{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,12]],"date-time":"2025-10-12T02:02:11Z","timestamp":1760234531925,"version":"build-2065373602"},"reference-count":52,"publisher":"MDPI AG","issue":"11","license":[{"start":{"date-parts":[[2021,5,28]],"date-time":"2021-05-28T00:00:00Z","timestamp":1622160000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2016YFC1400903"],"award-info":[{"award-number":["2016YFC1400903"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100017054","name":"National Natural Science Foundation of China-Zhejiang Joint Fund for the Integration of Industrialization and Informatization","doi-asserted-by":"publisher","award":["U1609202"],"award-info":[{"award-number":["U1609202"]}],"id":[{"id":"10.13039\/100017054","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Key Special Project for Introduced Talents Team of Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou)","award":["GML2019ZD0602"],"award-info":[{"award-number":["GML2019ZD0602"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["42076216","41376184","40976109"],"award-info":[{"award-number":["42076216","41376184","40976109"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Ocean processes that can influence rapidly changing ocean color include water-mass movement and bio-optical property changes in the water parcel. Traditionally, diurnal variability of bio-optical properties relies on daily time series at fixed locations by satellite sensors or in situ observations. There is a lack of an effective way to observe diurnal variation of bio-optical properties in a moving water parcel on a large scale. In this paper, we propose a new method to acquire diurnal variation of bio-optical properties in a moving water parcel. The novel approach integrates drifting buoy data and GOCI data. The movement of surface current was tracked by a drifting buoy, and its spatiotemporally matching bio-optical properties were obtained via the GOCI data. The results in the Yellow and East China seas during the summers of 2012 and 2013 show that the variation of time series following the movement of water parcel was obviously different from that obtained at fixed locations. The hourly differences of the former are 15.7% and 16.3% smaller than those of the latter for Chl a and total suspended sediment (TSS), respectively. The value of ag440 was more stable within the moving water parcel than in the fixed location. Our approach provides a simple and feasible way for observing diurnal variability of bio-optical properties in a moving surface water parcel.<\/jats:p>","DOI":"10.3390\/rs13112115","type":"journal-article","created":{"date-parts":[[2021,5,31]],"date-time":"2021-05-31T03:45:29Z","timestamp":1622432729000},"page":"2115","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["A Novel Approach to Obtain Diurnal Variation of Bio-Optical Properties in Moving Water Parcel Using Integrated Drifting Buoy and GOCI Data: A Case Study in Yellow and East China Seas"],"prefix":"10.3390","volume":"13","author":[{"given":"Yuying","family":"Xu","sequence":"first","affiliation":[{"name":"Ocean College, Zhejiang University, Zhoushan 316021, China"},{"name":"State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Ministry of Natural Resources, Hangzhou 310012, China"},{"name":"Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou 511458, China"}]},{"given":"Weibing","family":"Guan","sequence":"additional","affiliation":[{"name":"Ocean College, Zhejiang University, Zhoushan 316021, China"},{"name":"State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Ministry of Natural Resources, Hangzhou 310012, China"},{"name":"School of Oceanography, Shanghai JiaoTong University, Shanghai 200030, China"}]},{"given":"Jianyu","family":"Chen","sequence":"additional","affiliation":[{"name":"Ocean College, Zhejiang University, Zhoushan 316021, China"},{"name":"State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Ministry of Natural Resources, Hangzhou 310012, China"},{"name":"Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou 511458, China"},{"name":"School of Oceanography, Shanghai JiaoTong University, Shanghai 200030, China"}]},{"given":"Zhenyi","family":"Cao","sequence":"additional","affiliation":[{"name":"Ocean College, Zhejiang University, Zhoushan 316021, China"}]},{"given":"Feng","family":"Qiao","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Satellite Ocean Environment Dynamics, Second Institute of Oceanography, Ministry of Natural Resources, Hangzhou 310012, China"}]}],"member":"1968","published-online":{"date-parts":[[2021,5,28]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"17873","DOI":"10.1029\/92JC01570","article-title":"Variability of bio-optical properties of the upper ocean associated with diel cycles in phytoplankton population","volume":"97","author":"Stramska","year":"1992","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_2","first-page":"7859","article-title":"Characterization of the bio-optical anomaly and diurnal variability of the particulate matter, as seen from the scattering and backscattering coefficients, in ultra-oligotrophic eddies of the Mediterranean Sea","volume":"8","author":"Loisel","year":"2011","journal-title":"Biogeosci. Discuss."