Spatiotemporal Dynamics of Suspended Sediments in the Negro River, Amazon Basin, from In Situ and Sentinel-2 Remote Sensing Data
Monitoring suspended sediments through remote sensing data in black-water rivers is a challenge. Herein, remote sensing reflectance (R<sub>rs</sub>) from in situ measurements and Sentinel-2 Multi-Spectral Instrument (MSI) images were used to estimate the suspended sediment concentration...
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doaj-787e54d5b3a14740a0f3bf5469ae02802021-02-20T00:05:41ZengMDPI AGISPRS International Journal of Geo-Information2220-99642021-02-0110868610.3390/ijgi10020086Spatiotemporal Dynamics of Suspended Sediments in the Negro River, Amazon Basin, from In Situ and Sentinel-2 Remote Sensing DataRogério Ribeiro Marinho0Tristan Harmel1Jean-Michel Martinez2Naziano Pantoja Filizola Junior3Department of Geography, Federal University of Amazonas, Manaus 69077-000, BrazilGéosciences Environnement Toulouse (Centre national de la Recherche Scientifique—CNRS, Institut de Recherche pour le Développement—IRD, Université Paul Sabatier—UPS), 31400 Toulouse, FranceGéosciences Environnement Toulouse (Centre national de la Recherche Scientifique—CNRS, Institut de Recherche pour le Développement—IRD, Université Paul Sabatier—UPS), 31400 Toulouse, FrancePostgraduation Program CLIAMB, Instituto Nacional de Pesquisas da Amazônia (INPA)—Universidade do Estado do Amazonas (UEA), Ave. André Araújo, 2936, Manaus CEP 69060-001, BrazilMonitoring suspended sediments through remote sensing data in black-water rivers is a challenge. Herein, remote sensing reflectance (R<sub>rs</sub>) from in situ measurements and Sentinel-2 Multi-Spectral Instrument (MSI) images were used to estimate the suspended sediment concentration (SSC) in the largest black-water river of the Amazon basin. The Negro River exhibits extremely low R<sub>rs</sub> values (< 0.005 sr<sup>−1</sup> at visible and near-infrared bands) due to the elevated absorption of coloured dissolved organic matter (aCDOM at 440 nm > 7 m<sup>−1</sup>) caused by the high amount of dissolved organic carbon (DOC > 7 mg L<sup>−1</sup>) and low SSC (< 5 mg L<sup>−1</sup>). Interannual variability of R<sub>rs</sub> is primarily controlled by the input of suspended sediments from the Branco River, which is a clear water river that governs the changes in the apparent optical properties of the Negro River, even at distances that are greater than 90 km from its mouth. Better results were obtained using the Sentinel-2 MSI Red band (Band 4 at 665 nm) in order to estimate the SSC, with an R<sup>2</sup> value greater than 0.85 and an error less than 20% in the adjusted models. The magnitudes of water reflectance in the Sentinel-2 MSI Red band were consistent with in situ R<sub>rs</sub> measurements, indicating the large spatial variability of the lower SSC values (0 to 15 mg L<sup>−1</sup>) in a complex anabranching reach of the Negro River. The in situ and satellite data analysed in this study indicates sedimentation processes in the lower Negro River near the Amazon River. The results suggest that the radiometric characteristics of sensors, like sentinel-2 MSI, are suitable for monitoring the suspended sediment concentration in large tropical black-water rivers.https://www.mdpi.com/2220-9964/10/2/86inorganic sedimentremote sensing reflectanceblack-water riverfluvial archipelagoanabranchingfloodplain |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Rogério Ribeiro Marinho Tristan Harmel Jean-Michel Martinez Naziano Pantoja Filizola Junior |
spellingShingle |
Rogério Ribeiro Marinho Tristan Harmel Jean-Michel Martinez Naziano Pantoja Filizola Junior Spatiotemporal Dynamics of Suspended Sediments in the Negro River, Amazon Basin, from In Situ and Sentinel-2 Remote Sensing Data ISPRS International Journal of Geo-Information inorganic sediment remote sensing reflectance black-water river fluvial archipelago anabranching floodplain |
author_facet |
Rogério Ribeiro Marinho Tristan Harmel Jean-Michel Martinez Naziano Pantoja Filizola Junior |
author_sort |
Rogério Ribeiro Marinho |
title |
Spatiotemporal Dynamics of Suspended Sediments in the Negro River, Amazon Basin, from In Situ and Sentinel-2 Remote Sensing Data |
title_short |
Spatiotemporal Dynamics of Suspended Sediments in the Negro River, Amazon Basin, from In Situ and Sentinel-2 Remote Sensing Data |
title_full |
Spatiotemporal Dynamics of Suspended Sediments in the Negro River, Amazon Basin, from In Situ and Sentinel-2 Remote Sensing Data |
title_fullStr |
Spatiotemporal Dynamics of Suspended Sediments in the Negro River, Amazon Basin, from In Situ and Sentinel-2 Remote Sensing Data |
title_full_unstemmed |
Spatiotemporal Dynamics of Suspended Sediments in the Negro River, Amazon Basin, from In Situ and Sentinel-2 Remote Sensing Data |
title_sort |
spatiotemporal dynamics of suspended sediments in the negro river, amazon basin, from in situ and sentinel-2 remote sensing data |
publisher |
MDPI AG |
series |
ISPRS International Journal of Geo-Information |
issn |
2220-9964 |
publishDate |
2021-02-01 |
description |
Monitoring suspended sediments through remote sensing data in black-water rivers is a challenge. Herein, remote sensing reflectance (R<sub>rs</sub>) from in situ measurements and Sentinel-2 Multi-Spectral Instrument (MSI) images were used to estimate the suspended sediment concentration (SSC) in the largest black-water river of the Amazon basin. The Negro River exhibits extremely low R<sub>rs</sub> values (< 0.005 sr<sup>−1</sup> at visible and near-infrared bands) due to the elevated absorption of coloured dissolved organic matter (aCDOM at 440 nm > 7 m<sup>−1</sup>) caused by the high amount of dissolved organic carbon (DOC > 7 mg L<sup>−1</sup>) and low SSC (< 5 mg L<sup>−1</sup>). Interannual variability of R<sub>rs</sub> is primarily controlled by the input of suspended sediments from the Branco River, which is a clear water river that governs the changes in the apparent optical properties of the Negro River, even at distances that are greater than 90 km from its mouth. Better results were obtained using the Sentinel-2 MSI Red band (Band 4 at 665 nm) in order to estimate the SSC, with an R<sup>2</sup> value greater than 0.85 and an error less than 20% in the adjusted models. The magnitudes of water reflectance in the Sentinel-2 MSI Red band were consistent with in situ R<sub>rs</sub> measurements, indicating the large spatial variability of the lower SSC values (0 to 15 mg L<sup>−1</sup>) in a complex anabranching reach of the Negro River. The in situ and satellite data analysed in this study indicates sedimentation processes in the lower Negro River near the Amazon River. The results suggest that the radiometric characteristics of sensors, like sentinel-2 MSI, are suitable for monitoring the suspended sediment concentration in large tropical black-water rivers. |
topic |
inorganic sediment remote sensing reflectance black-water river fluvial archipelago anabranching floodplain |
url |
https://www.mdpi.com/2220-9964/10/2/86 |
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