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Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products

The water of high Andean lakes is strongly affected by anthropic activities. However, due to its complexity this ecosystem is poorly researched. This study analyzes water quality using Sentinel-2 (S2) images in high Andean lakes with apparent different eutrophication states. Spatial and temporal pat...

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Autores principales: Ayala Izurieta, Johanna Elizabeth, Beltrán Dávalos, Andrés Agustín, Jara Santillán, Carlos Arturo, Godoy Ponce, Sofía Carolina, Van Wittenberghe, Shari, Verrelst, Jochem, Delegido, Jesús
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10650759/
https://www.ncbi.nlm.nih.gov/pubmed/37960479
http://dx.doi.org/10.3390/s23218774
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author Ayala Izurieta, Johanna Elizabeth
Beltrán Dávalos, Andrés Agustín
Jara Santillán, Carlos Arturo
Godoy Ponce, Sofía Carolina
Van Wittenberghe, Shari
Verrelst, Jochem
Delegido, Jesús
author_facet Ayala Izurieta, Johanna Elizabeth
Beltrán Dávalos, Andrés Agustín
Jara Santillán, Carlos Arturo
Godoy Ponce, Sofía Carolina
Van Wittenberghe, Shari
Verrelst, Jochem
Delegido, Jesús
author_sort Ayala Izurieta, Johanna Elizabeth
collection PubMed
description The water of high Andean lakes is strongly affected by anthropic activities. However, due to its complexity this ecosystem is poorly researched. This study analyzes water quality using Sentinel-2 (S2) images in high Andean lakes with apparent different eutrophication states. Spatial and temporal patterns are assessed for biophysical water variables from automatic products as obtained from versions of C2RCC (Case 2 Regional Coast Color) processor (i.e., C2RCC, C2X, and C2X-COMPLEX) to observe water characteristics and eutrophication states in detail. These results were validated using in situ water sampling. C2X-COMPLEX appeared to be an appropriate option to study bodies of water with a complex dynamic of water composition. C2RCC was adequate for lakes with high transparency, typical for lakes of highlands with excellent water quality. The Yambo lake, with chlorophyll-a concentration (CHL) values of 79.6 ± 5 mg/m(3), was in the eutrophic to hyper-eutrophic state. The Colta lake, with variable values of CHL, was between the oligotrophic to mesotrophic state, and the Atillo lakes, with values of 0.16 ± 0.1 mg/m(3), were oligotrophic and even ultra-oligotrophic, which remained stable in the last few years. Automatic S2 water products give information about water quality, which in turn makes it possible to analyze its causes.
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spelling pubmed-106507592023-10-27 Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products Ayala Izurieta, Johanna Elizabeth Beltrán Dávalos, Andrés Agustín Jara Santillán, Carlos Arturo Godoy Ponce, Sofía Carolina Van Wittenberghe, Shari Verrelst, Jochem Delegido, Jesús Sensors (Basel) Article The water of high Andean lakes is strongly affected by anthropic activities. However, due to its complexity this ecosystem is poorly researched. This study analyzes water quality using Sentinel-2 (S2) images in high Andean lakes with apparent different eutrophication states. Spatial and temporal patterns are assessed for biophysical water variables from automatic products as obtained from versions of C2RCC (Case 2 Regional Coast Color) processor (i.e., C2RCC, C2X, and C2X-COMPLEX) to observe water characteristics and eutrophication states in detail. These results were validated using in situ water sampling. C2X-COMPLEX appeared to be an appropriate option to study bodies of water with a complex dynamic of water composition. C2RCC was adequate for lakes with high transparency, typical for lakes of highlands with excellent water quality. The Yambo lake, with chlorophyll-a concentration (CHL) values of 79.6 ± 5 mg/m(3), was in the eutrophic to hyper-eutrophic state. The Colta lake, with variable values of CHL, was between the oligotrophic to mesotrophic state, and the Atillo lakes, with values of 0.16 ± 0.1 mg/m(3), were oligotrophic and even ultra-oligotrophic, which remained stable in the last few years. Automatic S2 water products give information about water quality, which in turn makes it possible to analyze its causes. MDPI 2023-10-27 /pmc/articles/PMC10650759/ /pubmed/37960479 http://dx.doi.org/10.3390/s23218774 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ayala Izurieta, Johanna Elizabeth
Beltrán Dávalos, Andrés Agustín
Jara Santillán, Carlos Arturo
Godoy Ponce, Sofía Carolina
Van Wittenberghe, Shari
Verrelst, Jochem
Delegido, Jesús
Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products
title Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products
title_full Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products
title_fullStr Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products
title_full_unstemmed Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products
title_short Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products
title_sort spatial and temporal analysis of water quality in high andean lakes with sentinel-2 satellite automatic water products
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10650759/
https://www.ncbi.nlm.nih.gov/pubmed/37960479
http://dx.doi.org/10.3390/s23218774
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