1126\/science.1078065","article-title":"Recent Trends in Arctic Surface, Cloud, and Radiation Properties from Space","volume":"299","author":"Wang","year":"2003","journal-title":"Science"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"787","DOI":"10.1038\/nature04636","article-title":"Increased Arctic Cloud Longwave Emissivity Associated with Pollution from Mid-Latitudes","volume":"440","author":"Garrett","year":"2006","journal-title":"Nature"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"2012GL053738","DOI":"10.1029\/2012GL053738","article-title":"Changes in Arctic Sea Ice Result in Increasing Light Transmittance and Absorption","volume":"39","author":"Nicolaus","year":"2012","journal-title":"Geophys. Res. Lett."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"6281","DOI":"10.1175\/JCLI-D-14-00773.1","article-title":"The Impact of Arctic Winter Infrared Radiation on Early Summer Sea Ice","volume":"28","author":"Park","year":"2015","journal-title":"J. Clim."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"4937","DOI":"10.1175\/JCLI-D-16-0180.1","article-title":"The Role of Downward Infrared Radiation in the Recent Arctic Winter Warming Trend","volume":"30","author":"Gong","year":"2017","journal-title":"J. Clim."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"e4820905","DOI":"10.1155\/2017\/4820905","article-title":"New Approach for Snow Cover Detection through Spectral Pattern Recognition with MODIS Data","volume":"2017","author":"Lee","year":"2017","journal-title":"J. Sens."},{"key":"ref_25","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_26","doi-asserted-by":"crossref","first-page":"657","DOI":"10.1126\/science.1117368","article-title":"Role of Land-Surface Changes in Arctic Summer Warming","volume":"310","author":"Chapin","year":"2005","journal-title":"Science"},{"doi-asserted-by":"crossref","unstructured":"Przybylak, R. (2016). The Climate of the Arctic, Springer International Publishing. Atmospheric and Oceanographic Sciences Library.","key":"ref_27","DOI":"10.1007\/978-3-319-21696-6"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"473","DOI":"10.1002\/2017JD027248","article-title":"Isolating the Liquid Cloud Response to Recent Arctic Sea Ice Variability Using Spaceborne Lidar Observations","volume":"123","author":"Morrison","year":"2018","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"1003","DOI":"10.1029\/2018JD029142","article-title":"Cloud Response to Arctic Sea Ice Loss and Implications for Future Feedback in the CESM1 Climate Model","volume":"124","author":"Morrison","year":"2019","journal-title":"JGR Atmos."},{"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.","key":"ref_30","DOI":"10.3390\/rs8120981"},{"key":"ref_31","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":"Manninen","year":"2013","journal-title":"Nat. Clim Chang."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"474","DOI":"10.1175\/1520-0450(1999)038<0474:AIPFEE>2.0.CO;2","article-title":"An Improved Parameterization for Estimating Effective Atmospheric Emissivity for Use in Calculating Daytime Downwelling Longwave Radiation","volume":"38","author":"Crawford","year":"1999","journal-title":"J. Appl. Meteorol. Climatol."},{"doi-asserted-by":"crossref","unstructured":"Wang, X., Liu, J., Yang, B., Bao, Y., Petropoulos, G.P., Liu, H., and Hu, B. (2021). Seasonal Trends in Clouds and Radiation over the Arctic Seas from Satellite Observations during 1982 to 2019. Remote Sens., 13.","key":"ref_33","DOI":"10.3390\/rs13163201"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"e2020JD032555","DOI":"10.1029\/2020JD032555","article-title":"Toward a Better Surface Radiation Budget Analysis Over Sea Ice in the High Arctic Ocean: A Comparative Study Between Satellite, Reanalysis, and Local-Scale Observations","volume":"126","author":"Pelon","year":"2021","journal-title":"J. Geophys. Res. Atmos."},{"doi-asserted-by":"crossref","unstructured":"Jia, A., Jiang, B., Liang, S., Zhang, X., and Ma, H. (2016). Validation and Spatiotemporal Analysis of CERES Surface Net Radiation Product. Remote Sens., 8.","key":"ref_35","DOI":"10.3390\/rs8020090"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1175\/BAMS-D-11-00244.1","article-title":"High-Latitude Ocean and Sea Ice Surface Fluxes: Challenges for Climate Research","volume":"94","author":"Bourassa","year":"2013","journal-title":"Bull. Amer. Meteor. Soc."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"822","DOI":"10.1175\/1520-0450(2001)040<0822:DOURFT>2.0.CO;2","article-title":"Determination of Unfiltered Radiances from the Clouds and the Earth\u2019s Radiant Energy System Instrument","volume":"40","author":"Loeb","year":"2001","journal-title":"J. Appl. Meteorol. Climatol."},{"doi-asserted-by":"crossref","unstructured":"Johannsen, F., Ermida, S., Martins, J.P.A., Trigo, I.F., Nogueira, M., and Dutra, E. (2019). Cold Bias of ERA5 Summertime Daily Maximum Land Surface Temperature over Iberian Peninsula. Remote Sens., 11.","key":"ref_38","DOI":"10.20944\/preprints201909.0268.v1"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"1999","DOI":"10.1002\/qj.3803","article-title":"The ERA5 Global Reanalysis","volume":"146","author":"Hersbach","year":"2020","journal-title":"Q. J. R. Meteorol. Soc."