Guandu River Sediment Plume Space-Time Variability Characterization on Sepetiba Bay – Rio de Janeiro, SE Brazil
DOI:
https://doi.org/10.11137/1982-3908_2024_47_62277Keywords:
Remote sensing, River plume, Surface sedimentsAbstract
The Sepetiba Bay (Rio de Janeiro, SE Brazil) is an important coastal environment due to its ecological characteristics, extensive biodiversity, vast green area and connection to the sea, and vast socio-economic impact due to its importance to the surrounding communities and for the country. The bay receives a considerable amount of sediments through several small rivers and artificial channels along its coast, creating a “river plume” dynamic that influences its biogeochemical processes within the bay. This study analyzes a 20-year remote sensing temporal series from MODIS-Terra, combined with a semi-analytical algorithm based on wellestablished literature, to retrieve surface sediment concentration. The results reveal an inhomogeneous spatio-temporal pattern of the plume, which varies with climatological seasons. Summer and Spring present higher sediment concentrations and range, compared to Autumn and Winter. The observed patterns in the plume suggests a heterogeneous specialization that depends on the riverine inflow, which agrees with previous literature studies. Future studies should tackle both, the increase of remote sensing algorithms’ accuracy to retrieve sediment concentration and focus on plume change detection events to better understand the impact of land cover changes within the drainage basins surrounding Sepetiba Bay.
References
Ackerman, S. & Frey, R. 2015, MODIS atmosphere L2 cloud mask product, viewed 10 october 2023, <https://modis.gsfc.nasa.gov/data/dataprod/mod35.php>.
ANTAQ - Agência Nacional de Transportes Aquaviários 2023, Assuntos, Instalações Portuárias, Portos, Desempenho Portuário, viewed 10 october 2023, <https://web3.antaq.gov.br/ea/sense/index.html#pt>.
Araújo, D. F., Peres, L. G., Yepez, S., Mulholland, D. S., Machado, W., Tonhá, M. & Garnier, J. 2017, ‘Assessing man-induced environmental changes in the Sepetiba Bay (Southeastern Brazil) with geochemical and satellite data’, Comptes Rendus Geoscience, vol. 349, no. 6-7, pp. 290-98.
Araújo, F.G., Cruz-Filho, A.G.D., Azevêdo, M.C.C.D. & Santos, A.C.D.A. 1998, ‘Estrutura da comunidade de peixes demersais da Baía de Sepetiba, RJ’, Revista Brasileira de Biologia, vol. 58, pp. 417-30.
Ashphaq, M., Srivastava, P. K. & Mitra, D. 2023, ‘Preliminary examination of influence of Chlorophyll, Total Suspended Material, and Turbidity on Satellite Derived-Bathymetry estimation in coastal turbid water’, Regional Studies in Marine Science, vol. 62, 102920.
Augusto-Silva, P.B., Ogashawara, I., Barbosa, C.C., De Carvalho, L.A., Jorge, D.S., Fornari, C.I. & Stech, J.L. 2014, ‘Analysis of MERIS reflectance algorithms for estimating chlorophyll-a concentration in a Brazilian reservoir’, Remote Sensing, vol. 6, no. 12, pp. 11689-707.
Azevedo, M.C.C., Araújo, F.G., Cruz-Filho, A.G., Gomes, I.D. & Pessanha, A.L.M. 1999, ‘Variação espacial e temporal de bagres marinhos (Siluriformes, Ariidae) na Baía de Sepetiba, Rio de Janeiro’, Revista Brasileira de Biologia, vol. 59, pp. 443-54.
Bartier, P.M., & Keller, C.P. 1996, ‘Multivariate interpolation to incorporate thematic surface data using inverse distance weighting (IDW)’, Computers & Geosciences, vol. 22, no. 7, pp. 795-99.
Carvalho, A.C., Moreira, V.D.A., Vicente, M.D.C., Bernardes, M.C., Bidone, E.D. & Sabadini-Santos, E. 2021, ‘Evolution of the sources contribution of aliphatic hydrocarbons and their fate in Sepetiba Bay, Rio De Janeiro, Brazil’, Estuarine, Coastal and Shelf Science, vol. 261, 107548.
Carvalho, L.A.S., Barbosa, C.C.F., de Moraes Novo, E.M.L. & Moraes Rudorff, C. 2015, ‘Implications of scatter corrections for absorption measurements on optical closure of Amazon floodplain lakes using the Spectral Absorption and Attenuation Meter (AC-S-WETLabs)’, Remote Sensing of Environment, vol. 157, pp. 123-37.
