{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T11:28:14Z","timestamp":1771846094638,"version":"3.50.1"},"reference-count":46,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2020,12,24]],"date-time":"2020-12-24T00:00:00Z","timestamp":1608768000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["NRF-2018R1C1B6008223"],"award-info":[{"award-number":["NRF-2018R1C1B6008223"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Ocean-atmosphere energy exchange is an important factor in the maintenance of oceanic and atmospheric circulation and the regulation of meteorological and climate systems. Oceanic sensible and latent heat fluxes around the Korean Peninsula were determined using satellite-based air-sea variables (wind speed, sea surface temperature, and atmospheric specific humidity and temperature) and the coupled ocean-atmosphere response experiment (COARE) 3.5 bulk algorithm for six years between 2014 and 2019. Seasonal characteristics of the marine heat flux and its short-term fluctuations during summer typhoons were also investigated. air-sea variables were produced through empirical relationships and verified with observational data from marine buoys around the Korean Peninsula. Satellite-derived wind speed, sea surface temperature, atmospheric specific humidity, and air temperature were strongly correlated with buoy data, with R2 values of 0.80, 0.97, 0.90, and 0.91, respectively. Satellite-based sensible and latent heat fluxes around the peninsula were also validated against fluxes calculated from marine buoy data, and displayed low values in summer and higher values in autumn and winter as the difference between air-sea temperature and specific humidity increased. Through analyses of spatio-temporal fluctuations in the oceanic turbulent heat flux and variations in intensities of typhoons, this study assessed the possibility of monitoring air-sea energy exchange using satellite-based ocean turbulent heat fluxes during high-impact weather.<\/jats:p>","DOI":"10.3390\/rs13010042","type":"journal-article","created":{"date-parts":[[2020,12,24]],"date-time":"2020-12-24T09:02:44Z","timestamp":1608800564000},"page":"42","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Characteristics of Satellite-Based Ocean Turbulent Heat Flux around the Korean Peninsula and Relationship with Changes in Typhoon Intensity"],"prefix":"10.3390","volume":"13","author":[{"given":"Jaemin","family":"Kim","sequence":"first","affiliation":[{"name":"Atmospheric Sciences, Department of Astronomy, Space Science, and Geology, Chungnam National University, Daejeon 34134, Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1187-6206","authenticated-orcid":false,"given":"Yun Gon","family":"Lee","sequence":"additional","affiliation":[{"name":"Atmospheric Sciences, Department of Astronomy, Space Science, and Geology, Chungnam National University, Daejeon 34134, Korea"}]}],"member":"1968","published-online":{"date-parts":[[2020,12,24]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1175\/1520-0493(1998)126<1229:SDLHDA>2.0.CO;2","article-title":"Satellite-Derived Latent Heating Distribution and Environmental Influences in Hurricane Opal (1995)","volume":"126","author":"Rodgers","year":"1998","journal-title":"Mon. Weather Rev."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"2190","DOI":"10.1175\/1520-0493(2000)128<2190:NSOASI>2.0.CO;2","article-title":"Numerical Simulations of Air\u2013Sea Interaction under High Wind Conditions Using a Coupled Model: A Study of Hurricane Development","volume":"128","author":"Bao","year":"1986","journal-title":"Mon. Weather Rev."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1007\/BF02915713","article-title":"Modelling air-sea fluxes during a western Pacific typhoon: Role of sea spray","volume":"21","author":"Li","year":"2004","journal-title":"Adv. Atmos. Sci."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"3299","DOI":"10.1175\/MWR3030.1","article-title":"Impacts of Air\u2013Sea Interaction on Tropical Cyclone Track and Intensity","volume":"133","author":"Wu","year":"2005","journal-title":"Mon. Weather Rev."