{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T20:18:27Z","timestamp":1770581907879,"version":"3.49.0"},"reference-count":75,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2023,12,27]],"date-time":"2023-12-27T00:00:00Z","timestamp":1703635200000},"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":["42130406"],"award-info":[{"award-number":["42130406"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["2023J011380"],"award-info":[{"award-number":["2023J011380"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["GASI-01-SIND-STwin"],"award-info":[{"award-number":["GASI-01-SIND-STwin"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Fujian Provincial Natural Science Foundation Project","award":["42130406"],"award-info":[{"award-number":["42130406"]}]},{"name":"Fujian Provincial Natural Science Foundation Project","award":["2023J011380"],"award-info":[{"award-number":["2023J011380"]}]},{"name":"Fujian Provincial Natural Science Foundation Project","award":["GASI-01-SIND-STwin"],"award-info":[{"award-number":["GASI-01-SIND-STwin"]}]},{"name":"Global Change and Air\u2013Sea Interaction II","award":["42130406"],"award-info":[{"award-number":["42130406"]}]},{"name":"Global Change and Air\u2013Sea Interaction II","award":["2023J011380"],"award-info":[{"award-number":["2023J011380"]}]},{"name":"Global Change and Air\u2013Sea Interaction II","award":["GASI-01-SIND-STwin"],"award-info":[{"award-number":["GASI-01-SIND-STwin"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Warm water inflow from the Northeast Pacific has always been considered a crucial factor in early winter freeze-up in the Bering Sea. There is a strong correlation between changes in sea surface temperature (SST) on the eastern Bering Sea shelf and sea ice area in December. However, there is still limited research on the impact of Pacific inflow on SST on the eastern Bering Sea shelf, resulting in insufficient measurements of the impact of Pacific inflow on early freeze-up. In this article, the definition of marine heatwaves (MHW) is used to extract warm events (with a threshold of the 70th percentile) and cold events (with a threshold of the 30th percentile) from the eastern Bering Sea shelf in November. Self-organizing map (SOM) technology is utilized to classify extracted cold and warm events and the mixed-layer heat budget is ultimately used to explore the factors that generate and maintain these cold and warm events. Between 1993 and 2021, a total of 12 warm and 12 cold events are extracted and their cumulative intensity is found to be strongly correlated with the interannual variation in SST by 99.8%, indicating that these warm and cold events are capable of characterizing the interannual variation in SST. Among the 12 warm events, 9 of them can be attributed to abnormal warming of seawater before November and only 3 events are attributed to warm water inflow from the Northeast Pacific. During the development of warm events, there are only two events in which the warm inflow from the Northeast Pacific has a more profound regulatory effect on warm events in November. Moreover, both generation and regulatory factors of cold events are the net air\u2013sea heat flux. Statistics indicate that the warm water inflow from the Northeast Pacific has a limited effect on SST on the eastern Bering Sea shelf during the early freeze-up period. Changes in local SST are more influenced by the residual heat before November and by local net air\u2013sea heat flux. However, we highlight that long-term ocean heatwaves occurring in the Northeast Pacific can enlarge the residual heat of seawater in the eastern Bering Sea shelf before November, thereby impacting early freeze-up. The frequency of such events has significantly increased in the past decade, causing notable changes in the climate and ecosystem of the Bering Sea. Therefore, it is crucial to continue closely monitoring the occurrence and development of such events in the future.