Monitoring and classification of high Arctic lakes in the Svalbard Islands using remote sensing

Arctic lakes are an essential element of the environment. This study inventoried and classified lakes on three of the Svalbard Islands (Spitsbergen, Barentsøya, and Edgeøya) using Sentinel-2 images. The Forel-Ule color index (FUI) was employed to measure the lake's color, and a new equation to...

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Published in:International Journal of Applied Earth Observation and Geoinformation
Main Author: Jacek Andrzej Urbański
Format: Article in Journal/Newspaper
Language:English
Published: Elsevier 2022
Subjects:
Online Access:https://doi.org/10.1016/j.jag.2022.102911
https://doaj.org/article/5838c7e3ea664346862c0cd67c4b7196
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spelling ftdoajarticles:oai:doaj.org/article:5838c7e3ea664346862c0cd67c4b7196 2023-05-15T14:49:22+02:00 Monitoring and classification of high Arctic lakes in the Svalbard Islands using remote sensing Jacek Andrzej Urbański 2022-08-01T00:00:00Z https://doi.org/10.1016/j.jag.2022.102911 https://doaj.org/article/5838c7e3ea664346862c0cd67c4b7196 EN eng Elsevier http://www.sciencedirect.com/science/article/pii/S1569843222001133 https://doaj.org/toc/1569-8432 1569-8432 doi:10.1016/j.jag.2022.102911 https://doaj.org/article/5838c7e3ea664346862c0cd67c4b7196 International Journal of Applied Earth Observations and Geoinformation, Vol 112, Iss , Pp 102911- (2022) Svalbard Arctic lakes Lakes classification Satellite monitoring Forel-Ulle index Physical geography GB3-5030 Environmental sciences GE1-350 article 2022 ftdoajarticles https://doi.org/10.1016/j.jag.2022.102911 2022-12-30T23:44:06Z Arctic lakes are an essential element of the environment. This study inventoried and classified lakes on three of the Svalbard Islands (Spitsbergen, Barentsøya, and Edgeøya) using Sentinel-2 images. The Forel-Ule color index (FUI) was employed to measure the lake's color, and a new equation to calculate the concentration of suspended sediment using satellite images was developed and tested using measurements from coastal waters. These two measures, plus the normalized difference vegetation index for vegetation on the lakeshore, and the lakes' location were used for clustering and classification. More than 1000 natural lakes were found on the three Svalbard islands. Nearly 80 % of these were smaller than 0.01 km2 (1 ha), with the largest a few km2 in area. Lake distribution analysis identified six zones of increased lake density, five of which were located along the western coast of Spitsbergen. The FUI was thus demonstrated to be useful for the monitoring of Arctic lakes. The K-means clustering results and analysis of the spectral signatures divided the lakes into seven classes: clear water, moderately clear water, tundra, coastal tundra, meltwater, extreme meltwater, and supraglacial lakes. Meltwater and clear water lakes were the two most common types, accounting for about 80 % of the total lake area. Article in Journal/Newspaper Arctic Barentsøya Edgeøya Svalbard Tundra Spitsbergen Directory of Open Access Journals: DOAJ Articles Arctic Svalbard Edgeøya ENVELOPE(22.500,22.500,77.750,77.750) Barentsøya ENVELOPE(21.250,21.250,78.450,78.450) International Journal of Applied Earth Observation and Geoinformation 112 102911
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Svalbard
Arctic lakes
Lakes classification
Satellite monitoring
Forel-Ulle index
Physical geography
GB3-5030
Environmental sciences
GE1-350
spellingShingle Svalbard
Arctic lakes
Lakes classification
Satellite monitoring
Forel-Ulle index
Physical geography
GB3-5030
Environmental sciences
GE1-350
Jacek Andrzej Urbański
Monitoring and classification of high Arctic lakes in the Svalbard Islands using remote sensing
topic_facet Svalbard
Arctic lakes
Lakes classification
Satellite monitoring
Forel-Ulle index
Physical geography
GB3-5030
Environmental sciences
GE1-350
description Arctic lakes are an essential element of the environment. This study inventoried and classified lakes on three of the Svalbard Islands (Spitsbergen, Barentsøya, and Edgeøya) using Sentinel-2 images. The Forel-Ule color index (FUI) was employed to measure the lake's color, and a new equation to calculate the concentration of suspended sediment using satellite images was developed and tested using measurements from coastal waters. These two measures, plus the normalized difference vegetation index for vegetation on the lakeshore, and the lakes' location were used for clustering and classification. More than 1000 natural lakes were found on the three Svalbard islands. Nearly 80 % of these were smaller than 0.01 km2 (1 ha), with the largest a few km2 in area. Lake distribution analysis identified six zones of increased lake density, five of which were located along the western coast of Spitsbergen. The FUI was thus demonstrated to be useful for the monitoring of Arctic lakes. The K-means clustering results and analysis of the spectral signatures divided the lakes into seven classes: clear water, moderately clear water, tundra, coastal tundra, meltwater, extreme meltwater, and supraglacial lakes. Meltwater and clear water lakes were the two most common types, accounting for about 80 % of the total lake area.
format Article in Journal/Newspaper
author Jacek Andrzej Urbański
author_facet Jacek Andrzej Urbański
author_sort Jacek Andrzej Urbański
title Monitoring and classification of high Arctic lakes in the Svalbard Islands using remote sensing
title_short Monitoring and classification of high Arctic lakes in the Svalbard Islands using remote sensing
title_full Monitoring and classification of high Arctic lakes in the Svalbard Islands using remote sensing
title_fullStr Monitoring and classification of high Arctic lakes in the Svalbard Islands using remote sensing
title_full_unstemmed Monitoring and classification of high Arctic lakes in the Svalbard Islands using remote sensing
title_sort monitoring and classification of high arctic lakes in the svalbard islands using remote sensing
publisher Elsevier
publishDate 2022
url https://doi.org/10.1016/j.jag.2022.102911
https://doaj.org/article/5838c7e3ea664346862c0cd67c4b7196
long_lat ENVELOPE(22.500,22.500,77.750,77.750)
ENVELOPE(21.250,21.250,78.450,78.450)
geographic Arctic
Svalbard
Edgeøya
Barentsøya
geographic_facet Arctic
Svalbard
Edgeøya
Barentsøya
genre Arctic
Barentsøya
Edgeøya
Svalbard
Tundra
Spitsbergen
genre_facet Arctic
Barentsøya
Edgeøya
Svalbard
Tundra
Spitsbergen
op_source International Journal of Applied Earth Observations and Geoinformation, Vol 112, Iss , Pp 102911- (2022)
op_relation http://www.sciencedirect.com/science/article/pii/S1569843222001133
https://doaj.org/toc/1569-8432
1569-8432
doi:10.1016/j.jag.2022.102911
https://doaj.org/article/5838c7e3ea664346862c0cd67c4b7196
op_doi https://doi.org/10.1016/j.jag.2022.102911
container_title International Journal of Applied Earth Observation and Geoinformation
container_volume 112
container_start_page 102911
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