Skip to main content
Log in

Detecting massive green algae (Ulva prolifera) blooms in the Yellow Sea and East China Sea using Geostationary Ocean Color Imager (GOCI) data

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

Abstract

The historically massive bloom of the green macroalgae Ulva prolifera reported in June–August 2008 around the Qingdao, Yellow Sea, East China Sea and Japan coasts has recurred in a similar season and region. On June 13, 2011, around Qingdao, China, the world’s first Geostationary Ocean Color Imager (GOCI) detected an enormous bloom of floating green algae, which originated from the nearshore Subei Bank, China. The large floating green algae patches were observed along and across the Yellow Sea and in the East China Sea during 2011 summer by various oceanic cruises. To detect the massive macroalgae blooms from space, we analyzed their spectral characteristics from in situ optical measurements and satellite-derived green algae spectra. An “Index of floating Green Algae for GOCI” (IGAG) was developed from the multiple spectral band ratios using three wavelengths (555, 660, 745 nm), which the spectral response of green algae reflected at 555, 745, and 865 nm and absorbed at 660 and 680 nm. The results were compared with those obtained by the normalized difference vegetation index (NDVI), enhanced vegetation index (EVI), and Korea Ocean Satellite Center (KOSC) approaches. An advantage of the IGAG method was that muted or subtle signals of floating green algae were enhanced and separated from surrounding complex water signals. Although maps of floating green algae derived by the other approaches delineated dense green algae, they were less sensitive to subtle (less dense) features and in cases of nearby cloudy or complex water conditions. The floating green algae maps from IGAG provided a more robust estimate of wide floating green algae blooms than those derived using NDVI, EVI, or KOSC approaches. The IGAG approach should be useful for tracing and monitoring changes in green algae blooms on regional and global scales.

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 J-H, Park Y-J, Ryu J-H, Lee B, Oh IS (2012) Development of atmospheric correction algorithm for Geostationary Ocean Color Imager (GOCI). Ocean Sci J (in this issue)

  • Ahn YH, Shanmugam P (2006) Detecting the red tide algal bloom from satellite ocean color observations in optically complex Northeast-Asia Coastal waters. Remote Sens Environ 103:419–437

    Article  Google Scholar 

  • Ahn YH, Shanmugam P, Ryu JH, Jeong JC (2006) Satellite detection of harmful algal bloom occurrences in Korean waters. Harmful Algae 5:213–231

    Article  Google Scholar 

  • Austin RW (1974) Inherent spectral radiance signatures of the ocean surface. In: Ocean colour analysis. Scripps Institute of Oceanography, La Jolla, CA, pp 195

  • Babin M, Morel A, Gentili B (1996) Remote sensing of sea surface sun-induced chlorophyll-a fluorescence: Consequences of natural variation in the optical characteristics of phytoplankton and the quantum yield of chlorophyll a fluorescence. Int J Remote Sens 17:2417–2448

    Article  Google Scholar 

  • Behrenfeld MJ, Boss E, Siegel D, Shea DM (2005) Carbon-based ocean productivity and phytoplankton physiology from space. Global Biogeochem Cy 19:GB1006. doi:10.1029/2004GBoo2299

    Article  Google Scholar 

  • Carder KL, Chen FR, Lee ZP, Hawes SK, Kamykowski D (1999) Semianalytic Moderate-Resolution Imaging Spectrometer algorithms for chlorophyll-a and absorption with bio-optical domains based on nitrate-depletion temperatures. J Geophys Res 104:5403–5421

    Article  Google Scholar 

  • Dierssen HM, Kudela RM, Ryan JP, Zimmerman RC (2006) Red and black tides: Quantitative analysis of water-leaving radiance and perceived color for phytoplankton, colored dissolved organic matter, and suspended sediments. Limnol Oceanogr 51(6):2646–2659

    Article  Google Scholar 

  • Franz BA (2006) Extension of MODIS Ocean Processing Capabilities to Include the 250 & 500-meter Land/Cloud Bands, NASA Ocean Biology Processing Group, Ocean Color Web. http://oceancolor.gsfc.nasa.gov/DOCS/modis_hires/

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

    Article  Google Scholar 

  • Gordon HR (1995) Remote sensing of ocean color: A methodology for dealing with broad spectral bands and significant out-ofband response. Appl Optics 34(36):8363–8374

    Article  Google Scholar 

  • Hayden HS, Blomser J, Maggs CA, Silva PC, Stanhope MJ, Waaland JR (2003) Linnaeus was right all along:Ulva and Enteromorpha are not distinct genera. Eur J Phycol 38:227–294

    Article  Google Scholar 

  • Holben BN (1986) Characteristics of maximum-value composite images from temporal AVHRR data. Int J Remote Sens 7:1417–1434

    Article  Google Scholar 

  • Hu C (2009) A novel ocean color index to detect floating algae in the global oceans. Remote Sens Environ 113:2118–2129

    Article  Google Scholar 

  • Hu C, He M-X (2008) Origin and offshore extent of floating algae in Olympic sailing area. EOS Trans AGU 89(33):302–303

    Article  Google Scholar 

  • Hu C, Li D, Chen C, Ge J, Muller-Karger FE, Liu J, Yu F, He M-X (2010) On the recurrent Ulva prolifera blooms in the Yellow Sea and East China Sea. J Geophys Res 115:C05017. doi:10.1029/2009JC005561