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Gould, J.R.W., Anderson, S., Lewis, M.D., Miller, W.D., Shulman, I., Smith, G.B., Smith, T.A., Wang, D.W., and Wijesekera, H.W. (2020). Assessing the impact of tides and atmospheric fronts on submesoscale physical and bio-optical distributions near a coastal convergence zone. Remote Sens., 12.","DOI":"10.3390\/rs12030553"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"1408","DOI":"10.1016\/j.csr.2007.01.014","article-title":"Settling velocity, effective density, and mass composition of suspended sediment in a coastal bottom boundary layer, Gulf of Lions, France","volume":"27","author":"Curran","year":"2007","journal-title":"Cont. Shelf Res."},{"key":"ref_5","doi-asserted-by":"crossref","unstructured":"Hao, Y., Cui, T., Singh, V.P., Zhang, J., Yu, R., and Zhao, W. (2018). Diurnal variation of light absorption in the yellow river estuary. Remote Sens., 10.","DOI":"10.3390\/rs10040542"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"1481","DOI":"10.1007\/s11270-011-0959-6","article-title":"Hyperspectral remote sensing of total Phosphorus (TP) in three central Indiana water supply reservoirs","volume":"223","author":"Song","year":"2011","journal-title":"Water Air Soil Pollut."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1016\/j.rse.2012.11.001","article-title":"Evaluation of chlorophyll-a remote sensing algorithms for an optically complex estuary","volume":"129","author":"Le","year":"2013","journal-title":"Remote Sens. Environ."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/j.isprsjprs.2014.03.012","article-title":"Assessment of NIR-red algorithms for observation of chlorophyll-a in highly turbid inland waters in China","volume":"93","author":"Huang","year":"2014","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/j.hal.2017.04.012","article-title":"VIIRS captures phytoplankton vertical migration in the NE Gulf of Mexico","volume":"66","author":"Qi","year":"2017","journal-title":"Harmful Algae"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"032406","DOI":"10.1117\/1.JRS.11.032406","article-title":"Diurnal changes in ocean color sensed in satellite imagery","volume":"11","author":"Arnone","year":"2017","journal-title":"J. Appl. Remote Sens."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"25703","DOI":"10.3390\/s151025703","article-title":"Comparative analysis of GOCI ocean color products","volume":"15","author":"Amin","year":"2015","journal-title":"Sensors"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1007\/s12601-012-0027-1","article-title":"Initial validation of GOCI water products against in situ data collected around Korean peninsula for 2010\u20132011","volume":"47","author":"Moon","year":"2012","journal-title":"Ocean Sci. J."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"133","DOI":"10.2112\/SI70-023.1","article-title":"Monitoring changes in suspended sediment concentration on the southwestern coast of Korea","volume":"70","author":"Min","year":"2014","journal-title":"J. Coast. Res."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"482","DOI":"10.1016\/j.rse.2016.07.031","article-title":"Evaluation of chlorophyll retrievals from Geostationary Ocean Color Imager (GOCI) for the North-East Asian region","volume":"184","author":"Kim","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"392","DOI":"10.1016\/j.rse.2009.09.016","article-title":"Retrieval of total suspended matter concentration in the Yellow and East China Seas from MODIS imagery","volume":"114","author":"Zhang","year":"2010","journal-title":"Remote Sens. Environ."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1016\/j.rse.2013.06.020","article-title":"Retrieval of the seawater reflectance for suspended solids monitoring in the East China Sea using MODIS, MERIS and GOCI satellite data","volume":"146","author":"Doxaran","year":"2014","journal-title":"Remote Sens. Environ."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"562","DOI":"10.1016\/j.rse.2013.09.031","article-title":"Diurnal changes of a harmful algal bloom in the East China Sea: Observations from GOCI","volume":"140","author":"Lou","year":"2014","journal-title":"Remote Sens. Environ."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"3835","DOI":"10.1364\/OE.21.003835","article-title":"Ocean color products from the Korean Geostationary Ocean Color Imager (GOCI)","volume":"21","author":"Wang","year":"2013","journal-title":"Opt. Express"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"627","DOI":"10.1007\/s10872-011-0062-z","article-title":"Empirical ocean-color algorithms to retrieve chlorophyll-a, total suspended matter, and colored dissolved organic matter absorption coefficient in the Yellow and East China Seas","volume":"67","author":"Siswanto","year":"2011","journal-title":"J. Oceanogr."