Skip to main content

Advertisement

Log in

Variability of suspended particulate matter in the Bohai Sea from the geostationary Ocean Color Imager (GOCI)

  • Article
  • Published:
Ocean Science Journal Aims and scope Submit manuscript

Abstract

This study assesses the performance of the Geostationary Ocean Imager (GOCI) for mapping of suspended particulate matter in the Bohai Sea, a turbid water region. GOCI imagery for remote sensing reflectance and Total Suspended Solids (TSS) is analysed in detail for two days in June 2011 (8 images per day). Both instantaneous and daily composite maps are considered and a comparison is made with corresponding reflectance and TSS products from MODIS-AQUA. Results show TSS distributions corresponding to previous studies of the region. The advantage of the higher acquisition frequency (8 images/day instead of 1) offered by GOCI is clearly demonstrated in the daily composite which is more complete during this period of scattered but moving clouds. Consideration of temporal variation over the day indicates low natural variability but some artificial variability from processing errors — this analysis provides a first indication of how the higher frequency of data from geostationary ocean colour could lead to improved data quality control via temporal coherency outlier detection. While there is room for improvement on the GOCI calibration, atmospheric correction and retrieval algorithms, the current study suggests that the GOCI data can already be used now to study qualitatively sediment dynamics except in the extremely turbid waters which are masked out of the current dataset. In a wider context, it is considered that the technical challenges of geostationary ocean colour have been met by the GOCI concept, and, notwithstanding potential improvements on the concept and data processing methods, it is recommended that this mission serve as a model for future geostationary ocean colour sensors over Europe/Africa and the Americas.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Ahn JH, Park Y-J, Ryu J-H, Lee B, Oh IS (2012) Development of Atmospheric correction algorithm for Geostationary Ocean Imager (GOCI). Ocean Sci J (in this volume)

  • Ahn Y-H, Moon J-E, Gallegos S (2001) Development of suspended particulate matter algorithms for ocean remote sensing. Korean J Remote Sens 17(4):285–295

    Google Scholar 

  • Berthiaume GD, Candell LM, Hawkins JS (2000) The Special Events Imager (SEI). In: Sixth International Conference on Remote Sensing for Marine and Coastal Environments, Charlseton, South Carolina, USA, pp II–130

  • Bowers DG, Boudjelas S, Harker GEL (1998) The distribution of fine suspended sediments in the surface waters of the Irish Sea and its relation to tidal stirring. Int J Remote Sens 19(14):2789–2805

    Article  Google Scholar 

  • Chen X, Lu J, Cui T, Jiang W, Tian L, Chen L, Zhao W (2010) Coupling remote sensing retrieval with numerical simulation for SPM study — taking Bohai Sea in China as a case. Int J Appl Earth Observ Geoinfor 12S:S203–S211

    Article  Google Scholar 

  • Cui T, Zhang J, Groom S, Sun L, Smyth T, Sathyendranath S (2010) Validation of MERIS ocean-products in the Bohai Sea: A case study for turbid coastal waters. Remote Sens Environ 114(10):2326–2336

    Article  Google Scholar 

  • Cui T, Zhang J, Ma Y, Zhao W-J, Sun L (2009) The study on the distribution of suspended particulate matter in the Bohai Sea by remote sensing. Acta Oceanol Sin 31(5):10–17

    Google Scholar 

  • Doron M, Bélanger S, Doxaran D, Babin M (2011) Spectral variations in the near-infrared ocean reflectance. Remote Sens Environ 15:1617–1631

    Article  Google Scholar 

  • Faure F, Coste P, Kang G (2008) The GOCI instrument on COMS mission — The first geostationary ocean imager. In: Proceedings of the International Conference on Space Optics (ICSO), Toulouse, France, 14–17 October

  • Gordon HR, Wang M (1994) Retrieval of water-leaving radiance and aerosol optical thickness over the oceans with SeaWiFS: A preliminary algorithm. Appl Optics 33(3):443–452

    Article  Google Scholar 

  • Guan B (1994) Patterns and structures of the currents in Bohai, Huanghai and East China Sea. In: Zhou D, Liang Y, Tseng C (eds) Oceanology of China Sea. Kluwer Academic Publishers, pp 17–26

  • Hainbucher D, Hao W, Pohlmann T, Feng S, Suendermann J (2004) Variability of the Bohai Sea circulation based on model calculations. J Mar Syst 44(3):153–174

