Estimation of Chlorophyll-a Concentration and the Trophic State of the Barra Bonita Hydroelectric Reservoir Using OLI/Landsat-8 Images

Reservoirs are artificial environments built by humans, and the impacts of these environments are not completely known. Retention time and high nutrient availability in the water increases the eutrophic level. Eutrophication is directly correlated to primary productivity by phytoplankton. These organisms have an important role in the environment. However, high concentrations of determined species can lead to public health problems. Species of cyanobacteria produce toxins that in determined concentrations can cause serious diseases in the liver and nervous system, which could lead to death. Phytoplankton has photoactive pigments that can be used to identify these toxins. Thus, remote sensing data is a viable alternative for mapping these pigments, and consequently, the trophic. Chlorophyll-a (Chl-a) is present in all phytoplankton species. Therefore, the aim of this work was to evaluate the performance of images of the sensor Operational Land Imager (OLI) onboard the Landsat-8 satellite in determining Chl-a concentrations and estimating the trophic level in a tropical reservoir. Empirical models were fitted using data from two field surveys conducted in May and October 2014 (Austral Autumn and Austral Spring, respectively). Models were applied in a temporal series of OLI images from May 2013 to October 2014. The estimated Chl-a concentration was used to classify the trophic level from a trophic state index that adopted the concentration of this pigment-like parameter. The models of Chl-a concentration showed reasonable results, but their performance was likely impaired by the atmospheric correction. Consequently, the trophic level classification also did not obtain better results.

[1]  Hermann Kaufmann,et al.  Determination of Chlorophyll Content and Trophic State of Lakes Using Field Spectrometer and IRS-1C Satellite Data in the Mecklenburg Lake District, Germany , 2000 .

[2]  A. Gitelson,et al.  Chlorophyll distribution in Lake Kinneret determined from Landsat Thematic Mapper data , 1995 .

[3]  R. Sadler,et al.  First Report of a Toxic Nodularia spumigena (Nostocales/ Cyanobacteria) Bloom in Sub-Tropical Australia. I. Phycological and Public Health Investigations , 2012, International journal of environmental research and public health.

[4]  A. E. Greenberg,et al.  Standard methods for the examination of water and wastewater : supplement to the sixteenth edition , 1988 .

[5]  Jim Giles,et al.  Preprint analysis quantifies scientific plagiarism , 2006, Nature.

[6]  H. Golterman Physiological limnology : an approach to the physiology of lake ecosystems , 1975 .

[7]  ESTADO DE SÃO PAULO,et al.  CETESB-COMPANHIA AMBIENTAL DO ESTADO DE SÃO PAULO , 2014 .

[8]  D. Mishra,et al.  Normalized difference chlorophyll index: A novel model for remote estimation of chlorophyll-a concentration in turbid productive waters , 2012 .

[9]  Takako Matsumura-Tundisi,et al.  Denitrification and bacterial community structure in the cascade of six reservoirs on a tropical river in Brazil , 2003, Hydrobiologia.

[10]  Anatoly A. Gitelson,et al.  Remote estimation of chl-a concentration in turbid productive waters — Return to a simple two-band NIR-red model? , 2011 .

[11]  R. Carlson A trophic state index for lakes1 , 1977 .

[12]  Zhongfeng Qiu,et al.  Estimating phycocyanin pigment concentration in productive inland waters using Landsat measurements: a case study in Lake Dianchi. , 2015, Optics express.

[13]  J. Tundisi,et al.  The ecological dynamics of Barra Bonita (Tietê River, SP, Brazil) reservoir: implications for its biodiversity. , 2008, Brazilian journal of biology = Revista brasleira de biologia.

[14]  F. Roland,et al.  Variability of carbon dioxide flux from tropical (Cerrado) hydroelectric reservoirs , 2010, Aquatic Sciences.

[15]  K. Ruddick,et al.  Atmospheric correction of SeaWiFS imagery for turbid coastal and inland waters. , 2000, Applied optics.

[16]  Mark R. Miller,et al.  Ocean Optics Protocols For Satellite Ocean Color Sensor Validation, Revision 4, Volume III: Radiometric Measurements and Data Analysis Protocols , 2003 .

[17]  A. Weidemann,et al.  Quantifying absorption by aquatic particles: A multiple scattering correction for glass-fiber filters , 1993 .

[18]  V. Smith Eutrophication of freshwater and coastal marine ecosystems a global problem , 2003, Environmental science and pollution research international.

