Remote Sensing of Black Lakes and Using 810 nm Reflectance Peak for Retrieving Water Quality Parameters of Optically Complex Waters

Many lakes in boreal and arctic regions have high concentrations of CDOM (coloured dissolved organic matter). Remote sensing of such lakes is complicated due to very low water leaving signals. There are extreme (black) lakes where the water reflectance values are negligible in almost entire visible...

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Published in:Remote Sensing
Main Authors: Tiit Kutser, Birgot Paavel, Charles Verpoorter, Martin Ligi, Tuuli Soomets, Kaire Toming, Gema Casal
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2016
Subjects:
Online Access:https://doi.org/10.3390/rs8060497
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spelling ftmdpi:oai:mdpi.com:/2072-4292/8/6/497/ 2023-08-20T04:05:01+02:00 Remote Sensing of Black Lakes and Using 810 nm Reflectance Peak for Retrieving Water Quality Parameters of Optically Complex Waters Tiit Kutser Birgot Paavel Charles Verpoorter Martin Ligi Tuuli Soomets Kaire Toming Gema Casal agris 2016-06-14 application/pdf https://doi.org/10.3390/rs8060497 EN eng Multidisciplinary Digital Publishing Institute https://dx.doi.org/10.3390/rs8060497 https://creativecommons.org/licenses/by/4.0/ Remote Sensing; Volume 8; Issue 6; Pages: 497 lakes CDOM remote sensing hyperspectral Sentinel-2 chlorophyll-a suspended matter Landsat 8 Text 2016 ftmdpi https://doi.org/10.3390/rs8060497 2023-07-31T20:54:10Z Many lakes in boreal and arctic regions have high concentrations of CDOM (coloured dissolved organic matter). Remote sensing of such lakes is complicated due to very low water leaving signals. There are extreme (black) lakes where the water reflectance values are negligible in almost entire visible part of spectrum (400–700 nm) due to the absorption by CDOM. In these lakes, the only water-leaving signal detectable by remote sensing sensors occurs as two peaks—near 710 nm and 810 nm. The first peak has been widely used in remote sensing of eutrophic waters for more than two decades. We show on the example of field radiometry data collected in Estonian and Swedish lakes that the height of the 810 nm peak can also be used in retrieving water constituents from remote sensing data. This is important especially in black lakes where the height of the 710 nm peak is still affected by CDOM. We have shown that the 810 nm peak can be used also in remote sensing of a wide variety of lakes. The 810 nm peak is caused by combined effect of slight decrease in absorption by water molecules and backscattering from particulate material in the water. Phytoplankton was the dominant particulate material in most of the studied lakes. Therefore, the height of the 810 peak was in good correlation with all proxies of phytoplankton biomass—chlorophyll-a (R2 = 0.77), total suspended matter (R2 = 0.70), and suspended particulate organic matter (R2 = 0.68). There was no correlation between the peak height and the suspended particulate inorganic matter. Satellite sensors with sufficient spatial and radiometric resolution for mapping lake water quality (Landsat 8 OLI and Sentinel-2 MSI) were launched recently. In order to test whether these satellites can capture the 810 nm peak we simulated the spectral performance of these two satellites from field radiometry data. Actual satellite imagery from a black lake was also used to study whether these sensors can detect the peak despite their band configuration. Sentinel 2 MSI has a nearly perfectly ... Text Arctic Phytoplankton MDPI Open Access Publishing Arctic Remote Sensing 8 6 497
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic lakes
CDOM
remote sensing
hyperspectral
Sentinel-2
chlorophyll-a
suspended matter
Landsat 8
spellingShingle lakes
CDOM
remote sensing
hyperspectral
Sentinel-2
chlorophyll-a
suspended matter
Landsat 8
Tiit Kutser
Birgot Paavel
Charles Verpoorter
Martin Ligi
Tuuli Soomets
Kaire Toming
Gema Casal
Remote Sensing of Black Lakes and Using 810 nm Reflectance Peak for Retrieving Water Quality Parameters of Optically Complex Waters
topic_facet lakes
CDOM
remote sensing
hyperspectral
Sentinel-2
chlorophyll-a
suspended matter
Landsat 8
description Many lakes in boreal and arctic regions have high concentrations of CDOM (coloured dissolved organic matter). Remote sensing of such lakes is complicated due to very low water leaving signals. There are extreme (black) lakes where the water reflectance values are negligible in almost entire visible part of spectrum (400–700 nm) due to the absorption by CDOM. In these lakes, the only water-leaving signal detectable by remote sensing sensors occurs as two peaks—near 710 nm and 810 nm. The first peak has been widely used in remote sensing of eutrophic waters for more than two decades. We show on the example of field radiometry data collected in Estonian and Swedish lakes that the height of the 810 nm peak can also be used in retrieving water constituents from remote sensing data. This is important especially in black lakes where the height of the 710 nm peak is still affected by CDOM. We have shown that the 810 nm peak can be used also in remote sensing of a wide variety of lakes. The 810 nm peak is caused by combined effect of slight decrease in absorption by water molecules and backscattering from particulate material in the water. Phytoplankton was the dominant particulate material in most of the studied lakes. Therefore, the height of the 810 peak was in good correlation with all proxies of phytoplankton biomass—chlorophyll-a (R2 = 0.77), total suspended matter (R2 = 0.70), and suspended particulate organic matter (R2 = 0.68). There was no correlation between the peak height and the suspended particulate inorganic matter. Satellite sensors with sufficient spatial and radiometric resolution for mapping lake water quality (Landsat 8 OLI and Sentinel-2 MSI) were launched recently. In order to test whether these satellites can capture the 810 nm peak we simulated the spectral performance of these two satellites from field radiometry data. Actual satellite imagery from a black lake was also used to study whether these sensors can detect the peak despite their band configuration. Sentinel 2 MSI has a nearly perfectly ...
format Text
author Tiit Kutser
Birgot Paavel
Charles Verpoorter
Martin Ligi
Tuuli Soomets
Kaire Toming
Gema Casal
author_facet Tiit Kutser
Birgot Paavel
Charles Verpoorter
Martin Ligi
Tuuli Soomets
Kaire Toming
Gema Casal
author_sort Tiit Kutser
title Remote Sensing of Black Lakes and Using 810 nm Reflectance Peak for Retrieving Water Quality Parameters of Optically Complex Waters
title_short Remote Sensing of Black Lakes and Using 810 nm Reflectance Peak for Retrieving Water Quality Parameters of Optically Complex Waters
title_full Remote Sensing of Black Lakes and Using 810 nm Reflectance Peak for Retrieving Water Quality Parameters of Optically Complex Waters
title_fullStr Remote Sensing of Black Lakes and Using 810 nm Reflectance Peak for Retrieving Water Quality Parameters of Optically Complex Waters
title_full_unstemmed Remote Sensing of Black Lakes and Using 810 nm Reflectance Peak for Retrieving Water Quality Parameters of Optically Complex Waters
title_sort remote sensing of black lakes and using 810 nm reflectance peak for retrieving water quality parameters of optically complex waters
publisher Multidisciplinary Digital Publishing Institute
publishDate 2016
url https://doi.org/10.3390/rs8060497
op_coverage agris
geographic Arctic
geographic_facet Arctic
genre Arctic
Phytoplankton
genre_facet Arctic
Phytoplankton
op_source Remote Sensing; Volume 8; Issue 6; Pages: 497
op_relation https://dx.doi.org/10.3390/rs8060497
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/rs8060497
container_title Remote Sensing
container_volume 8
container_issue 6
container_start_page 497
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