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"717","DOI":"10.1002\/met.1398","article-title":"Variations of latent heat flux during tropical cyclones over the South China Sea: Variations of latent heat flux during tropical cyclones","volume":"21","author":"Chen","year":"2014","journal-title":"Met. Apps."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"120","DOI":"10.1175\/JAS-D-14-0199.1","article-title":"Contributions of Surface Sensible Heat Fluxes to Tropical Cyclone. Part I: Evolution of Tropical Cyclone Intensity and Structure","volume":"72","author":"Ma","year":"2015","journal-title":"J. Atmos. Sci."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1016\/j.dynatmoce.2018.09.001","article-title":"Examining the contribution of surface sensible heat flux induced sensible heating to tropical cyclone intensification from the balance dynamics theory","volume":"84","author":"Ma","year":"2018","journal-title":"Dyn. Atmos. Ocean."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"1100","DOI":"10.1175\/1520-0450(1986)025<1100:EOTAWW>2.0.CO;2","article-title":"Evaluation of the Accuracy with Which Dry Deposition Can Be Measured with Current Micrometeorological Techniques","volume":"25","author":"Businger","year":"1986","journal-title":"J. Clim. Appl. Meteorol."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Kaimal, J.C., and Finnigan, J.J. (1993). Atmospheric Boundary Layer Flows: Their Structure and Measurement, Oxford University Press.","DOI":"10.1093\/oso\/9780195062397.001.0001"},{"key":"ref_10","first-page":"18","article-title":"Uncertainties in Global Ocean Surface Heat Flux Climatologies Derived from Ship Observations","volume":"10","author":"Gleckler","year":"1997","journal-title":"J. Cimate"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1007\/BF00232256","article-title":"Air-sea bulk transfer coefficients in diabatic conditions","volume":"9","author":"Kondo","year":"1975","journal-title":"Bound. Layer Meteorol."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1175\/1520-0442(2003)016<0571:BPOASF>2.0.CO;2","article-title":"Bulk Parameterization of Air\u2013Sea Fluxes: Updates and Verification for the COARE Algorithm","volume":"16","author":"Fairall","year":"2003","journal-title":"J. Clim."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1023\/A:1015845321836","article-title":"Japanese Ocean Flux Data Sets with Use of Remote Sensing Observations (J-OFURO)","volume":"58","author":"Kubota","year":"2002","journal-title":"J. Oceanogr."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1175\/1520-0442(2003)016<3256:STHAMF>2.0.CO;2","article-title":"Surface Turbulent Heat and Momentum Fluxes over Global Oceans Based on the Goddard Satellite Retrievals, Version 2 (GSSTF2)","volume":"16","author":"Chou","year":"2003","journal-title":"J. Clim."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1071","DOI":"10.1007\/s00376-009-8138-z","article-title":"A note on reviving the Goddard Satellite-based Surface Turbulent Fluxes (GSSTF) dataset","volume":"26","author":"Shie","year":"2009","journal-title":"Adv. Atmos. Sci."},{"key":"ref_16","unstructured":"Yu, L., Jin, X., and Weller, R. (2008). Multidecade Global Flux Datasets from the Objectively Analyzed Air-Sea Fluxes (OAFlux) Project: Latent and Sensible Heat Fluxes, Ocean Evaporation, and Related Surface Meteorological Variables, Woods Hole Oceanographic Institution. OAFlux Project Technical Report, OA-2008-01."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"215","DOI":"10.5194\/essd-2-215-2010","article-title":"The Hamburg Ocean Atmosphere Parameters and Fluxes from Satellite Data\u2014HOAPS-3","volume":"2","author":"Andersson","year":"2010","journal-title":"Earth Syst. Sci. Data"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"1521","DOI":"10.1007\/s00382-011-1115-0","article-title":"TropFlux: Air-sea fluxes for the global tropical oceans\u2014Description and evaluation","volume":"38","author":"Vialard","year":"2012","journal-title":"Clim. Dyn."