Castelo, W.F.L., Martins, M.V.A., Martínez-Colón, M., Guerra, J.V., Dadalto, T.P., Terroso, D., Soares, M.F., Frontalini, F., Duleba, W., Socorro, O.A.A., Geraldes, M.C., Rocha, F. & Bergamaschi, S. 2021, ‘Disentangling natural vs. anthropogenic induced environmental variability during the Holocene: Marambaia Cove, SW sector of the Sepetiba Bay (SE Brazil)’, Environmental Science and Pollution Research, vol. 28, pp. 22612-40.
Castelo, W.F.L., Martins, M.V.A., Lima Ferreira, P.A., Figueira, R., Costa, C.F., Fonseca, L.B., Bergamashi, S., Pereira, E., Terroso, D., Pinto, A.F.S., Simon, M.B., Socorro, O.A.A.S., Frontalini, F., Silva, L.C., Rocha, F., Geraldes, M. & Guerra, J.V. 2021, ‘Long-term eutrophication and contamination of the central area of Sepetiba Bay (SW Brazil)’, Environmental Monitoring and Assessment, vol. 193, pp. 1-27.
CEPERJ - Centro Estadual de Estatísticas, Pesquisas e Formação de Servidores Públicos do Rio de Janeiro 2014, Geociências, Publicações, Regionalização do Rio de Janeiro, viewed 12 october 2023, <https://gis-portal.westeurope.cloudapp.azure.com/portal/apps/MapSeries/index.html?appid=a3ee8884e811426ba3ef022b1b2f4167>.
Copernicus Climate Change Service (C3S) 2017, ERA5: Fifth generation of ECMWF atmospheric reanalyses of the global climate, viewed 12 October 2023, <https://cds.climate.copernicus.eu/cdsapp#!/home>.
Chagas, G.M. 2020, ‘Porto de Itaguaí: Indutor de um polo logístico-produtivo’, Espaço e Economia: Revista Brasileira de Geografia Econômica, vol. 19.
Costa, M.D. & Souza-Conceição, J.M. 2009, ‘Composição e abundância de ovos e larvas de peixes na baía da Babitonga, Santa Catarina, Brasil’, Pan-American Journal of Aquatic Sciences, vol. 4, no. 3, pp. 372-82.
Cussioli, M.C., Bryan, K.R., Pilditch, C.A., Lange, W.P. & Bischof, K. 2019, ‘Light penetration in a temperate meso-tidal lagoon: Implications for seagrass growth and dredging in Tauranga Harbour, New Zealand’, Ocean & Coastal Management, vol. 174, pp. 25-37.
Davies‐Colley, R.J. & Smith, D.G. 2001, ‘Turbidity suspeni)ed sediment, and water clarity: A review’, JAWRA Journal of the American Water Resources Association, vol. 37, no. 5, pp. 1085-101.
Ferreira, A.P., Horta, M.A.P. & Cunha, C.D.L.N. 2010, ‘Avaliação das concentrações de metais pesados no sedimento, na água e nos órgãos de Nycticorax nycticorax (Garçada-noite) na Baía de Sepetiba, RJ, Brasil’, Revista de Gestão Costeira Integrada-Journal of Integrated Coastal Zone Management, vol. 10, no. 2, pp. 229-41.
Ferreira, A.P., Horta, M.A.P. & Cunha, C.D.L.N. 2010, ‘Avaliação das concentrações de metais pesados no sedimento, na água e nos órgãos de Nycticorax nycticorax (Garçada-noite) na Baía de Sepetiba, RJ, Brasil’, Revista de Gestão Costeira Integrada-Journal of Integrated Coastal Zone Management, vol. 10, no. 2, pp. 229-41.
GEE - Google Earth Engine 2023, MOD09GQ.061 Terra Surface Reflectance Daily Global 250m, viewed 10 october 2023, <https://developers.google.com/earth-engine/datasets/catalog/MODIS_061_MOD09GQ>.
GEE - Google Earth Engine 2024, ERA5 Daily Aggregates, Latest Climate Reanalysis Produced by ECMWF/ Copernicus Climate Change Service, viewed 10 october 2023, <https://developers.google.com/earth-engine/datasets/catalog/ECMWF_ERA5_DAILY>.
Glibert, P.M., Landsberg, J.H., Evans, J.J., Al-Sarawi, M.A., Faraj, M., Al-Jarallah, M.A., Haywood, A., Ibrahem, S., Klesius, P., Powell, C. & Shoemaker, C. 2002, ‘A fish kill of massive proportion in Kuwait Bay, Arabian Gulf, 2001: The roles of bacterial disease, harmful algae, and eutrophication’, Harmful Algae, vol. 1, no. 2, pp. 215-31.
Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D. & Thépaut, J-N. 2023, ERA5 hourly data on single levels from 1940 to present, viewed 4 september 2024, <https://doi.org/10.24381/cds.adbb2d47>.
Jiao, D., Xu, N., Yang, F., & Xu, K. 2021, ‘Evaluation of spatial-temporal variation performance of ERA5 precipitation data in China’, Scientific Reports, vol. 11, no. 1, 17956.
Kjerfve, B., Dias, G.T., Filippo, A. & Geraldes, M.C. 2021, ‘Oceanographic and environmental characteristics of a coupled coastal bay system: Baía de Ilha Grande-Baía de Sepetiba, Rio de Janeiro, Brazil’, Regional Studies in Marine Science, vol. 41, 101594.
Lacerda, L.D., Paraquetii, H.H.M., Molisani, M.M. & Bernardes, M.C. 2007, ‘Transporte de materiais na interface continente-mar na baía de Sepetiba, Rio de Janeiro’, Congresso Latino-Americano de Ciências do Mar, vol. 12, pp. 1-3.
Lavers, D.A., Simmons, A., Vamborg, F. & Rodwell, M.J. 2022, ‘An evaluation of ERA5 precipitation for climate monitoring’, Quarterly Journal of the Royal Meteorological Society, vol. 148, no. 748, pp. 3152-65.
Maciel, D., Novo, E., Sander de Carvalho, L., Barbosa, C., Flores Júnior, R. & Lucia Lobo, F. 2019, ‘Retrieving total and inorganic suspended sediments in Amazon floodplain lakes: A multisensor approach’, Remote Sensing, vol. 11, no. 15, 1744.
Magrì, S., Ottaviani, E., Prampolini, E., Federici, B., Besio, G. & Fabiano, B. 2023, ‘Application of machine learning techniques to derive sea water turbidity from Sentinel-2 imagery’, Remote Sensing Applications: Society and Environment, vol. 30, 100951.
Martins, D.P. & Stevaux, J.C. 2005, ‘Formas de leito e transporte de carga de fundo do alto rio Paraná’, Revista Brasileira de Geomorfologia, vol. 6, no. 2.
Martins, M.V.A., Pereira, E., Figueira, R.C.L., Oliveira, T., Simon, A.F.S.P., Terroso, D., Ramalho, J.C.M., Silva, L., Ferreira, C., Geraldes, M.C., Duleba, W., Rocha, F. & Rodrigues, M.A. 2019, ‘Impact of eutrophication on benthic foraminifera in Sepetiba Bay (Rio de Janeiro State, SE Brazil)’, Journal of Sedimentary Environments, pp. 480-500.
Molisani, M.M., Kjerfve, B., Silva, A.P., & Lacerda, L.D.D. 2006, ‘Water discharge and sediment load to Sepetiba Bay from an anthropogenically-altered drainage basin, SE Brazil’, Journal of Hydrology, vol. 331, no. 3-4, pp. 425-33.
Molisani, M.M., Marins, R.V., Machado, W., Paraquetti, H.H.M., Bidone, E.D. & Lacerda, L.D.D. 2004, ‘Environmental changes in Sepetiba bay, SE Brazil’, Regional Environmental Change, vol. 4, pp. 17-27.
Montezuma, P.D. 2007, ‘Impactos nos processos de assoreamento na Baía de Sepetiba-RJ, de sedimentos oriundos da bacia contribuinte e de dragagens portuárias’, MsD thesis, Universidade Federal do Rio de Janeiro, Rio de Janeiro.
Nechad, B., Ruddick, K.G. & Park, Y. 2010, ‘Calibration and validation of a generic multisensor algorithm for mapping of total suspended matter in turbid waters’, Remote Sensing of Environment, vol. 114, no. 4, pp. 854-66.
Nukapothula, S., Chen, C. & Yunus, A.P. 2022, ‘Seasonal sediment plumes in the Krishna-Godavari basin using satellite observations’, Deep Sea Research Part I: Oceanographic Research Papers, vol. 188, 103850.
Palhares, P.R. 2021, ‘Panorama Da Apa Guandu: Reflexões Acerca Do Ecoturismo E Alternativas À Preservação Dos Recursos Hídricos-RMRJ’, XIV Encontro Nacional de Pós Graduação e Pesquisa em Geografia, Brazill, viewed 8 august 2023.