<\/jats:p>","DOI":"10.3390\/rs16010113","type":"journal-article","created":{"date-parts":[[2023,12,27]],"date-time":"2023-12-27T05:43:15Z","timestamp":1703655795000},"page":"113","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Assessment of the Impact of Pacific Inflow on Sea Surface Temperature Prior to the Freeze-Up Period over the Bering Sea"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3908-7679","authenticated-orcid":false,"given":"Weibo","family":"Wang","sequence":"first","affiliation":[{"name":"Ocean Dynamics Laboratory, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China"},{"name":"Fujian Provincial Key Laboratory of Marine Physical and Geological Processes, Xiamen 361005, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yu","family":"Wang","sequence":"additional","affiliation":[{"name":"Laboratory of Marine Biodiversity Research, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junpeng","family":"Zhang","sequence":"additional","affiliation":[{"name":"Ocean Dynamics Laboratory, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China"},{"name":"Fujian Provincial Key Laboratory of Marine Physical and Geological Processes, Xiamen 361005, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chunsheng","family":"Jing","sequence":"additional","affiliation":[{"name":"Ocean Dynamics Laboratory, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China"},{"name":"Fujian Provincial Key Laboratory of Marine Physical and Geological Processes, Xiamen 361005, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rui","family":"Ding","sequence":"additional","affiliation":[{"name":"Ocean Dynamics Laboratory, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China"},{"name":"Fujian Provincial Key Laboratory of Marine Physical and Geological Processes, Xiamen 361005, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2023,12,27]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1046\/j.1365-2419.1998.00058.x","article-title":"Year-to-Year Variations in Bering Sea Ice Cover and Some Consequences for Fish Distributions","volume":"7","author":"Wooster","year":"1998","journal-title":"Fish. Oceanogr."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1146\/annurev-marine-120710-100926","article-title":"Shifting Patterns of Life in the Pacific Arctic and Sub-Arctic Seas","volume":"4","author":"Grebmeier","year":"2012","journal-title":"Ann. Rev. Mar. Sci."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1461","DOI":"10.1126\/science.1121365","article-title":"A Major Ecosystem Shift in the Northern Bering Sea","volume":"311","author":"Grebmeier","year":"2006","journal-title":"Science"},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Belkin, I.M., and Short, J.W. (2023). Echoes of the 2013\u20132015 Marine Heat Wave in the Eastern Bering Sea and Consequent Biological Responses. J. Mar. Sci. Eng., 11.","DOI":"10.20944\/preprints202303.0006.v1"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1016\/j.pocean.2015.05.009","article-title":"Divergent Patterns of Recent Sea Ice Cover across the Bering, Chukchi, and Beaufort Seas of the Pacific Arctic Region","volume":"136","author":"Frey","year":"2015","journal-title":"Prog. Oceanogr."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"136","DOI":"10.5670\/oceanog.2018.224","article-title":"Trends in Benthic Macrofaunal Populations, Seasonal Sea Ice Persistence, and Bottom Water Temperatures in the Bering Strait Region","volume":"31","author":"Grebmeier","year":"2018","journal-title":"Oceanography"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"104974","DOI":"10.1016\/j.dsr2.2021.104974","article-title":"Coupled Modes of Projected Regional Change in the Bering Sea from a Dynamically Downscaling Model under CMIP6 Forcing","volume":"194","author":"Hermann","year":"2021","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"342","DOI":"10.1038\/s41558-020-0695-2","article-title":"Evidence Suggests Potential Transformation of the Pacific Arctic Ecosystem Is Underway","volume":"10","author":"Huntington","year":"2020","journal-title":"Nat. Clim. Chang."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"e2021JC017545","DOI":"10.1029\/2021JC017545","article-title":"Seasonal Predictability of Sea Ice and Bottom Temperature Across the Eastern Bering Sea Shelf","volume":"126","author":"Kearney","year":"2021","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"e0266180","DOI":"10.1371\/journal.pone.0266180","article-title":"On the Variability of the Bering Sea Cold Pool and Implications for the Biophysical Environment","volume":"17","author":"Kinney","year":"2022","journal-title":"PLoS ONE"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1063","DOI":"10.1093\/icesjms\/fsac046","article-title":"Understanding Transboundary Stocks\u2019 Availability by Combining Multiple Fisheries-Independent Surveys and Oceanographic Conditions in Spatiotemporal Models","volume":"79","author":"Defilippo","year":"2022","journal-title":"ICES J. Mar. Sci."