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"6291","DOI":"10.1175\/JCLI3977.1","article-title":"Comparison of Five Satellite-Derived Latent Heat Flux Products to Moored Buoy Data","volume":"19","author":"Bourras","year":"2006","journal-title":"J. Clim."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/BF02930865","article-title":"Seasonal variability of the Yellow Sea\/East China Sea surface fluxes and thermohaline structure","volume":"22","author":"Chu","year":"2005","journal-title":"Adv. Atmos. Sci."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"585","DOI":"10.1175\/1520-0469(1986)043<0585:AASITF>2.0.CO;2","article-title":"An Air-Sea Interaction Theory for Tropical Cyclones. Part I: Steady-State Maintenance","volume":"43","author":"Emanuel","year":"1986","journal-title":"J. Atmos. Sci."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1175\/MWR-D-13-00277.1","article-title":"Enthalpy and Momentum Fluxes during Hurricane Earl Relative to Underlying Ocean Features","volume":"143","author":"Jaimes","year":"2015","journal-title":"Mon. Wea. Rev."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1002\/2017JC012954","article-title":"Upper ocean cooling and air-sea fluxes under typhoons: A case study","volume":"122","author":"Potter","year":"2017","journal-title":"J. Geophys. Res. Ocean."},{"key":"ref_24","unstructured":"Wentz, F.J., Meissner, T., Gentemann, C., Hilburn, K.A., and Scott, J. (2014). Remote Sensing Systems GCOM-W1 AMSR2 Daily Environmental Suite on 0.25 Deg Grid, Remote Sensing Systems. Version 8.0."},{"key":"ref_25","unstructured":"Wentz, F.J., Meissner, T., Scott, J., and Hilburn, K.A. (2015). Remote Sensing Systems GPM GMI Daily Environmental Suite on 0.25 Deg Grid, Remote Sensing Systems. Version 8.2."},{"key":"ref_26","unstructured":"Wentz, F.J., Ricciardulli, L., Gentemann, C., Meissner, T., Hilburn, K.A., and Scott, J. (2013). Remote Sensing Systems Coriolis WindSat Daily Environmental Suite on 0.25 Deg Grid, Remote Sensing Systems. Version 7.0.1."},{"key":"ref_27","unstructured":"Wentz, F.J., Hilburn, K.A., and Smith, D.K. (2012). Remote Sensing Systems DMSP SSMIS Daily Environmental Suite on 0.25 Deg Grid, Remote Sensing Systems. Version 8."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"14595","DOI":"10.1029\/2019GL086274","article-title":"Rapid Decay of Slowly Moving Typhoon Soulik (2018) due to Interactions with the Strongly Stratified Northern East China Sea","volume":"46","author":"Park","year":"2019","journal-title":"Geophys. Res. Lett."},{"key":"ref_29","first-page":"C04009","article-title":"Air-sea stability effects on the 10 m winds over the global ocean: Evaluations of air-sea flux algorithms","volume":"113","author":"Kara","year":"2008","journal-title":"J. Geophys. Res."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1591","DOI":"10.1175\/1520-0493(1986)114<1591:SRBMMP>2.0.CO;2","article-title":"Statistical Relation between Monthly Mean Precipitable Water and Surface-Level Humidity over Global Oceans","volume":"114","author":"Liu","year":"1986","journal-title":"Mon. Weather Rev."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"14539","DOI":"10.1029\/JC094iC10p14539","article-title":"The relationship between total precipitable water and surface-level humidity over the sea surface: A further evaluation","volume":"94","author":"Hsu","year":"1989","journal-title":"J. Geophys. Res."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"2773","DOI":"10.1080\/01431169308904308","article-title":"Water vapour in the atmospheric boundary layer over oceans from SSM\/I measurements","volume":"14","author":"Schulz","year":"1993","journal-title":"Int. J. Remote Sens."},{"key":"ref_33","first-page":"D03302","article-title":"Observed relationship between surface specific humidity, integrated water vapor, and longwave downward radiation at different altitudes","volume":"112","author":"Ruckstuhl","year":"2007","journal-title":"J. Geophys. Res."