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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 |