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1007\/s40641-016-0051-9","article-title":"Recent Advances in Arctic Cloud and Climate Research","volume":"2","author":"Kay","year":"2016","journal-title":"Curr. Clim. Chang. Rep."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"853","DOI":"10.1175\/1520-0477(1996)077<0853:CATERE>2.0.CO;2","article-title":"Clouds and the Earth\u2019s Radiant Energy System (CERES): An Earth Observing System Experiment","volume":"77","author":"Wielicki","year":"1996","journal-title":"Bull. Am. Meteorol. Soc."},{"doi-asserted-by":"crossref","unstructured":"Dewitte, S., Clerbaux, N., and Cornelis, J. (2019). Decadal Changes of the Reflected Solar Radiation and the Earth Energy Imbalance. Remote Sens., 11.","key":"ref_42","DOI":"10.3390\/rs11060663"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"748","DOI":"10.1175\/2008JCLI2637.1","article-title":"Toward Optimal Closure of the Earth\u2019s Top-of-Atmosphere Radiation Budget","volume":"22","author":"Loeb","year":"2009","journal-title":"J. Clim."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"2719","DOI":"10.1175\/JCLI-D-12-00436.1","article-title":"Surface Irradiances Consistent with CERES-Derived Top-of-Atmosphere Shortwave and Longwave Irradiances","volume":"26","author":"Kato","year":"2013","journal-title":"J. Clim."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1973","DOI":"10.1175\/JCLI-D-18-0445.1","article-title":"The Global Radiative Energy Budget in MERRA and MERRA-2: Evaluation with Respect to CERES EBAF Data","volume":"32","author":"Hinkelman","year":"2019","journal-title":"J. Clim."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"4501","DOI":"10.1175\/JCLI-D-17-0523.1","article-title":"Surface Irradiances of Edition 4.0 Clouds and the Earth\u2019s Radiant Energy System (CERES) Energy Balanced and Filled (EBAF) Data Product","volume":"31","author":"Kato","year":"2018","journal-title":"J. Clim."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"3624","DOI":"10.1175\/JCLI-D-11-00015.1","article-title":"MERRA: NASA\u2019s Modern-Era Retrospective Analysis for Research and Applications","volume":"24","author":"Rienecker","year":"2011","journal-title":"J. Clim."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"5419","DOI":"10.1175\/JCLI-D-16-0758.1","article-title":"The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2)","volume":"30","author":"Gelaro","year":"2017","journal-title":"J. Clim."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1016\/j.atmosres.2019.04.029","article-title":"An Assessment of Recent Global Atmospheric Reanalyses for Antarctic near Surface Air Temperature","volume":"226","author":"Huai","year":"2019","journal-title":"Atmos. Res."},{"unstructured":"Fetterer, F., Knowles, K., Meier, W.N., Savoie, M., and Windnagel, A.K. (2017). Sea Ice Index, Version 3 [Data Set], National Snow and Ice Data Center.","key":"ref_50"},{"key":"ref_51","first-page":"3","article-title":"STL: A Seasonal-Trend Decomposition","volume":"6","author":"Cleveland","year":"1990","journal-title":"J. Off. Stat"},{"doi-asserted-by":"crossref","unstructured":"Hafen, R.P., Anderson, D.E., Cleveland, W.S., Maciejewski, R., Ebert, D.S., Abusalah, A., Yakout, M., Ouzzani, M., and Grannis, S.J. (2009). Syndromic Surveillance: STL for Modeling, Visualizing, and Monitoring Disease Counts. BMC Med. Inform. Decis. Mak., 9.","key":"ref_52","DOI":"10.1186\/1472-6947-9-21"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"245","DOI":"10.2307\/1907187","article-title":"Nonparametric Tests Against Trend","volume":"13","author":"Mann","year":"1945","journal-title":"Econometrica"},{"unstructured":"Kendall, M.G. (1948). Rank Correlation Methods, Griffin.","key":"ref_54"},{"key":"ref_55","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_56","doi-asserted-by":"crossref","first-page":"2079","DOI":"10.1175\/BAMS-D-13-00177.1","article-title":"Toward Quantifying the Increasing Role of Oceanic Heat in Sea Ice Loss in the New Arctic","volume":"96","author":"Carmack","year":"2015","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"D11115","DOI":"10.1029\/2011JD016969","article-title":"Local and Large-Scale Atmospheric Responses to Reduced Arctic Sea Ice and Ocean Warming in the WRF Model","volume":"117","author":"Porter","year":"2012","journal-title":"J. Geophys. Res. Atmos."},{"doi-asserted-by":"crossref","unstructured":"Seong, N.-H., Kim, H.-C., Choi, S., Jin, D., Jung, D., Sim, S., Woo, J., Kim, N., Seo, M., and Lee, K.-S. (2022). Evaluation of Sea Ice Radiative Forcing According to Surface Albedo and Skin Temperature over the Arctic from 1982\u20132015. Remote Sens., 14.","key":"ref_58","DOI":"10.3390\/rs14112512"}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/3\/829\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T18:21:29Z","timestamp":1760120489000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/3\/829"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,1]]},"references-count":58,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2023,2]]}},"alternative-id":["rs15030829"],"URL":"https:\/\/doi.org\/10.3390\/rs15030829","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2023,2,1]]}}}