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"359","DOI":"10.3389\/fmars.2019.00359","article-title":"Assessment of satellite-based chlorophyll-a algorithms in eutrophic Korean coastal waters: Jinhae Bay case study","volume":"6","author":"Yoon","year":"2019","journal-title":"Front. Mar. Sci."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"401002","DOI":"10.3788\/AOS201636.0401002","article-title":"Validation of the remote sensing products retrieved by geostationary ocean color imager in Liaodong Bay in spring","volume":"36","author":"Li","year":"2016","journal-title":"Acta Opt. Sin."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"5237","DOI":"10.5194\/bg-15-5237-2018","article-title":"Summertime episodic chlorophyll a blooms near the east coast of the Korean Peninsula","volume":"15","author":"Son","year":"2018","journal-title":"Biogeosciences"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1016\/j.rse.2013.01.023","article-title":"Using geostationary satellite ocean color data to map the diurnal dynamics of suspended particulate matter in coastal waters","volume":"133","author":"He","year":"2013","journal-title":"Remote Sens. Environ."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/j.rse.2013.05.032","article-title":"Application of the Geostationary Ocean Color Imager (GOCI) to mapping the temporal dynamics of coastal water turbidity","volume":"146","author":"Choi","year":"2014","journal-title":"Remote Sens. Environ."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1016\/j.hal.2018.02.006","article-title":"Remote quantification of Cochlodinium polykrikoides blooms occurring in the East Sea using geostationary ocean color imager (GOCI)","volume":"73","author":"Noh","year":"2018","journal-title":"Harmful Algae"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"230","DOI":"10.1016\/j.ecss.2016.07.006","article-title":"Analysis of ocean diurnal variations from the Korean Geostationary Ocean Color Imager measurements using the DINEOF method","volume":"180","author":"Liu","year":"2016","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1437","DOI":"10.1109\/TGRS.2016.2624220","article-title":"Diurnal currents in the bohai sea derived from the Korean Geostationary Ocean Color Imager","volume":"55","author":"Jiang","year":"2016","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1146\/annurev-marine-010816-060641","article-title":"Advances in the application of surface drifters","volume":"9","author":"Lumpkin","year":"2017","journal-title":"Annu. Rev. Mar. Sci."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"4322","DOI":"10.1029\/2019JC015027","article-title":"Improving surface current estimation from Geostationary Ocean Color Imager using tidal ellipse and angular limitation","volume":"124","author":"Chen","year":"2019","journal-title":"J. Geophys. Res. Oceans"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"1131","DOI":"10.1080\/2150704X.2016.1219423","article-title":"Observation of diurnal variations in mesoscale eddy sea-surface currents using GOCI data","volume":"7","author":"Park","year":"2016","journal-title":"Remote. Sens. Lett."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"8214","DOI":"10.1029\/2019GL083892","article-title":"Characterization of submesoscale turbulence in the east\/Japan sea using Geostationary Ocean Color Satellite Images","volume":"46","author":"Choi","year":"2019","journal-title":"Geophys. Res. Lett."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1146\/annurev-marine-121211-172315","article-title":"High-Frequency radar observations of ocean surface currents","volume":"5","author":"Paduan","year":"2013","journal-title":"Annu. Rev. Mar. Sci."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"13345","DOI":"10.1029\/94JC02457","article-title":"Scales of variability of bio-optical properties as observed from near-surface drifters","volume":"100","author":"Abbott","year":"1995","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"4756","DOI":"10.1029\/JC090iC03p04756","article-title":"Drifter observations of coastal surface currents during CODE: The statistical and dynamical views","volume":"90","author":"Davis","year":"1985","journal-title":"J. Geophys. Res. Space Phys."