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Use of Digital Images as a Low-Cost System to Estimate Surface Optical Parameters in the Ocean

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Use of Digital Images as a Low-Cost System to Estimate Surface Optical Parameters in the Ocean

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dc.contributor.author Castillo-Ramírez, Alejandra es_ES
dc.contributor.author Santamaría-del-Ángel, Eduardo es_ES
dc.contributor.author González-Silvera, Adriana es_ES
dc.contributor.author Aguilar-Maldonado, Jesús Antonio es_ES
dc.contributor.author Lopez Calderon, Jorge es_ES
dc.contributor.author Sebastiá-Frasquet, M.-T. es_ES
dc.date.accessioned 2023-03-27T18:01:36Z
dc.date.available 2023-03-27T18:01:36Z
dc.date.issued 2023-03-16 es_ES
dc.identifier.uri http://hdl.handle.net/10251/192626
dc.description.abstract [EN] Ocean color is the result of absorption and scattering, as light interacts with the water and the optically active constituents. The measurement of ocean color changes enables monitoring of these constituents (dissolved or particulate materials). The main objective of this research is to use digital images to estimate the light attenuation coefficient (Kd ), the Secchi disk depth (ZSD ), and the chlorophyll a (Chla) concentration and to optically classify plots of seawater using the criteria proposed by Jerlov and Forel using digital images captured at the ocean surface. The database used in this study was obtained from seven oceanographic cruises performed in oceanic and coastal areas. Three approaches were developed for each parameter: a general approach that can be applied under any optical condition, one for oceanic conditions, and another for coastal conditions. The results of the coastal approach showed higher correlations between the modeled and validation data, with rp values of 0.80 for Kd , 0.90 for ZSD , 0.85 for Chla, 0.73 for Jerlov, and 0.95 for Forel¿Ule. The oceanic approach failed to detect significant changes in a digital photograph. The most precise results were obtained when images were captured at 45° (n = 22; Fr cal=11.02>Fr crit=5.99 ). Therefore, to ensure precise results, the angle of photography is key. This methodology can be used in citizen science programs to estimate ZSD, Kd, and the Jerlov scale. es_ES
dc.description.sponsorship The authors wish to thank Consejo Nacional de Ciencia y Tecnología (CONACyT) for the grant awarded to the first author for her studies. The authors also thank the SIMBIOS NASA Program, Universidad Autónoma de Baja California, Instituto de Investigaciones Oceanológicas, Centro de Investigación Científica y de Educación Superior de Ensenada, Secretaría de Marina Armada de México, Dirección General Adjunta de Oceanografía, Hidrografía y Meteorología, Instituto Politécnico Nacional. Maria Elena Sánchez-Salazar translated the manuscript into English. es_ES
dc.language Inglés es_ES
dc.publisher MDPI AG es_ES
dc.relation.ispartof Sensors es_ES
dc.rights Reconocimiento (by) es_ES
dc.subject Low-cost tools es_ES
dc.subject Coastal monitoring es_ES
dc.subject Marine optical properties es_ES
dc.subject Ocean color es_ES
dc.subject Digital photography es_ES
dc.subject Digital colors (RGB) es_ES
dc.subject.classification TECNOLOGIA DEL MEDIO AMBIENTE es_ES
dc.title Use of Digital Images as a Low-Cost System to Estimate Surface Optical Parameters in the Ocean es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.3390/s23063199 es_ES
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Instituto Universitario de Ingeniería del Agua y del Medio Ambiente - Institut Universitari d'Enginyeria de l'Aigua i Medi Ambient es_ES
dc.contributor.affiliation Universitat Politècnica de València. Escuela Politécnica Superior de Gandia - Escola Politècnica Superior de Gandia es_ES
dc.description.bibliographicCitation Castillo-Ramírez, A.; Santamaría-Del-Ángel, E.; González-Silvera, A.; Aguilar-Maldonado, JA.; Lopez Calderon, J.; Sebastiá-Frasquet, M. (2023). Use of Digital Images as a Low-Cost System to Estimate Surface Optical Parameters in the Ocean. Sensors. 23(6). https://doi.org/10.3390/s23063199 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.3390/s23063199 es_ES
dc.description.upvformatpinicio 3199 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 23 es_ES
dc.description.issue 6 es_ES
dc.identifier.eissn 1424-8220 es_ES
dc.relation.pasarela S\485751 es_ES
dc.contributor.funder Consejo Nacional de Ciencia y Tecnología, México es_ES


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