    Google Scholar 

  • Hu C, Muller-Karger FE, Taylor C, Carder KL, Kelble C, Johns E, Heil CA (2005) Red tide detection and tracing using MODIS fluorescence data: A regional example in SW Florida coastal waters. Remote Sens Environ 97:311–321

    Article  Google Scholar 

  • Huete AR, Justice C (1999) MODIS vegetation index (MOD13) algorithm theoretical basis document Ver 3. USGS Land Process Distributed Active Archive Center. http://modis.gsfc.nasa.gov/data/atbd/atbd_mod13.pdf

  • Kannan N, Kim M, Hong SH, Jin Y. Yim UH, Ha SY, Son YB, Choi DL, Shim WJ (2012) Chemical tracers, sterol biomarkers and satellite imagery in the study of a river plume ecosystem in the Yellow Sea. Cont Shelf Res 33:29–36

    Article  Google Scholar 

  • Lee JH, Pang IC, Moon IJ, Ryu JH (2011) On physical factors that controlled the massive green tide occurrence along the southern coast of the Shandong Peninsula in 2008: A numerical study using a particle-tracking experiment. J Geophy Res 116:C12036. doi: 10.1029/2011JC007512

    Google Scholar 

  • Lee S, Lie HJ, Song KM, Cho CH, Lim EP (2008) Tidal modification and its effect on sluice-gate outflow after completion of the Saemangeum dike, South of Korea. J Oceanogr 63:763–776

    Article  Google Scholar 

  • Lee SH, Stockwell DA, Joo HM, Son YB, Kang CK, Whitledge TE (2012) Phytoplankton production from melting ponds on Arctic sea ice. J Geophys Res 117. doi:10.1029/2011JC007717

  • Lie, HJ, Lee S, Cho CH (2002) Computation methods of major tidal currents from satellite-tracked drifter positions, with application to the Yellow and East China Seas. J Geophy Res 107. doi:10.1029/2001JC00898

  • Liu D, Keesing JK, Xing Q, Shi P (2009) World’s largest macroalgal bloom caused by expansion of seaweed aquaculture in China. Mar Pollut Bull 58:888–895

    Article  Google Scholar 

  • Mobley CD (1999) Estimation of the remote sensing reflectance from above-sea surface. Appl Optics 38:7442–7455

    Article  Google Scholar 

  • Moon JE, Park YJ, Ryu JH, Choi JK, Ahn JH, Min JE, Son YB, Lee SJ, Han HJ, Ahn YH Initial validation of GOCI water products against in situ data collected around Korean Peninsula for 2010–2011. Ocean Sci J (in this volume)

  • O’Reilly JE, Maritorena S, Mitchell G, Siegel MA, Carder KL, Garver SA, Kahru M, McClain CR (1998) Ocean color chlorophyll algorithms for SeaWiFS. J Geophys Res 103(11):24937–24953

    Article  Google Scholar 

  • Rouse JW, Hass RH, Schell JA, Deering DW (1973) Monitoring vegetation systems in the Great Plains with ERTS. In: Third ERTS Symposium. NASA SP-3511, pp 309–317

  • Shi W, Wang M (2009) Green macroalgae blooms in the Yellow Sea during the spring and summer of 2008. J Geophys Res 114:C12010. doi: 10.1029/2009JC005513

  • Son YB, Ishizaka J, Jeong JC, Kim HC, Lee TE (2011) Cochlodinium polykrikoides red tide detecting in the South Sea of Korea using spectral classification of MODIS data. Ocean Sci J 46(4):239–263

    Article  Google Scholar 

  • Son YB, Gardner WD, Mishonov AV, Richardson MJ (2009a) Multispectral remote-sensing algorithms for particulate organic carbon (POC): The Gulf of Mexico. Remote Sens Environ 113:50–61

    Article  Google Scholar 

  • Son YB, Gardner WD, Mishonov AV, Richardson MJ (2009b) Model-based remote sensing algorithms for particulate organic carbon (POC) in the Northeastern Gulf of Mexico. J Earth Syst Sci 118:1–10

    Article  Google Scholar 

  • Vermote EF, Tanre D, Deuze JL, Herman M, Morcette JJ (1997) Second simulation of the satellite signal in the solar spectrum, 6S: An overview. IEEE Trans Geosci Remote Sens 35:675–686

    Article  Google Scholar 

  • Werdell PJ, Bailey SW (2005) An improved in-situ bio optical data set of ocean color algorithm development and satellite data product validation. Remote Sens Envrion 98:122–140

    Article  Google Scholar 

  • Yamaguchi H, Kim HC, Son YB, Kim SW, Okamura K, Kiyomoto Y, Ishizaka J (2012) Seasonal and summer interannual variations of SeaWiFS chlorophyll a in the Yellow Sea and East China Sea. Prog Oceanogr doi: 10.1016/j.pocean.2012.04.004

  • Zhao W, Cul T, Ma Y, Zhang Jie (2009) Radiative transfer simulation of surface spectra response for the underwater suspending Enteromorpha prolifera. In: 1st China-Korea (Korea-China) Joint Workshop: green algal bloom, Qingdao, China, 24–28 March 2009, pp 159–173

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Joo-Hyung Ryu.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Son, Y.B., Min, JE. & Ryu, JH. Detecting massive green algae (Ulva prolifera) blooms in the Yellow Sea and East China Sea using Geostationary Ocean Color Imager (GOCI) data. Ocean Sci. J. 47, 359–375 (2012). https://doi.org/10.1007/s12601-012-0034-2

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12601-012-0034-2

Key words

Navigation