Rocha, D.S., Cunha, B.C., Geraldes, M.C., Pereira, S.D. & Almeida, A.C. 2010, ‘Metais pesados em sedimentos da baía de Sepetiba, RJ: implicações sobre fontes e dinâmica da distribuição pelas correntes de maré’, Geochimica Brasiliensis, vol. 24, no. 1, 63.
Rodrigues, R.P., Knoppers, B.A., Souza, W.F.L.D. & Santos, E.S. 2009, ‘Suspended matter and nutrient gradients of a small-scale river plume in Sepetiba Bay, SE-Brazil’, Brazilian Archives of Biology and Technology, vol. 52, pp. 503-12.
Silva Andrade, L.N.P., Santos Leandro, G.R. & Souza, C.A. 2013, ‘Geoformas deposicionais e sedimentos de fundo na foz da baía Salobra confluência com o rio Paraguai Pantanal de Cáceres-Mato Grosso’, Revista Brasileira de Geografia Física, vol. 6, no. 2, pp. 253-70.
Silva Filho, L.C.R. & Magrini, A. 2017, ‘Desenvolvimento econômico-industrial e o impacto sobre a zona costeira: o caso Baía de Sepetiba, Rio de Janeiro/Brasil’, Revista Augustus, vol. 21, no. 42, pp. 93-105.
Silva, L.C., Martins, M.V.A., Castelo, W.F.L., Saibro, M.B., Rangel, D., Pereira, E., Bergamaschi, S., Mello e Sousa, S.H., Varela, J., Laut, L., Frontalini, F., Chaves, H., Reis, A.T., Aguilera, O., Zaaboub, N., Cheriyan, E. & Geraldes, M.C. 2022, ‘Trace metals enrichment and potential ecological risk in sediments of the Sepetiba Bay (Rio de Janeiro, SE Brazil)’, Marine Pollution Bulletin, vol. 177, 113485.
Teng, W., Guoxiang, W. & Qiang, L. 2007, ‘Effects of water turbidity on the photosynthetic characteristics of Myriophyllum spicatum L’, Asian Journal of Plant Sciences, vol. 6, no. 5, pp. 773-80.
Tonhá, M.S., Araújo, D.F., Araújo, R., Cunha, B.C., Machado, W., Portela, J.F., Souza, J.P.R., Carvalho, H.K., Dantas, E.L., Roig, H.L., Seyler, P. & Garnier, J. 2021, ‘Trace metal dynamics in an industrialized Brazilian river: A combined application of Zn isotopes, geochemical partitioning, and multivariate statistics’, Journal of Environmental Sciences, vol. 101, pp. 313-25.
Turner, J.S., Friedrichs, C.T. & Friedrichs, M.A. 2021, ‘Long‐Term Trends in Chesapeake Bay Remote Sensing Reflectance: Implications for Water Clarity’, Journal of Geophysical Research: Oceans, vol. 126, no. 12, e2021JC017959.
Veeck, L., Silva-Filho, E.V., Wasserman, J.C., Sella, S.M., Santos, I.R. & Lacerda, L.D.D. 2007, ‘Mercury distribution in sediments of a sub-tropical coastal lagoon, Sepetiba Bay, SE Brazil’, Geochimica Brasiliensis, vol. 21, no. 1.
Vermote, E. & Wolfe, R. 2021, MODIS/Terra Surface Reflectance Daily L2G Global 250m SIN Grid V061, viewed 10 october 2023, <https://doi.org/10.5067/MODIS/MOD09GQ.061>.
Villena, H.H., Pereira, S.D., Chaves, H.A., Dias, M.S. & Guerra, J.V. 2012, ‘Indícios da variação do nível do mar na Baía de Sepetiba’, in M.A.C. Rodrigues, S.D. Pereira & S.B. Santos (eds) Baía de Sepetiba: Estado da Arte, Editora Corbã, Rio de Janeiro.
Watson, D.F. & Philip, G.M. 1984, ‘Triangle based interpolation’, Journal of the International Association for Mathematical Geology, vol. 16, pp. 779-95.
Yunus, A.P., Masago, Y., Boulange, J. & Hijioka, Y. 2022, ‘Natural and anthropogenic forces on suspended sediment dynamics in Asian estuaries’, Science of The Total Environment, vol. 836, 155569.
Downloads
Published
Issue
Section
License

This work is licensed under a Creative Commons Attribution 4.0 International License.
This journal is licensed under a Creative Commons — Attribution 4.0 International — CC BY 4.0, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.