Diffuse Attenuation Coefficient Retrieval in CDOM Dominated Inland Water with High Chlorophyll-a Concentrations

The kd(490) is a vertical light attenuation coefficient and an important parameter for water quality. The kd estimates are often based on empirical and semi-analytical algorithms, designed for oceanic and coastal waters. However, there is a lack of information about the performances of these models...

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Main Authors: Ana Carolina Campos Gomes, Nariane Bernardo, Alisson Coelho do Carmo, Thanan Rodrigues, Enner Alcântara
Format: Article
Language:English
Published: MDPI AG 2018-07-01
Series:Remote Sensing
Subjects:
Online Access:http://www.mdpi.com/2072-4292/10/7/1063
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spelling doaj-ff0941ccb01a4194b81298fd007a260b2020-11-24T21:08:11ZengMDPI AGRemote Sensing2072-42922018-07-01107106310.3390/rs10071063rs10071063Diffuse Attenuation Coefficient Retrieval in CDOM Dominated Inland Water with High Chlorophyll-a ConcentrationsAna Carolina Campos Gomes0Nariane Bernardo1Alisson Coelho do Carmo2Thanan Rodrigues3Enner Alcântara4Department of Cartography, São Paulo State University (Unesp), Presidente Prudente 9060-900, BrazilDepartment of Cartography, São Paulo State University (Unesp), Presidente Prudente 9060-900, BrazilDepartment of Cartography, São Paulo State University (Unesp), Presidente Prudente 9060-900, BrazilFederal Institute for Education, Science and Technology of Pará State, Castanhal 687040-970, BrazilDepartment of Environmental Engineering, São Paulo State University (Unesp), São José dos Campos 12247-004, BrazilThe kd(490) is a vertical light attenuation coefficient and an important parameter for water quality. The kd estimates are often based on empirical and semi-analytical algorithms, designed for oceanic and coastal waters. However, there is a lack of information about the performances of these models to inland waters dominated by chromophoric dissolved organic matter (CDOM). Therefore, to contribute to this investigation, nine empirical models based on the blue-to-green and blue-to-red ratios and chlorophyll-a (Chl-a) concentration were evaluated, as well as three semi-analytical models using bands from the Operational Land Imager (OLI)/Landsat-8. The errors (mean absolute percentage error, MAPE > 80%) presented by the empirical models confirmed that the blue-to-green ratio failed in retrieving kd(490) in an environment dominated by CDOM. Similar failures occurred with the models using the Chl-a concentration (MAPE ~60%) as input. A semi-analytical approach showed the lowest error (MAPE = 41.04%) in the estimate of the inherent optical properties for complex waters in order to reduce the errors above. After retrieval of kd(490) using the semi-analytical model, seasonal patterns were observed, and high values of kd(490) were detected in the dry season possibly due to the increase of the concentration of the optically-significant substances (OSS).http://www.mdpi.com/2072-4292/10/7/1063light attenuationbio-optical modelssatellite imageswater quality
collection DOAJ
language English
format Article
sources DOAJ
author Ana Carolina Campos Gomes
Nariane Bernardo
Alisson Coelho do Carmo
Thanan Rodrigues
Enner Alcântara
spellingShingle Ana Carolina Campos Gomes
Nariane Bernardo
Alisson Coelho do Carmo
Thanan Rodrigues
Enner Alcântara
Diffuse Attenuation Coefficient Retrieval in CDOM Dominated Inland Water with High Chlorophyll-a Concentrations
Remote Sensing
light attenuation
bio-optical models
satellite images
water quality
author_facet Ana Carolina Campos Gomes
Nariane Bernardo
Alisson Coelho do Carmo
Thanan Rodrigues
Enner Alcântara
author_sort Ana Carolina Campos Gomes
title Diffuse Attenuation Coefficient Retrieval in CDOM Dominated Inland Water with High Chlorophyll-a Concentrations
title_short Diffuse Attenuation Coefficient Retrieval in CDOM Dominated Inland Water with High Chlorophyll-a Concentrations
title_full Diffuse Attenuation Coefficient Retrieval in CDOM Dominated Inland Water with High Chlorophyll-a Concentrations
title_fullStr Diffuse Attenuation Coefficient Retrieval in CDOM Dominated Inland Water with High Chlorophyll-a Concentrations
title_full_unstemmed Diffuse Attenuation Coefficient Retrieval in CDOM Dominated Inland Water with High Chlorophyll-a Concentrations
title_sort diffuse attenuation coefficient retrieval in cdom dominated inland water with high chlorophyll-a concentrations
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2018-07-01
description The kd(490) is a vertical light attenuation coefficient and an important parameter for water quality. The kd estimates are often based on empirical and semi-analytical algorithms, designed for oceanic and coastal waters. However, there is a lack of information about the performances of these models to inland waters dominated by chromophoric dissolved organic matter (CDOM). Therefore, to contribute to this investigation, nine empirical models based on the blue-to-green and blue-to-red ratios and chlorophyll-a (Chl-a) concentration were evaluated, as well as three semi-analytical models using bands from the Operational Land Imager (OLI)/Landsat-8. The errors (mean absolute percentage error, MAPE > 80%) presented by the empirical models confirmed that the blue-to-green ratio failed in retrieving kd(490) in an environment dominated by CDOM. Similar failures occurred with the models using the Chl-a concentration (MAPE ~60%) as input. A semi-analytical approach showed the lowest error (MAPE = 41.04%) in the estimate of the inherent optical properties for complex waters in order to reduce the errors above. After retrieval of kd(490) using the semi-analytical model, seasonal patterns were observed, and high values of kd(490) were detected in the dry season possibly due to the increase of the concentration of the optically-significant substances (OSS).
topic light attenuation
bio-optical models
satellite images
water quality
url http://www.mdpi.com/2072-4292/10/7/1063
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