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"8952","DOI":"10.1029\/2019GL083816","article-title":"Extreme Conditions in the Bering Sea (2017\u20132018): Record-Breaking Low Sea-Ice Extent","volume":"46","author":"Stabeno","year":"2019","journal-title":"Geophys. Res. Lett."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1007\/s00300-018-2431-1","article-title":"Bottom Trawl Surveys in the Northern Bering Sea Indicate Recent Shifts in the Distribution of Marine Species","volume":"42","author":"Stevenson","year":"2019","journal-title":"Polar Biol."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"104914","DOI":"10.1016\/j.dsr2.2020.104914","article-title":"Ecological Responses to Climate Perturbations and Minimal Sea Ice in the Northern Bering Sea","volume":"181\u2013182","author":"Siddon","year":"2020","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"2797","DOI":"10.1175\/JCLI-D-15-0128.1","article-title":"Potential Influence of Arctic Sea Ice to the Interannual Variations of East Asian Spring Precipitation","volume":"29","author":"Wu","year":"2016","journal-title":"J. Clim."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"3220","DOI":"10.1007\/s11434-011-4696-4","article-title":"Effects of Autumn-Winter Arctic Sea Ice on Winter Siberian High","volume":"56","author":"Wu","year":"2011","journal-title":"Chin. Sci. Bull."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1007\/s00376-012-2071-2","article-title":"Relationship between Bering Sea Ice Cover and East Asian Winter Monsoon Year-to-Year Variations","volume":"30","author":"Li","year":"2013","journal-title":"Adv. Atmos. Sci."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"e2022GL097773","DOI":"10.1029\/2022GL097773","article-title":"The Cooling Over Northeast Asia in June Over the Most Recent Decade: A Possible Response to Declining Bering Sea Sea Ice in March","volume":"49","author":"Ma","year":"2022","journal-title":"Geophys. Res. Lett."},{"key":"ref_19","doi-asserted-by":"crossref","unstructured":"Vihma, T. (2014). Effects of Arctic Sea Ice Decline on Weather and Climate: A Review, Springer.","DOI":"10.1007\/s10712-014-9284-0"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1029\/2009GL037299","article-title":"On the Association between Spring Arctic Sea Ice Concentration and Chinese Summer Rainfall","volume":"36","author":"Wu","year":"2009","journal-title":"Geophys. Res. Lett."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"3434","DOI":"10.1175\/1520-0442(2004)017<3434:TSIEAI>2.0.CO;2","article-title":"The Sea Ice Extent Anomaly in the North Pacific and Its Impact on the East Asian Summer Monsoon Rainfall","volume":"17","author":"Zhao","year":"2004","journal-title":"J. Clim."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"444","DOI":"10.1007\/s11434-007-0451-2","article-title":"Relationship between Hadley Circulation and Sea Ice Extent in the Bering Sea","volume":"53","author":"Zhou","year":"2008","journal-title":"Chin. Sci. Bull."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1183","DOI":"10.1175\/JAMC-D-13-0242.1","article-title":"Late Winter Sea Ice in the Bering Sea: Predictor for Maize and Rice Production in Northeast China","volume":"53","author":"Zhou","year":"2014","journal-title":"J. Appl. Meteorol. Clim."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"8069","DOI":"10.1175\/JCLI-D-19-0994.1","article-title":"Severe Cold Winter in North America Linked to Bering Sea Ice Loss","volume":"33","author":"Iida","year":"2020","journal-title":"J. Clim."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"103793","DOI":"10.1016\/j.jmarsys.2022.103793","article-title":"Interannual Variations and Their Dynamic Mechanisms of Wintertime Temperature Inversions in the Gulf of Alaska","volume":"235","author":"Guo","year":"2022","journal-title":"J. Mar. Syst."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"91","DOI":"10.3724\/SP.J.1084.2010.00091","article-title":"Calculation of Photosynthetically Available Radiation Using Multispectral Data in the Arctic","volume":"22","author":"Zhao","year":"2010","journal-title":"Chin. J. Polar Res."