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"621","DOI":"10.1175\/JTECH-D-18-0097.1","article-title":"Assessment of the water-following capabilities of CODE drifters based on direct relative flow measurements","volume":"36","author":"Poulain","year":"2019","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"96","DOI":"10.5670\/oceanog.2015.08","article-title":"Sea surface salinity observations with lagrangian drifters in the tropical North Atlantic during SPURS: Circulation, fluxes, and comparisons with remotely sensed salinity from aquarius","volume":"28","author":"Centurioni","year":"2015","journal-title":"Oceanography"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"5970","DOI":"10.1002\/2017JC012805","article-title":"Relative influences of the metocean forcings on the drifting ice pack and estimation of internal ice stress gradients in the L abrador S ea","volume":"122","author":"Turnbull","year":"2017","journal-title":"J. Geophys. Res. Oceans"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1016\/j.oceano.2017.01.003","article-title":"Calibration of backward-in-time model using drifting buoys in the East China Sea","volume":"59","author":"Yu","year":"2017","journal-title":"Oceanology"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1007\/s12601-012-0024-4","article-title":"Overview of geostationary ocean color imager (GOCI) and GOCI data processing system (GDPS)","volume":"47","author":"Ryu","year":"2012","journal-title":"Ocean Sci. J."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1364\/AO.39.000361","article-title":"Adjacency effects on water surfaces: Primary scattering approximation and sensitivity study","volume":"39","author":"Santer","year":"2000","journal-title":"Appl. Opt."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1016\/j.rse.2015.12.020","article-title":"Cloud adjacency effects on top-of-atmosphere radiance and ocean color data products: A statistical assessment","volume":"174","author":"Feng","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1016\/j.rse.2006.01.015","article-title":"A multi-sensor approach for the on-orbit validation of ocean color satellite data products","volume":"102","author":"Bailey","year":"2006","journal-title":"Remote Sens. Environ."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"394","DOI":"10.1016\/j.jmarsys.2008.11.016","article-title":"Chemical and physical fronts in the Bohai, Yellow and East China seas","volume":"78","author":"Chen","year":"2009","journal-title":"J. Mar. Syst."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"111139","DOI":"10.1016\/j.marpolbul.2020.111139","article-title":"Intra- and inter-seasonal variations in the hydrological characteristics and nutrient conditions in the southwestern Yellow Sea during spring to summer","volume":"156","author":"Wang","year":"2020","journal-title":"Mar. Pollut. Bull."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"136641","DOI":"10.1016\/j.scitotenv.2020.136641","article-title":"Analysis on the relationship between fisheries economic growth and marine environmental pollution in China\u2019s coastal regions","volume":"713","author":"Peng","year":"2020","journal-title":"Sci. Total. Environ."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"139760","DOI":"10.1016\/j.scitotenv.2020.139760","article-title":"Temporal variation of macrobenthic community zonation over nearly 60 years and the effects of latitude and depth in the southern Yellow Sea and East China Sea","volume":"739","author":"Xu","year":"2020","journal-title":"Sci. Total. Environ."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"102553","DOI":"10.1016\/j.pocean.2021.102553","article-title":"Progress on circulation dynamics in the East China Sea and southern Yellow Sea: Origination, pathways, and destinations of shelf currents","volume":"193","author":"Liu","year":"2021","journal-title":"Prog. Oceanogr."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1023\/A:1015876701363","article-title":"The Current System in the Yellow and East China Seas","volume":"58","author":"Ichikawa","year":"2002","journal-title":"J. Oceanogr."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1175\/1520-0426(2002)019<0183:EIMOBO>2.0.CO;2","article-title":"Efficient inverse modeling of barotropic ocean tides","volume":"19","author":"Egbert","year":"2002","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1367","DOI":"10.2112\/SI65-231.1","article-title":"Quantitative estimation of the suspended sediment movements in the coastal region using GOCI","volume":"65","author":"Choi","year":"2013","journal-title":"J. Coast. Res."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"91","DOI":"10.1006\/ecss.1997.0309","article-title":"CDOM Absorption characteristics with relation to fluorescence and salinity in coastal areas of the southern Baltic Sea","volume":"47","author":"Ferrari","year":"1998","journal-title":"Estuar. Coast. Shelf Sci."},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Concha, J., Mannino, A., Franz, B., and Kim, W. (2019). Uncertainties in the Geostationary Ocean Color Imager (GOCI) remote sensing reflectance for assessing diurnal variability of biogeochemical processes. Remote Sens., 11.","DOI":"10.3390\/rs11030295"}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/11\/2115\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T06:09:26Z","timestamp":1760162966000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/13\/11\/2115"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,5,28]]},"references-count":52,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2021,6]]}},"alternative-id":["rs13112115"],"URL":"https:\/\/doi.org\/10.3390\/rs13112115","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2021,5,28]]}}}