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Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland

Changes in Greenland’s marine-terminating outlet glaciers have led to changes in the flux of icebergs into Greenland’s coastal waters, yet icebergs remain a relatively understudied component of the ice-ocean system. We developed a simple iceberg delineation algorithm for Landsat imagery. A machine l...

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Autores principales: SCHEICK, JESSICA, ENDERLIN, ELLYN M., HAMILTON, GORDON
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6894398/
https://www.ncbi.nlm.nih.gov/pubmed/31806917
http://dx.doi.org/10.1017/jog.2019.23
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author SCHEICK, JESSICA
ENDERLIN, ELLYN M.
HAMILTON, GORDON
author_facet SCHEICK, JESSICA
ENDERLIN, ELLYN M.
HAMILTON, GORDON
author_sort SCHEICK, JESSICA
collection PubMed
description Changes in Greenland’s marine-terminating outlet glaciers have led to changes in the flux of icebergs into Greenland’s coastal waters, yet icebergs remain a relatively understudied component of the ice-ocean system. We developed a simple iceberg delineation algorithm for Landsat imagery. A machine learning-based cloud mask incorporated into the algorithm enables us to extract iceberg size distributions from open water even in partially cloudy scenes. We applied the algorithm to the Landsat archive covering Disko Bay, West Greenland, to derive a time series of iceberg size distributions from 2000–02 and 2013–15. The time series captures a change in iceberg size distributions, which we interpret as a result of changes in the calving regime of the parent glacier, Sermeq Kujalleq (Jakobshavn Isbræ). The change in calving style associated with the disintegration and disappearance of Sermeq Kujalleq’s floating ice tongue resulted in the production of more small icebergs. The increased number of small icebergs resulted in increasingly negative power law slopes fit to iceberg size distributions in Disko Bay, suggesting that iceberg size distribution time series provide useful insights into changes in calving dynamics.
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spelling pubmed-68943982019-12-05 Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland SCHEICK, JESSICA ENDERLIN, ELLYN M. HAMILTON, GORDON J Glaciol Article Changes in Greenland’s marine-terminating outlet glaciers have led to changes in the flux of icebergs into Greenland’s coastal waters, yet icebergs remain a relatively understudied component of the ice-ocean system. We developed a simple iceberg delineation algorithm for Landsat imagery. A machine learning-based cloud mask incorporated into the algorithm enables us to extract iceberg size distributions from open water even in partially cloudy scenes. We applied the algorithm to the Landsat archive covering Disko Bay, West Greenland, to derive a time series of iceberg size distributions from 2000–02 and 2013–15. The time series captures a change in iceberg size distributions, which we interpret as a result of changes in the calving regime of the parent glacier, Sermeq Kujalleq (Jakobshavn Isbræ). The change in calving style associated with the disintegration and disappearance of Sermeq Kujalleq’s floating ice tongue resulted in the production of more small icebergs. The increased number of small icebergs resulted in increasingly negative power law slopes fit to iceberg size distributions in Disko Bay, suggesting that iceberg size distribution time series provide useful insights into changes in calving dynamics. 2019-06 /pmc/articles/PMC6894398/ /pubmed/31806917 http://dx.doi.org/10.1017/jog.2019.23 Text en This is an Open Access article, distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike licence (http://creativecommons.org/licenses/by-nc-sa/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the same Creative Commons licence is included and the original work is properly cited. The written permission of Cambridge University Press must be obtained for commercial re-use.
spellingShingle Article
SCHEICK, JESSICA
ENDERLIN, ELLYN M.
HAMILTON, GORDON
Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland
title Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland
title_full Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland
title_fullStr Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland
title_full_unstemmed Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland
title_short Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland
title_sort semi-automated open water iceberg detection from landsat applied to disko bay, west greenland
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6894398/
https://www.ncbi.nlm.nih.gov/pubmed/31806917
http://dx.doi.org/10.1017/jog.2019.23
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