    Article  Google Scholar 

  • Hu C, Carder KL, Muller-Karger F (2000) Atmospheric correction of SeaWiFS imagery over turbid coastal waters: A practical method. Remote Sens Environ 74:195–206

    Article  Google Scholar 

  • Hu F, Gu G (1989) Seasonal changes of the mean tidal range along the Chinese coasts. Oceanol Limnol Sin 20(5):401–411

    Google Scholar 

  • IOCCG (2012) Ocean Colour observations from a geostationary orbit. In: Antoine D (ed) IOCCG/SCOR report 12, pp 102

  • Jiang W, Pohlmann T, Sun J, Starke A (2004) SPM transport in the Bohai Sea: field experiments and numerical modelling. J Mar Syst 44:175–188

    Article  Google Scholar 

  • Jiang WS, Wang HJ (2005) Distribution of suspended matter and its relationship with sediment particle size in Laizhou bay. Oceanol Limnol Sin 36(2):97–103

    Google Scholar 

  • Mazeran C, Meskini N (2008) Mission Couleur de l’Océan Géostationnaire: Charactérisation de la géométrie, gain en couverture, impact d’instabilites instrumentals CNES-0440R650-RF-v1

  • Moon J-E, Ahn Y-H, Ryu J-H, Shanmugam P (2010) Development of ocean environmental algorithms for Geostationary Ocean Color imager (GOCI). Korean J Remote Sens 26(2):189–207

    Google Scholar 

  • Moon J-E, Park YJ, Ryu J-H, Choi J-K, Ahn J-H, Min J-E, Son YB, Lee S-J, Han H-J, Ahn Y-H (2012) Initial validation of GOCI water products against in situ data collected around Korean peninsula for 2010-2011. Ocean Sci J (in this volume)

  • Nechad B, Alvera-Azcaràte A, Ruddick K, Greenwood N (2011) Reconstruction of MODIS Total Suspended Matter time series maps by DINEOF and validation with autonomous platform data. Ocean Dyn 61:1205–1214

    Article  Google Scholar 

  • Nechad B, Ruddick KG, Park Y (2010) Calibration and validation of a generic multisensor algorithm for mapping of Total Suspended Matter in turbid waters. Remote Sens Environ 114:854–866

    Article  Google Scholar 

  • Neukermans G (2012) Optical in-situ and geostationary satellite-borne observations of suspended particles in coastal waters. Ph.D. Thesis, Université du Littoral Côte d’Opal, Academic and Scientific Publishers, Brussels, Belgium

    Google Scholar 

  • Neukermans G, Loisel H, Mériaux X, Astoreca R, McKee D (2012a) In situ variability of mass specific beam attenuation and backscattering of marine particles with respect to particle size, density and composition. Limnol Oceanogr 75(1):124–144

    Article  Google Scholar 

  • Neukermans G, Ruddick K, Bernard E, Ramon D, Nechad B, Deschamps P-Y (2009) Mapping total suspended matter from geostationary satellites: A feasibility study with SEVIRI in the Southern North Sea. Opt Express 17(16):14029–14052

    Article  Google Scholar 

  • Neukermans G, Ruddick K, Greenwood N (2012b) Diurnal variability and light attenuation in the southern North Sea from the SEVIRI geostationary sensor. Remote Sens Environ 124:564–580

    Article  Google Scholar 

  • Ruddick K, De Cauwer V, Park Y, Becu G, De Blauwe J-P, Vreker ED, Deschamps P-Y, Knockaert M, Nechad B, Pollentier A, Roose P, Saudemont D, v Tuyckom D (2002) Preliminary validation of MERIS water products for Belgian coastal waters. In: Envisat Validation workshop, European Space Agency, Frascati, 9–13 December

  • Ruddick KG, De Cauwer V, Park Y, Moore G (2006) Seaborne measurements of near infrared water-leaving reflectance — the similarity spectrum for turbid waters. Limnol Oceanogr 51(2):1167–1179

    Article  Google Scholar 

  • Ruddick KG, Ovidio F, Rijkeboer M (2000) Atmospheric correction of SeaWiFS imagery for turbid coastal and inland waters. Appl Optics 39(6):897–912