},{"key":"ref_27","first-page":"983","article-title":"Sea Ice Edge Automatic Retrieval Based on Morphology","volume":"19","author":"Weibo","year":"2015","journal-title":"J. Remote Sens."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1007\/s13131-014-0489-3","article-title":"Variation of Diffuse Attenuation Coefficient of Downwelling Irradiance in the Arctic Ocean","volume":"33","author":"Wang","year":"2014","journal-title":"Acta Oceanol. Sin."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Wang, W., Jing, C., and Guo, X. (2023). Early Freeze-Up over the Bering Sea Controlled by the Aleutian Low. Remote Sens., 15.","DOI":"10.3390\/rs15092232"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1016\/j.pocean.2017.12.007","article-title":"Increases in the Pacific Inflow to the Arctic from 1990 to 2015, and Insights into Seasonal Trends and Driving Mechanisms from Year-Round Bering Strait Mooring Data","volume":"160","author":"Woodgate","year":"2018","journal-title":"Prog. Oceanogr."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"e2021GL092528","DOI":"10.1029\/2021GL092528","article-title":"Warming and Freshening of the Pacific Inflow to the Arctic from 1990\u20132019 Implying Dramatic Shoaling in Pacific Winter Water Ventilation of the Arctic Water Column","volume":"48","author":"Woodgate","year":"2021","journal-title":"Geophys. Res. Lett."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"5051","DOI":"10.1029\/JC093iC05p05051","article-title":"Effects of El Nino-Southern Oscillation and North Pacific Weather Patterns on Interannual Variability in the Subarctic Bering Sea","volume":"93","author":"Niebauer","year":"1988","journal-title":"J. Geophys. Res."},{"key":"ref_33","unstructured":"Niebauer, H.J., Bond, N.A., Yakunin, L.P., and Plotnikov, V.V. (1999). Dynamics of the Bering Sea, University of Alaska."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"1729","DOI":"10.1175\/2010JPO4323.1","article-title":"Sea Ice Response to Atmospheric and Oceanic Forcing in the Bering Sea","volume":"40","author":"Zhang","year":"2010","journal-title":"J. Phys. Oceanogr"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"2560","DOI":"10.1016\/j.dsr2.2007.08.002","article-title":"The Aleutian Low, Storm Tracks, and Winter Climate Variability in the Bering Sea","volume":"54","author":"Rodionov","year":"2007","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Pease, C.H., Schoenberg, S.A., Overland, J.E., and Pease, C.H. (1982). A Climatology of the Bering Sea and Its Relation to Sea Ice Extent. Mon. Weather. Rev., 110.","DOI":"10.1175\/1520-0493(1982)110<0005:CCOTBS>2.0.CO;2"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"1693","DOI":"10.1007\/s10236-014-0769-7","article-title":"Processes Driving Sea Ice Variability in the Bering Sea in an Eddying Ocean\/Sea Ice Model: Anomalies from the Mean Seasonal Cycle","volume":"64","author":"Li","year":"2014","journal-title":"Ocean Dyn."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"27717","DOI":"10.1029\/98JC02499","article-title":"Variability in Bering Sea Ice Cover as Affected by a Regime Shift in the North Pacific in the Period 1947\u20131996","volume":"103","author":"Niebauer","year":"1998","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"2733","DOI":"10.1029\/JC088iC05p02733","article-title":"Multiyear Sea Ice Variability in the Eastern Bering Sea: An Update","volume":"88","author":"Niebauer","year":"1983","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"5489","DOI":"10.1002\/jgrc.20383","article-title":"Multiyear Sea Ice Export through the Bering Strait during Winter 2011\u20132012","volume":"118","author":"Babb","year":"2013","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"2599","DOI":"10.1016\/j.dsr2.2007.08.023","article-title":"On the Recent Warming of the Southeastern Bering Sea Shelf","volume":"54","author":"Stabeno","year":"2007","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"104781","DOI":"10.1016\/j.dsr2.2020.104781","article-title":"Manifestation and Consequences of Warming and Altered Heat Fluxes over the Bering and Chukchi Sea Continental Shelves","volume":"177","author":"Danielson","year":"2020","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.dsr2.2012.02.020","article-title":"Comparison of Warm and Cold Years on the Southeastern Bering Sea Shelf and Some Implications for the Ecosystem","volume":"65\u201370","author":"Stabeno","year":"2012","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"946824","DOI":"10.3389\/fmars.2022.946824","article-title":"The Inhibition of Warm Advection on the Southward Expansion of Sea Ice during Early Winter in the Bering Sea","volume":"9","author":"Wang","year":"2022","journal-title":"Front. Mar. Sci."