[19]  Alexander A Gilerson,et al.  Algorithms for remote estimation of chlorophyll-a in coastal and inland waters using red and near infrared bands. , 2010, Optics express.

[20]  Louis Theodore,et al.  Developments In Water Science , 1980 .

[21]  A. Gitelson,et al.  Estimation of chlorophyll-a concentration in turbid productive waters using airborne hyperspectral data. , 2012, Water research.

[22]  Arnold G. Dekker,et al.  Detection of optical water quality parameters for eutrophic waters by high resolution remote sensing , 1993 .

[23]  R. Wrigley,et al.  Factors affecting the identification of phytoplankton groups by means of remote sensing , 1994 .

[24]  J. W. Brown,et al.  Exact Rayleigh scattering calculations for use with the Nimbus-7 Coastal Zone Color Scanner. , 1988, Applied optics.

[25]  Kenton Lee,et al.  The Spectral Response of the Landsat-8 Operational Land Imager , 2014, Remote. Sens..

[26]  B. Osborne,et al.  Light and Photosynthesis in Aquatic Ecosystems. , 1985 .

[27]  S. Carpenter,et al.  Human Impact on Erodable Phosphorus and Eutrophication: A Global Perspective , 2001 .

[28]  Vittorio E. Brando,et al.  Satellite hyperspectral remote sensing for estimating estuarine and coastal water quality , 2003, IEEE Trans. Geosci. Remote. Sens..

[29]  Igor Ogashawara,et al.  Interactive Correlation Environment (ICE) - A Statistical Web Tool for Data Collinearity Analysis , 2014, Remote. Sens..

[30]  Marta Condé Lamparelli Graus de trofia em corpos d\'água do estado de São Paulo: avaliação dos métodos de monitoramento. , 2004 .

[31]  R. Bukata,et al.  Optical Properties and Remote Sensing of Inland and Coastal Waters , 1995 .

[32]  Markku Kulmala,et al.  Aerosols and Climate Change , 2012 .

[33]  C. Mobley,et al.  Estimation of the remote-sensing reflectance from above-surface measurements. , 1999, Applied optics.

[34]  R. Vincent,et al.  Phycocyanin detection from LANDSAT TM data for mapping cyanobacterial blooms in Lake Erie , 2004 .

[35]  J. Tundisi,et al.  Plankton richness in a eutrophic reservoir (Barra Bonita Reservoir, SP, Brazil) , 2005, Hydrobiologia.

[36]  Anatoly A. Gitelson,et al.  Remote sensing of chlorophyll in Lake Kinneret using highspectral-resolution radiometer and Landsat TM: spectral features of reflectance and algorithm development , 1995 .

[37]  B. Matsushita,et al.  A hybrid algorithm for estimating the chlorophyll-a concentration across different trophic states in Asian inland waters , 2015 .

[38]  S. Hooker,et al.  Algorithm development and validation for satellite‐derived distributions of DOC and CDOM in the U.S. Middle Atlantic Bight , 2008 .

[39]  F. Roland,et al.  Carbon emission from hydroelectric reservoirs linked to reservoir age and latitude , 2011 .

[40]  Yan-sui Liu,et al.  Quantification of shallow water quality parameters by means of remote sensing , 2003 .

[41]  Changchun Huang,et al.  Assessment of NIR-red algorithms for observation of chlorophyll-a in highly turbid inland waters in China , 2014 .

[42]  Sampsa Koponen,et al.  Lake water quality classification with airborne hyperspectral spectrometer and simulated MERIS data , 2002 .

[43]  R. Doerffer,et al.  The MERIS Case 2 water algorithm , 2007 .

[44]  John R. Schott,et al.  On-orbit radiometric characterization of OLI (Landsat-8) for applications in aquatic remote sensing , 2014 .

[45]  Yuri A. Gritz,et al.  Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves. , 2003, Journal of plant physiology.

[46]  E. Dittmann,et al.  Nonribosomal Peptide Synthesis and Toxigenicity of Cyanobacteria , 1999, Journal of bacteriology.

[47]  Anatoly A. Gitelson,et al.  Satellite Estimation of Chlorophyll-$a$ Concentration Using the Red and NIR Bands of MERIS—The Azov Sea Case Study , 2009, IEEE Geoscience and Remote Sensing Letters.

[48]  E. Novo,et al.  Time-series analysis of Landsat-MSS/TM/OLI images over Amazonian waters impacted by gold mining activities , 2015 .

[49]  Anatoly A. Gitelson,et al.  Remote chlorophyll-a retrieval in turbid, productive estuaries : Chesapeake Bay case study , 2007 .