    Article  Google Scholar 

  • Schmetz J, Pili P, Tjemkes S, Just D, Kerkmann J, Rota S, Ratier A (2002) An introduction to METEOSAT Second Generation (MSG). Bull Am Meteorol Soc 83(7):977–992

    Article  Google Scholar 

  • Shang SL, Lee ZP, Wei GM (2011) Characterization of MODIS-derived Euphotic Zone Depth: Results for the China Sea. Remote Sens Environ 115(1):180–186

    Article  Google Scholar 

  • Shen F, Verhoef W, Zhou Y, Salama MS, Liu X (2010) Satellite estimates of wide-range suspended sediment concentrations in Changjiang (Yangtze) estuary using MERIS data. Estuar Coast 33:1420–1429

    Article  Google Scholar 

  • Sirjacobs D, Alvera-Azcárate A, Barth A, Lacroix G, Park Y, Nechad B, Ruddick K, Beckers J-M (2011) Cloud filling of ocean and sea surface temperature remote sensing products over the Southern North Sea by the Data Interpolating Empirical Orthogonal Functions methodology. J Sea Res 65:114–130

    Article  Google Scholar 

  • Siswanto E, Tang J, Yamaguchi H, Ahn Y-H, Ishizaka J, Yoo S, Kim SW, Kiyomoto Y, Yamada K, Chiang C, Kawamura H (2011) Empirical ocean-colour algorithms to retrieve chlorophyll-a, total suspended matter, and dissolved organic matter absorption coefficient in the Yellow and East China Seas. J Oceanogr 67:627–650

    Article  Google Scholar 

  • Vanhellemont Q, Nechad B, Ruddick K (2011) GRIMAS: Gridding and archiving of satellite-derved ocean colour data for any region on earth. In: COASTGIS conference, Oostende

  • Vanhellemont Q, Ruddick K (2011) Generalized satellite image processing: Eight years of ocean colour data for any region on earth. In: Proceedings of the SPIE Remote Sensing conference, Prague

  • Wang F, Li G-s (2007) Two parameters retrieval models of suspended sediment concentration of Bohai Sea based on MODIS data. Geogr Res 26(6):1186–1196

    Google Scholar 

  • Wang L, Zhao D, Yang J, Chen Y (2012) Retrieval of total suspended matter from MODIS 250m imagery in the Bohai Sea of China. J Oceanogr. doi: 10.1007/s10872-012-0129-5

  • Wang M, Shi W, Jiang L (2012) Atmospheric correction using near-infrared bands for satellite ocean data processing in the turbid western Pacific region. Opt Express 20(2):741–753

    Article  Google Scholar 

  • Wang Q, Guo X, Takeoka H (2008) Seasonal variations of the Yellow River plume in the Bohai Sea: A model study. J Geophys Res 113:C08046. doi: 10.1029/2007JC004555

    Article  Google Scholar 

  • Wei H, Sun J, Moll A, Zhao L (2004) Phytoplankton dynamics in the Bohai Sea-observations and modelling. J Mar Syst 44(3):233–251

    Article  Google Scholar 

  • Yu LL, Jian WS (2011) Seasonal variations in the distributions of suspended fine particulate matter in the Yellow Sea and the East China Sea. Oceanol Limnol Sin 42(4):474–481

    Google Scholar 

  • Zhai W, Zhao H, Zheng N, Xu Y (2012) Coastal acidification in summer bottom oxygen-depleted waters in northwestern-northern Bohai Sea from June to August in 2011. Chinese Sci Bull 57(9):1062–1068

    Article  Google Scholar 

  • Zhang J (1996). Nutrient elements in large Chinese estuaries. Cont Shelf Res 16(8):1023–1045

    Article  Google Scholar 

  • Zibordi G, Holben B, Slutsker I, Giles D, D’Alimonte D, Mélin F, Berthon J-F, Vandemark D, Feng H, Schuster G, Fabbri EE, Kaitala S, Seppälä J (2009) AERONET-OC: A network for the validation of ocean primary product. J Atmos Ocean Tech 26:1634–1651

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Kevin Ruddick.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Ruddick, K., Vanhellemont, Q., Yan, J. et al. Variability of suspended particulate matter in the Bohai Sea from the geostationary Ocean Color Imager (GOCI). Ocean Sci. J. 47, 331–345 (2012). https://doi.org/10.1007/s12601-012-0032-4

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12601-012-0032-4

Key words

Navigation