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"601","DOI":"10.2151\/jmsj.87.601","article-title":"Decadal and Interdecadal Variations of the Aleutian Low Activity and Their Relation to Upper Oceanic Variations over the North Pacific","volume":"87","author":"Sugimoto","year":"2009","journal-title":"J. Meteorol. Soc. Jpn."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1016\/j.dsr2.2012.02.013","article-title":"Recent Bering Sea Warm and Cold Events in a 95-Year Context","volume":"65\u201370","author":"Overland","year":"2012","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"S39","DOI":"10.1175\/BAMS-D-17-0105.1","article-title":"The High Latitude Marine Heat Wave of 2016 and Its Impacts on Alaska","volume":"99","author":"Walsh","year":"2018","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_48","first-page":"46","article-title":"The Blob Is Gone but Has Morphed into a Strongly Positive PDO\/SST Pattern","volume":"24","author":"Peterson","year":"2016","journal-title":"PICES Press."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1126\/science.348.6230.17","article-title":"Marine Science. \u201cThe Blob\u201d Invades Pacific, Flummoxing Climate Experts","volume":"348","author":"Kintisch","year":"2015","journal-title":"Science"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"126462","DOI":"10.1016\/j.jhydrol.2021.126462","article-title":"Bering Sea Marine Heatwaves: Patterns, Trends and Connections with the Arctic","volume":"600","author":"Carvalho","year":"2021","journal-title":"J. Hydrol."},{"key":"ref_51","unstructured":"Comiso, J. (2017). Bootstrap Sea Ice Concentrations from Nimbus-7 SMMR and DMSP SSM\/I-SSMIS, Version 3, National Snow and Ice Data Center."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Rayner, N.A., Parker, D.E., Horton, E.B., Folland, C.K., Alexander, L.V., Rowell, D.P., Kent, E.C., and Kaplan, A. (2003). Global Analyses of Sea Surface Temperature, Sea Ice, and Night Marine Air Temperature since the Late Nineteenth Century. J. Geophys. Res. Atmos., 108.","DOI":"10.1029\/2002JD002670"},{"key":"ref_53","unstructured":"(2012). AVISO SSALTO\/DUACS User Handbook: (M)SLA and (M)ADT Near-Real Time and Delayed Time Products, Centre National D\u2019\u00c9tudes Spatiales."},{"key":"ref_54","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_55","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1016\/j.pocean.2018.02.007","article-title":"Marine Heatwaves off Eastern Tasmania: Trends, Interannual Variability, and Predictability","volume":"161","author":"Oliver","year":"2018","journal-title":"Prog. Oceanogr."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1324","DOI":"10.1038\/s41467-018-03732-9","article-title":"Longer and More Frequent Marine Heatwaves over the Past Century","volume":"9","author":"Oliver","year":"2018","journal-title":"Nat. Commun."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"104161","DOI":"10.1016\/j.dsr.2023.104161","article-title":"Marine Heatwaves in the Western North Pacific Region: Historical Characteristics and Future Projections","volume":"200","author":"Sun","year":"2023","journal-title":"Deep Sea Res. Part I Oceanogr. Res. Pap."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1048557","DOI":"10.3389\/fmars.2022.1048557","article-title":"Analysis and Prediction of Marine Heatwaves in the Western North Pacific and Chinese Coastal Region","volume":"9","author":"Yang","year":"2022","journal-title":"Front. Mar. Sci."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1016\/j.pocean.2015.12.014","article-title":"A Hierarchical Approach to Defining Marine Heatwaves","volume":"141","author":"Hobday","year":"2016","journal-title":"Prog. Oceanogr."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"2624","DOI":"10.1038\/s41467-019-10206-z","article-title":"A Global Assessment of Marine Heatwaves and Their Drivers","volume":"10","author":"Holbrook","year":"2019","journal-title":"Nat. Commun."