[50]  Stelvio Tassan,et al.  Measurement of light absorption by aquatic particles retained on filters: determination of the optical pathlength amplification by the ‘transmittance-reflectance’ method , 1998 .

[51]  R. O. Megard,et al.  Light, Secchi disks, and trophic states1 , 1980 .

[52]  Richard T. Sayre,et al.  Microalgae: The Potential for Carbon Capture , 2010 .

[53]  D. Rundquist,et al.  Characterizing the vertical diffuse attenuation coefficient for downwelling irradiance in coastal waters: Implications for water penetration by high resolution satellite data , 2005 .

[54]  K. Carder,et al.  Semianalytic Moderate‐Resolution Imaging Spectrometer algorithms for chlorophyll a and absorption with bio‐optical domains based on nitrate‐depletion temperatures , 1999 .

[55]  L. Prieur,et al.  Absorption by dissolved organic matter of the sea (yellow substance) in the UV and visible domains1 , 1981 .

[56]  Armando Augusto Henriques Vieira,et al.  Phytoplankton taxonomic composition and temporal changes in a tropical reservoir , 2008 .

[57]  Yuepu Pu,et al.  Cyanobacterial Xenobiotics as Evaluated by a Caenorhabditis elegans Neurotoxicity Screening Test , 2014, International journal of environmental research and public health.

[58]  J. Giles Methane quashes green credentials of hydropower , 2006, Nature.

[59]  John F. Schalles,et al.  Remote measurement of algal chlorophyll in surface waters: The case for the first derivative of reflectance near 690 nm , 1996 .

[60]  Michael R. Corson,et al.  Expected Improvements in the Quantitative Remote Sensing of Optically Complex Waters with the Use of an Optically Fast Hyperspectral Spectrometer—A Modeling Study , 2015, Sensors.

[61]  E. Boyle,et al.  Mesoscale Iron Enrichment Experiments 1993-2005: Synthesis and Future Directions , 2007, Science.

[62]  M. Lorenzen Use of chlorophyll-Secchi disk relationships , 1980 .

[63]  K. Ruddick,et al.  Advantages of high quality SWIR bands for ocean colour processing: Examples from Landsat-8 , 2015 .

[64]  K. Thornton,et al.  Lake and reservoir restoration guidance manual , 1988 .

[65]  K. Ruddick,et al.  Turbid wakes associated with offshore wind turbines observed with Landsat 8 , 2014 .

[66]  M. Calijuri,et al.  Short-term changes in the Barra Bonita reservoir (São Paulo, Brazil): emphasis on the phytoplankton communities , 1996, Hydrobiologia.

[67]  E. Alcântara,et al.  DELINEAMENTO AMOSTRAL EM RESERVATÓRIOS UTILIZANDO IMAGENS LANDSAT-8/OLI: UM ESTUDO DE CASO NO RESERVATÓRIO DE NOVA AVANHANDAVA (ESTADO DE SÃO PAULO, BRASIL) , 2016 .

[68]  John M. Melack,et al.  CO2 emissions from a tropical hydroelectric reservoir (Balbina, Brazil) , 2011 .

[69]  Stephanie C. J. Palmer,et al.  Remote sensing of inland waters: Challenges, progress and future directions , 2015 .

[70]  K. Shadan,et al.  Available online: , 2012 .

[71]  B. Quéguiner,et al.  Effect of natural iron fertilization on carbon sequestration in the Southern Ocean , 2007, Nature.

[72]  B. Neilan,et al.  On the Chemistry, Toxicology and Genetics of the Cyanobacterial Toxins, Microcystin, Nodularin, Saxitoxin and Cylindrospermopsin , 2010, Marine drugs.

[73]  A. Soares,et al.  Water Quality in the Tietê River Reservoirs (Billings‚ Barra Bonita‚ Bariri and Promissão‚ SP-Brazil) and Nutrient Fluxes across the Sediment-Water Interface (Barra Bonita) , 2006 .

[74]  Steven E. Lohrenz,et al.  Acidification of subsurface coastal waters enhanced by eutrophication , 2011 .

[75]  R. E. Turner,et al.  Global change and eutrophication of coastal waters , 2009 .

[76]  M. Calijuri,et al.  Temporal changes in the phytoplankton community structure in a tropical and eutrophic reservoir (Barra Bonita, S.P.—Brazil) , 2002 .

[77]  Val H. Smith,et al.  Cultural Eutrophication of Inland, Estuarine, and Coastal Waters , 1998 .