MODIS-BASED OBSERVATION OF SEA-SURFACE CHLOROPHYLL-A CONCENTRATION OVER UPPER GULF OF THAILAND

Authors

  • Prasarn Intacharoen School of Remote sensing, Faculty of Science, Suranaree University of Technology, Nakorn Ratchasima, 30000, Thailand.
  • Songkot Dasananda School of Remote sensing, Faculty of Science, Suranaree University of Technology, Nakorn Ratchasima, 30000, Thailand.
  • Anukul Buranapratheprat Department of Aquatic Science, Faculty of Science, Burapha University, Chonburi, 20131, Thailand.

Keywords:

Chlorophyll-a, MODIS, mega-flooding, trophic states, UGoT

Abstract

This paper reports fruitful utilization of satellite-based MODIS optical data on sea-surfaceChl-a concentration determination and mapping over Upper Gulf of Thailand (UGoT)region during 2010-2012 period. To fulfil this task, the optimal algorithm for extraction of the constituent through the applied MODIS reflectance data was identified first based on their effectiveness in determination of reference Chl-a data. The preferred Chl-aconcentration maps were then generated through the identified algorithm along with their associated trophic state maps established regarding the modified OECD criteria. In the first step, the OC3M algorithm was selected (out of five initial candidates) as it provided the most satisfied output (with R2 of 0.60) and used to make Chl-a density maps for thearea. These obtained maps indicated that the concerned critical areas which are potentially vulnerable to red-tide occurrence (i.e., those in eutrophic/hyper-eutrophic states with high amount of Chl-a mixture) were frequently assembled over shallow water close to shore and main surrounding river mouths in the north, especially that of the Tha Chin River.However, patterns and strength of their distribution over the area were remarkably dynamic all year round with relatively low activity evidenced in dry season and more pronounced situation seen in monsoon season. In this regard, notable drop in total amount of the critical areas during wet season of 2011 was attributed to the influence of megafloodingover central Thailand at that time.

References

Bhatrasataponkul, T. (2004). Development of oceancolour algorithms for the Upper Gulf of Thailand.Master of Science dissertation, Department ofMarine Science, Faculty of Science, ChulalongkornUniversity, Thailand.

Biospherical Instruments Inc. (2002). User's manualprofiling reflectance radiometer system (PRR-2600). 5340 Riley Street San Diego, CA 92110-2621. Version 004961UC.DOC.

Boonkwan, S. (2013). Seasonal variations of phytoplanktonand primary production in the inner gulf of Thailand. Master of science dissertation in Aquaticscience, Burapha University, Thailand.

Buranapratheprat, A., Niemann, K. O., Matsumura, S., andYanagi, T. (2009). MERIS imageries to investigatesurface chlorophyll in the upper Gulf of Thailand.Coastal Marine Science., 33(1): 22-28.

Chuenniyom, W., Meksumpun, C., and Meksumpun, S.(2012). Impacts of nutrients and relatedenvironmental factors on distribution and sizestructure of Noctiluca scintillans populations of theeutrophic Tha Chin Estuary, Thailand. Water Sci.Tech., 65:11.

Department of Marine and Coastal Resources. (2012). Redtide phenomenon. Available from: http://www.mkh.in.th/index.php/2010-03-22-18-05-34/2010-03-26-07-59-54. Accessed date: June 29, 2012.

Ferreira, J.G., Andersen, J.H., Borja, A., Bricker, S.B.,Camp, J., da Silva, M.C., Garcés, E., Heiskanen,A.-S., Humborg, C., Ignatiades, L., Lancelot, C.,Menesguen, A., Tett, P., Hoepffner, N., andClaussen, U. (2011). Overview of eutrophicationindicators to assess environmental status within theEuropean Marine Strategy Framework Directive.Estuar. Coast. Shelf S., 93(2):117-131.