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/S0925-2312(98)00030-7","article-title":"The Self-Organizing Map","volume":"21","author":"Kohonen","year":"1998","journal-title":"Neurocomputing"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"3891","DOI":"10.1002\/2016JD026256","article-title":"On the Use of Self-Organizing Maps for Studying Climate Extremes","volume":"122","author":"Gibson","year":"2017","journal-title":"J. Geophys. Res."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"199","DOI":"10.3354\/cr01274","article-title":"Self-Organizing Map Analysis of Widespread Temperature Extremes in Alaska and Canada","volume":"62","author":"Cassano","year":"2015","journal-title":"Clim. Res."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"C05018","DOI":"10.1029\/2005JC003117","article-title":"Performance Evaluation of the Self-Organizing Map for Feature Extraction","volume":"111","author":"Liu","year":"2006","journal-title":"J. Geophys. Res."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1016\/j.pocean.2003.07.006","article-title":"Using Self-Organizing Maps to Identify Patterns in Satellite Imagery","volume":"59","author":"Richardson","year":"2003","journal-title":"Prog. Oceanogr."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"12911","DOI":"10.1038\/s41598-021-92368-9","article-title":"Three Distinct Atmospheric Circulation Patterns Associated with High Temperature Extremes in South Korea","volume":"11","author":"Kim","year":"2021","journal-title":"Sci. Rep."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"4816","DOI":"10.1175\/JCLI-D-12-00649.1","article-title":"How Many Enso Flavors Can We Distinguish?","volume":"26","author":"Johnson","year":"2013","journal-title":"J. Clim."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1007\/s10546-005-1445-8","article-title":"Surface Drag in the Arctic Marginal Sea-Ice Zone: A Comparison of Different Parameterisation Concepts","volume":"117","author":"Birnbaum","year":"2005","journal-title":"Bound. Layer. Meteorol."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1016\/j.dsr2.2012.02.019","article-title":"A Comparison of the Physics of the Northern and Southern Shelves of the Eastern Bering Sea and Some Implications for the Ecosystem","volume":"65\u201370","author":"Stabeno","year":"2012","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"4116","DOI":"10.1111\/gcb.14832","article-title":"Temporal and Spatial Trends in Marine Carbon Isotopes in the Arctic Ocean and Implications for Food Web Studies","volume":"25","author":"Jeffreys","year":"2019","journal-title":"Glob. Chang. Biol."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"5567","DOI":"10.1038\/s41598-019-41682-4","article-title":"Warm Hole in Pacific Arctic Sea Ice Cover Forced Mid-Latitude Northern Hemisphere Cooling during Winter 2017\u20132018","volume":"9","author":"Tachibana","year":"2019","journal-title":"Sci. Rep."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"S53","DOI":"10.1175\/BAMS-D-19-0175.1","article-title":"The Record Low Bering Sea Ice Extent in 2018: Context, Impacts, and an Assessment of the Role of Anthropogenic Climate Change","volume":"101","author":"Thoman","year":"2020","journal-title":"Bull. Am. Meteorol. Soc."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/j.dsr2.2013.12.005","article-title":"Seasonal and Interannual Variability of the Bering Slope Current","volume":"109","author":"Ladd","year":"2014","journal-title":"Deep Sea Res. Part II Top. Stud. Oceanogr."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"847995","DOI":"10.3389\/fclim.2022.847995","article-title":"Local Drivers of Marine Heatwaves: A Global Analysis with an Earth System Model","volume":"4","author":"Vogt","year":"2022","journal-title":"Front. Clim."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1038\/s43247-023-00683-y","article-title":"Arctic Warming Contributes to Increase in Northeast Pacific Marine Heatwave Days over the Past Decades","volume":"4","author":"Song","year":"2023","journal-title":"Commun. Earth Environ."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/1\/113\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T21:42:38Z","timestamp":1760132558000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/1\/113"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,27]]},"references-count":75,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,1]]}},"alternative-id":["rs16010113"],"URL":"https:\/\/doi.org\/10.3390\/rs16010113","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,12,27]]}}}