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...

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Published in:Journal of Glaciology
Main Authors: JESSICA SCHEICK, ELLYN M. ENDERLIN, GORDON HAMILTON
Format: Article in Journal/Newspaper
Language:English
Published: Cambridge University Press 2019
Subjects:
Online Access:https://doi.org/10.1017/jog.2019.23
https://doaj.org/article/04b5ac93665245e3be5b79b1b1e515c4
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spelling ftdoajarticles:oai:doaj.org/article:04b5ac93665245e3be5b79b1b1e515c4 2023-05-15T16:01:03+02:00 Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland JESSICA SCHEICK ELLYN M. ENDERLIN GORDON HAMILTON 2019-06-01T00:00:00Z https://doi.org/10.1017/jog.2019.23 https://doaj.org/article/04b5ac93665245e3be5b79b1b1e515c4 EN eng Cambridge University Press https://www.cambridge.org/core/product/identifier/S0022143019000236/type/journal_article https://doaj.org/toc/0022-1430 https://doaj.org/toc/1727-5652 doi:10.1017/jog.2019.23 0022-1430 1727-5652 https://doaj.org/article/04b5ac93665245e3be5b79b1b1e515c4 Journal of Glaciology, Vol 65, Pp 468-480 (2019) calving icebergs ice-ocean interactions remote sensing Environmental sciences GE1-350 Meteorology. Climatology QC851-999 article 2019 ftdoajarticles https://doi.org/10.1017/jog.2019.23 2023-03-12T01:30:57Z 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. Article in Journal/Newspaper Disko Bay glacier Greenland Jakobshavn Jakobshavn isbræ Journal of Glaciology Kujalleq Sermeq Kujalleq Directory of Open Access Journals: DOAJ Articles Greenland Jakobshavn Isbræ ENVELOPE(-49.917,-49.917,69.167,69.167) Kujalleq ENVELOPE(-46.037,-46.037,60.719,60.719) Journal of Glaciology 65 251 468 480
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic calving
icebergs
ice-ocean interactions
remote sensing
Environmental sciences
GE1-350
Meteorology. Climatology
QC851-999
spellingShingle calving
icebergs
ice-ocean interactions
remote sensing
Environmental sciences
GE1-350
Meteorology. Climatology
QC851-999
JESSICA SCHEICK
ELLYN M. ENDERLIN
GORDON HAMILTON
Semi-automated open water iceberg detection from Landsat applied to Disko Bay, West Greenland
topic_facet calving
icebergs
ice-ocean interactions
remote sensing
Environmental sciences
GE1-350
Meteorology. Climatology
QC851-999
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.
format Article in Journal/Newspaper
author JESSICA SCHEICK
ELLYN M. ENDERLIN
GORDON HAMILTON
author_facet JESSICA SCHEICK
ELLYN M. ENDERLIN
GORDON HAMILTON
author_sort JESSICA SCHEICK
title 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_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_sort semi-automated open water iceberg detection from landsat applied to disko bay, west greenland
publisher Cambridge University Press
publishDate 2019
url https://doi.org/10.1017/jog.2019.23
https://doaj.org/article/04b5ac93665245e3be5b79b1b1e515c4
long_lat ENVELOPE(-49.917,-49.917,69.167,69.167)
ENVELOPE(-46.037,-46.037,60.719,60.719)
geographic Greenland
Jakobshavn Isbræ
Kujalleq
geographic_facet Greenland
Jakobshavn Isbræ
Kujalleq
genre Disko Bay
glacier
Greenland
Jakobshavn
Jakobshavn isbræ
Journal of Glaciology
Kujalleq
Sermeq Kujalleq
genre_facet Disko Bay
glacier
Greenland
Jakobshavn
Jakobshavn isbræ
Journal of Glaciology
Kujalleq
Sermeq Kujalleq
op_source Journal of Glaciology, Vol 65, Pp 468-480 (2019)
op_relation https://www.cambridge.org/core/product/identifier/S0022143019000236/type/journal_article
https://doaj.org/toc/0022-1430
https://doaj.org/toc/1727-5652
doi:10.1017/jog.2019.23
0022-1430
1727-5652
https://doaj.org/article/04b5ac93665245e3be5b79b1b1e515c4
op_doi https://doi.org/10.1017/jog.2019.23
container_title Journal of Glaciology
container_volume 65
container_issue 251
container_start_page 468
op_container_end_page 480
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