Comparative analysis of methodologies for assessing chlorophyll-a concentration in the Billings Reservoir
DOI:
https://doi.org/10.5902/2179460X91411Keywords:
Remote sensing, Hydrodynamic modeling, In Situ Data, Water quality monitoringAbstract
Monitoring chlorophyll-a concentrations (Chl-a) is essential for managing water quality and mitigating eutrophication risks. Traditional in situ monitoring methods often suffer from data gaps, making remote sensing a valuable complementary tool. This study evaluates data from two remote sensing platforms (SNAP and AlgaeMap), the Delft3D hydrodynamic model, and in situ observations (CETESB) to analyze Chl-a in the Billings Reservoir, São Paulo, from 2017 to 2021. Chl-a behavior was assessed under different seasonal conditions. Results show that during the dry season, SNAP and AlgaeMap provided similar Chl-a estimates, though with some quantitative differences, particularly in marginal areas. AlgaeMap produced higher Chl-a concentrations in upstream regions during the rainy season. A 67.13% agreement was observed between SNAP and Delft3D, indicating challenges in aligning modeled and satellite-derived data. SNAP’s seasonal sensitivity was stronger, showing improved correlation with CETESB data in the dry season. With Chl-a below 100 µg/l, the correlation strengthened, reaching R² values of 0.71 for SNAP and 0.75 for AlgaeMap. The integration of Delft3D provided valuable spatial information, complementing satellite data and capturing temporal dynamics. The combined approach of remote sensing and hydrodynamic modeling enhances the accuracy of Chl-a assessments, offering a comprehensive strategy for reservoir management and eutrophication prevention.
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References
Amorim, L. 2020. Hidrodinâmica e avaliação da qualidade da água de lagos por comportamento térmico e modelagem. Universidade de São Paulo, São Paulo. Teses, p. 155.
Barbosa, C. C. F.; Novo E. M. L. M.; Martins, V. S. 2019. Introdução ao sensoriamento remoto de sistemas aquáticos: princípios e aplicações. Instituto Nacional de Pesquisas Espaciais, São José dos Campos, p. 161.
Brockmann, C.; Doerffer, R.; Peters, M.; Stelzer, K.; Embacher, S.; Ruescas, A. 2016. Evolução da rede neural C2RCC para Sentinel 2 e 3 para a recuperação de produtos de cor oceânica em águas normal e extremamente ópticas complexas. Disponível em: http://step.esa.int/docs/extra/Evolution%20of%20the%20C2RCC_LPS16.pdf.
Cadorin, G. R., Destefani, A., Martins, C. E. N.; Souza, A. L. F. 2023. Parâmetros significativos para monitoramento e avaliação da qualidade da água, Bacia Hidrográfica do Rio Cachoeira (Joinville, Santa Catarina, Brasil). Rev. Gest. Água Am. Lat., Porto Alegre, v. 20, e14.
Companhia Ambiental do Estado de São Paulo. 2011. Guia nacional de coleta e preservação de amostras: água, sedimento, comunidades aquáticas e efluentes líquidos. Organizadores: Carlos Jesus Brandão, Marcia Janete Coelho Botelho, Maria Inês Zanoli Sato, Marta Condé Lamparelli, et al. São Paulo: CETESB; Brasília: ANA. 326 p.: il.
Gargiulo, J. R. B. C.; Pompêo, M. L. M.; Cardoso-Silva, S.; Petesse, M. L.; Menezes, L. C. B. 2022. Compartimento Taquacetuba do Reservatório Billings (SP, Brasil): influência diferencial do corpo de água central e dos tributários na qualidade da água. Acta Limnologica Brasiliensia, vol. 34, e4.
Gemelgo, M. C. P., Mucci, J. L. N.; Navas-Pereira, D. 2009. Dinâmica populacional: variação sazonal de grupos funcionais de fitoplâncton em reservatórios brasileiros (Billings e Guarapiranga, São Paulo). Brazilian Journal of Biology, v. 69, p. 1001-1013.
Gurski, L. K. K., Lisboa, L. A., Ishikawa, M. M., Knapik, H. G., Prado, L. L., Bleninger, T.; Scheer, M. B. 2021. Monitoramento mínimo do parâmetro clorofila α em um reservatório mesotrófico de água potável a partir de medições realizadas por sensor com tecnologia espectral. XXIV Simpósio Brasileiro de Recursos Hídricos (ISSN 2318-0358).
Jesus, J. A. O. 2006. Utilização de modelagem matemática 3D na gestão da qualidade da água em mananciais – aplicação no reservatório Billings. São Paulo: Tese de Doutorado – Universidade de São Paulo (USP), p. 150.
Lobo, F. d. L., Nagel, G. W., Maciel, D. A., Carvalho, L. A. S. d., Martins, V. S., Barbosa, C. C. F.; Novo, E. M. L. d. M. 2021. AlgaeMAp: Algae Bloom Monitoring Application for Inland Waters in Latin America. Remote Sensing, 13, 2874.
Machado, M. T. de S.; Baptista, G. M. de M. 2016. Sensoriamento remoto como ferramenta de monitoramento da qualidade da água do Lago Paranoá (DF). Engenharia Sanitária e Ambiental, v. 21, n. 2, p. 357–365.
Neves, V. H., Pace, G., Delegido, J.; Antunes, S. C. 2021. Chlorophyll and Suspended Solids Estimation in Portuguese Reservoirs (Aguieira and Alqueva) from Sentinel-2 Imagery. Water, 13(18), 2479.
Pompêo, M.; Moschini-Carlos, V.; Bitencourt, M.D.; Sòria-Perpinyà, X.; Vicente, E.; Delegido, J. 2021. Avaliação da qualidade da água usando imagens Sentinel-2 com estimativas de clorofila a profundidade do disco de Secchi e número de células de cianobactérias: os reservatórios do Sistema Cantareira (São Paulo, Brasil). Environmental Science and Pollution Research, v. 28, p. 34990-35011.
Pompêo, M.; Sòria-Peprinyà, X.; Soria Garcia, J. M.; Delegido, J.; Urrego, E. P.; Pereira-Sandova, M.; Vicente, E. 2019. Sentinel 2 (A e B): protocolo de instalação e uso para trabalhar imagens na avaliação da qualidade da água de reservatórios. São Paulo: Instituto de Biociências, 38 p. ISBN 978-85-85658-78-6
Santos, S. A.; Gastaldini, M. C. C.; Pivetta, G. G.; Schmidt Filho, O. 2018. Qualidade da água na bacia hidrográfica urbana Cancela Tamandaí, Santa Maria/RS. Soc. Nat., Uberlândia, MG, v.30, n.2, p.23-44, mai./ago. 2018, ISSN 1982-4513.
SNAP. 2022. Sentinel Application Platform. Agência Espacial Europeia. Disponível em: https://earth.esa.int/eogateway/tools/snap. Acesso em: 30 Out 2022.
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