Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on Linnévatnet, Kapp Linné, Svalbard Using In-Situ Data

Arctic lakes are sensitive to climate change, and the timing and duration of ice presence and absence (i.e., ice phenology) on the lake surface can be used as a climate indicator. In this study of Linnévatnet, one of the largest lakes on Svalbard, we compare inferences of lake ice duration from sate...

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Published in:Remote Sensing
Main Authors: Samuel E. Tuttle, Steven R. Roof, Michael J. Retelle, Alan Werner, Grant E. Gunn, Erin L. Bunting
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2022
Subjects:
Q
Online Access:https://doi.org/10.3390/rs14061311
https://doaj.org/article/2db68726945445b4964dcd83b2ac29dd
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spelling ftdoajarticles:oai:doaj.org/article:2db68726945445b4964dcd83b2ac29dd 2023-05-15T14:59:57+02:00 Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on Linnévatnet, Kapp Linné, Svalbard Using In-Situ Data Samuel E. Tuttle Steven R. Roof Michael J. Retelle Alan Werner Grant E. Gunn Erin L. Bunting 2022-03-01T00:00:00Z https://doi.org/10.3390/rs14061311 https://doaj.org/article/2db68726945445b4964dcd83b2ac29dd EN eng MDPI AG https://www.mdpi.com/2072-4292/14/6/1311 https://doaj.org/toc/2072-4292 doi:10.3390/rs14061311 2072-4292 https://doaj.org/article/2db68726945445b4964dcd83b2ac29dd Remote Sensing, Vol 14, Iss 1311, p 1311 (2022) lake ice remote sensing Svalbard MODIS Sentinel-1 water temperature Science Q article 2022 ftdoajarticles https://doi.org/10.3390/rs14061311 2022-12-31T08:22:56Z Arctic lakes are sensitive to climate change, and the timing and duration of ice presence and absence (i.e., ice phenology) on the lake surface can be used as a climate indicator. In this study of Linnévatnet, one of the largest lakes on Svalbard, we compare inferences of lake ice duration from satellite data with continuously monitored lake water temperature and photographs from automatic cameras. Visible surface reflectance data from the moderate-resolution imaging spectroradiometer (MODIS) were used to observe the change in the lake-wide mean surface reflectance of Linnévatnet from 2003–2019, and smoothing splines were applied to the to determine the date of summer ice-off (also called “break-up end”—BUE). Similarly, BUE and fall ice-on (or “freeze-up end”—FUE) were determined from lake-wide mean time series of Sentinel-1 microwave backscatter from 2014–2019. Overall, the ice timing dates identified from the satellite observations agree well with the in-situ observations (RMSE values of approximately 2–7 days for BUE and FUE, depending on the method and in-situ dataset), lending confidence to the accuracy of remote sensing of lake ice phenology in remote Arctic regions. Our observations of Linnévatnet indicate that BUE dates do not have a significant trend, while FUE dates have been occurring approximately 1.5 days later per year during the study period. These results support an overall decrease in annual duration of lake ice cover in this part of Svalbard. Article in Journal/Newspaper Arctic Climate change Svalbard Directory of Open Access Journals: DOAJ Articles Arctic Svalbard Linnévatnet ENVELOPE(13.824,13.824,78.042,78.042) Kapp Linné ENVELOPE(13.621,13.621,78.063,78.063) Remote Sensing 14 6 1311
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic lake ice
remote sensing
Svalbard
MODIS
Sentinel-1
water temperature
Science
Q
spellingShingle lake ice
remote sensing
Svalbard
MODIS
Sentinel-1
water temperature
Science
Q
Samuel E. Tuttle
Steven R. Roof
Michael J. Retelle
Alan Werner
Grant E. Gunn
Erin L. Bunting
Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on Linnévatnet, Kapp Linné, Svalbard Using In-Situ Data
topic_facet lake ice
remote sensing
Svalbard
MODIS
Sentinel-1
water temperature
Science
Q
description Arctic lakes are sensitive to climate change, and the timing and duration of ice presence and absence (i.e., ice phenology) on the lake surface can be used as a climate indicator. In this study of Linnévatnet, one of the largest lakes on Svalbard, we compare inferences of lake ice duration from satellite data with continuously monitored lake water temperature and photographs from automatic cameras. Visible surface reflectance data from the moderate-resolution imaging spectroradiometer (MODIS) were used to observe the change in the lake-wide mean surface reflectance of Linnévatnet from 2003–2019, and smoothing splines were applied to the to determine the date of summer ice-off (also called “break-up end”—BUE). Similarly, BUE and fall ice-on (or “freeze-up end”—FUE) were determined from lake-wide mean time series of Sentinel-1 microwave backscatter from 2014–2019. Overall, the ice timing dates identified from the satellite observations agree well with the in-situ observations (RMSE values of approximately 2–7 days for BUE and FUE, depending on the method and in-situ dataset), lending confidence to the accuracy of remote sensing of lake ice phenology in remote Arctic regions. Our observations of Linnévatnet indicate that BUE dates do not have a significant trend, while FUE dates have been occurring approximately 1.5 days later per year during the study period. These results support an overall decrease in annual duration of lake ice cover in this part of Svalbard.
format Article in Journal/Newspaper
author Samuel E. Tuttle
Steven R. Roof
Michael J. Retelle
Alan Werner
Grant E. Gunn
Erin L. Bunting
author_facet Samuel E. Tuttle
Steven R. Roof
Michael J. Retelle
Alan Werner
Grant E. Gunn
Erin L. Bunting
author_sort Samuel E. Tuttle
title Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on Linnévatnet, Kapp Linné, Svalbard Using In-Situ Data
title_short Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on Linnévatnet, Kapp Linné, Svalbard Using In-Situ Data
title_full Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on Linnévatnet, Kapp Linné, Svalbard Using In-Situ Data
title_fullStr Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on Linnévatnet, Kapp Linné, Svalbard Using In-Situ Data
title_full_unstemmed Evaluation of Satellite-Derived Estimates of Lake Ice Cover Timing on Linnévatnet, Kapp Linné, Svalbard Using In-Situ Data
title_sort evaluation of satellite-derived estimates of lake ice cover timing on linnévatnet, kapp linné, svalbard using in-situ data
publisher MDPI AG
publishDate 2022
url https://doi.org/10.3390/rs14061311
https://doaj.org/article/2db68726945445b4964dcd83b2ac29dd
long_lat ENVELOPE(13.824,13.824,78.042,78.042)
ENVELOPE(13.621,13.621,78.063,78.063)
geographic Arctic
Svalbard
Linnévatnet
Kapp Linné
geographic_facet Arctic
Svalbard
Linnévatnet
Kapp Linné
genre Arctic
Climate change
Svalbard
genre_facet Arctic
Climate change
Svalbard
op_source Remote Sensing, Vol 14, Iss 1311, p 1311 (2022)
op_relation https://www.mdpi.com/2072-4292/14/6/1311
https://doaj.org/toc/2072-4292
doi:10.3390/rs14061311
2072-4292
https://doaj.org/article/2db68726945445b4964dcd83b2ac29dd
op_doi https://doi.org/10.3390/rs14061311
container_title Remote Sensing
container_volume 14
container_issue 6
container_start_page 1311
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