Ha, N.T.T., Koike, K., and Nhuan, M.T. (2014). Improvedaccuracy of chlorophyll-a concentration estimatesfrom MODIS imagery using a two-band ratioalgorithm and geostatistics: As applied to themonitoring of eutrophication processes over TienYen Bay (Northern Vietnam). Remote Sens., 6:421-442.

Helsinki Commission. (2009). Eutrophication in the BalticSea. Helsinki Commission. [On-line]. Available:http://www.helcom.fi/stc/files/Publications/Proceedings/bsep115A.pdf

Horning, N., Robinson, J.A., Sterling, E.J., Turner, W.,and Spector, S. (2010). Remote sensing for ecologyand conservation: a handbook of techniques. UnitedStates: Oxford University Press Inc., NY.

Institute of Marine Science. (2006). Marine environmentalmonitoring program and protection management ofred tide in the coastal water of Chonburi Province.Burapha University, Thailand.

IOCCG. (2000). Remote sensing of ocean colour incoastal, and other optically-complex, waters. InStuart, V. (Ed.), Reports of the International Ocean-Colour Coordinating Group. Dartmouth, Canada.3:140.

Keith, D.J., Yoder, J.A., and Freeman, S.A. (2002). Spatialand temporal distribution of coloured dissolvedorganic matter (CDOM) in Narragansett Bay,Rhode Island: implications for phytoplankton incoastal waters. Estuarine Coastal and ShelfScience., 55(5):705-717.

Khan, F.A. and Aliansari, A. (2005). Eutrophication: anecological vision. Bot. Rev, 71(4):449-482.

Koponen, S., Pulliainen, J., Kalliob, K., and Hallikainen,M. (2002). Lake water quality classification withairborne hyperspectral spectrometer and simulatedMERIS data. Remote Sens. Environ., 79:51-59.

Marghany, M. and Hashim, M. (2010). MODIS satellitedata for modelling chlorophyll-a concentrations inMalaysian coastal waters. Int. J. Phy. Sci., 5(10):7.Matsumura, S., Siripon, A., and Lirdwitayaprasit, T.(2006). Underwater optical environment in theUpper Gulf of Thailand. Coastal Marine Sci.,30(1):36-43.

OECD. (1982). Eutrophication of waters: monitoring,assessment and control. Organization for economicand co-operative development, Paris, France.Quoted in Stednick, J.D. and Hall, E.B. (2003).Applicability of trophic status indicators to Colorado plains reservoirs. Completion Report No.195. Colorado Water Resources Research Institute.Colorado State University, USA.

Phoomwongpitak, W. (2003). Meteorogical factorsassociated with chlorophyll-a concentration in the gulf of Thailand as studied by remote sensingtechnique. Master of environmental sciencedisertation. Chulalongkorn University, Thailand.

Smith, V.H. and Schindler, D.W. (2009). Eutrophicationscience: where do we go from here?. Trends inEcol. Evolu., 24(4):201-207.

Terauchi, G., Tsujimoto, R., Ishizaka, J., and Nakata, H.(2014). Preliminary assessment of eutrophicationby remotely sensed chlorophyll-a in Toyama Bay,the Sea of Japan. J. Oceanogr., 70(2):175-184.

Thaipichitburapa, P. (2013). Pesticide dynamic model foraquatic ecosystem of Tha-Chin River, Thailand.Doctoral thesis, Kasetsart University. Thailand.

Wattayakorn, G. and Jaiboon, P. (2014). An assessment of biogeochemical cycles of nutrients in the inner gulf of Thailand. Euro. Chem. Bull., 3(1):50-54.

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Published

2026-08-28

How to Cite

Intacharoen, P., Dasananda, S., & Buranapratheprat, A. (2026). MODIS-BASED OBSERVATION OF SEA-SURFACE CHLOROPHYLL-A CONCENTRATION OVER UPPER GULF OF THAILAND. Suranaree Journal of Science and Technology, 25(1), 59–72. retrieved from https://ph04.tci-thaijo.org/index.php/SUJST/article/view/14418

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Research Article