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"5243","DOI":"10.1080\/01431161.2013.787502","article-title":"Improvement in air\u2013sea flux estimates derived from satellite observations","volume":"34","author":"Bentamy","year":"2013","journal-title":"Int. J. Remote Sens."},{"key":"ref_35","first-page":"519","article-title":"Calculation and Monthly Characteristics of Satellite-based Heat Flux Over the Ocean Around the Korea Peninsula","volume":"34","author":"Kim","year":"2018","journal-title":"Korean J. Remote Sens."},{"key":"ref_36","first-page":"2254","article-title":"Estimation of marine meteorological parameters from the satellite data","volume":"4","author":"Hong","year":"2003","journal-title":"Int. Geosci. Remote Sens."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1175\/1520-0442(2003)016<0619:WBAAAL>2.0.CO;2","article-title":"Which Bulk Aerodynamic Algorithms are Least Problematic in Computing Ocean Surface Turbulent Fluxes?","volume":"16","author":"Brunke","year":"2003","journal-title":"J. Clim."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"1589","DOI":"10.1175\/JPO-D-12-0173.1","article-title":"On the Exchange of Momentum over the Open Ocean","volume":"43","author":"Edson","year":"2013","journal-title":"J. Phys. Oceanogr."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"6091","DOI":"10.5194\/amt-11-6091-2018","article-title":"Evaluation of OAFlux datasets based on in situ air\u2013sea flux tower observations over Yongxing Island in 2016","volume":"11","author":"Zhou","year":"2018","journal-title":"Atmos. Meas. Tech."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5467\/JKESS.2018.39.1.1","article-title":"Comparative Analysis of Surface Heat Fluxes in the East Asian Marginal Seas and Its Acquired Combination Data","volume":"39","author":"Sim","year":"2018","journal-title":"J. Korean Earth Sci. Soc."},{"key":"ref_41","first-page":"333","article-title":"Temporal and Spatial Variations of SL\/SST in the Korean Peninsula by Remote Sensing","volume":"24","author":"Oh","year":"2012","journal-title":"J. Fish. Mar. Sci. Educ."},{"key":"ref_42","first-page":"421","article-title":"Seasonal characteristics of turbulent fluxes observed at Ieodo Ocean Research Station","volume":"17","author":"Oh","year":"2007","journal-title":"Atmosphere"},{"key":"ref_43","first-page":"C04002","article-title":"Validation of the Advanced Microwave Scanning Radiometer for the Earth Observing System (AMSR-E) sea surface temperature in the Southern Ocean","volume":"111","author":"Dong","year":"2006","journal-title":"J. Geophys. Res."},{"key":"ref_44","unstructured":"Gentemann, C.L., and Wentz, F.J. (2001, January 9\u201313). Satellite Microwave SST: Accuracy, Comparisons to AVHRR and Reynolds SST, and Measurement of Diurnal Thermocline Variability. Proceedings of the IEEE 2001 International Geoscience and Remote Sensing Symposium, Sydney, Australia."},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Fujiwara, K., Kawamura, R., and Kawano, T. (2020). Remote Thermodynamic Impact of the Kuroshio Current on a Developing Tropical Cyclone Over the Western North Pacific in Boreal Fall. J. Geophys. Res. Atmos., 125.","DOI":"10.1029\/2019JD031356"},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1175\/1520-0485(1999)029<0401:SHFITE>2.0.CO;2","article-title":"Surface Heat Flux in the East China Sea and the Yellow Sea","volume":"29","author":"Hirose","year":"1999","journal-title":"J. Phys. Oceanogr."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/1\/42\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T10:45:44Z","timestamp":1760179544000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/1\/42"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,12,24]]},"references-count":46,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2021,1]]}},"alternative-id":["rs13010042"],"URL":"https:\/\/doi.org\/10.3390\/rs13010042","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,12,24]]}}}