SPICES – Sea ice edge maps from the Fram Strait

SeaiceedgemapsderivedfromSentinel-1SARdualpolarisationEWimagesusingaSupportVectorMachine(SVM)algorithm.ThisalgorithmisbasedonaSVMapproach,andinadditionusestexturecalculationandprincipalcomponentanalysis(PCA)toclassifyseaicetypes(Korosovetal.,2016).Themainstepsofthealgorithmsinclude: (1)pre-processin...

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Bibliographic Details
Main Authors: Babiker, Mohamed, Korosov, Anton, Park, Jeong-Won, Hamre, Torill, Yamakawa, Asuka
Format: Other/Unknown Material
Language:English
Published: Zenodo 2018
Subjects:
Sea ice
Arctic Ocean
Sentinel-1
SAR
synthetic aperture radar
Support Vector Machine
Fram Strait
Online Access:https://doi.org/10.5281/zenodo.1299355
id ftzenodo:oai:zenodo.org:1299355
record_format openpolar
spelling ftzenodo:oai:zenodo.org:1299355 2024-09-15T17:53:17+00:00 SPICES – Sea ice edge maps from the Fram Strait Babiker, Mohamed Korosov, Anton Park, Jeong-Won Hamre, Torill Yamakawa, Asuka 2018-06-27 https://doi.org/10.5281/zenodo.1299355 eng eng Zenodo https://zenodo.org/communities/eu https://doi.org/10.5281/zenodo.1299354 https://doi.org/10.5281/zenodo.1299355 oai:zenodo.org:1299355 info:eu-repo/semantics/openAccess Creative Commons Attribution Share Alike 4.0 International https://creativecommons.org/licenses/by-sa/4.0/legalcode Sea ice Arctic Ocean Sentinel-1 SAR synthetic aperture radar Support Vector Machine info:eu-repo/semantics/other 2018 ftzenodo https://doi.org/10.5281/zenodo.129935510.5281/zenodo.1299354 2024-07-25T19:14:36Z SeaiceedgemapsderivedfromSentinel-1SARdualpolarisationEWimagesusingaSupportVectorMachine(SVM)algorithm.ThisalgorithmisbasedonaSVMapproach,andinadditionusestexturecalculationandprincipalcomponentanalysis(PCA)toclassifyseaicetypes(Korosovetal.,2016).Themainstepsofthealgorithmsinclude: (1)pre-processingoftherawSARdata, (2)calculationoftexturefeatures, (3)unsupervisedpre-classificationoftheimageusingPCAandk-meansclusteranalysistoreducethenumberoficeclasses, (4)expertre-classificationoftheimageintothepre-calculatedclasses, (5)trainingoftheSVMusinginputfromthepreviousstep,and (6)classifyingthefullimageintothereducednumberofclassesusingthetrainedSVM. Togenerateaniceedgeproduct,theSVMalgorithmisusedwithonlytwoclasses:seaiceandopenwater. Korosov,A.,N.Zakhvatkina,A.Vesman,A.Mushta,andS.Muckenhuber,SeaiceclassificationalgorithmforSentinel-1images,PosteratESALivingPlanetSymposium2016,Prague,CzechRepublic,9-13may,2016. Other/Unknown Material Arctic Ocean Fram Strait Sea ice Zenodo
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language English
topic Sea ice
Arctic Ocean
Sentinel-1
SAR
synthetic aperture radar
Support Vector Machine
spellingShingle Sea ice
Arctic Ocean
Sentinel-1
SAR
synthetic aperture radar
Support Vector Machine
Babiker, Mohamed
Korosov, Anton
Park, Jeong-Won
Hamre, Torill
Yamakawa, Asuka
SPICES – Sea ice edge maps from the Fram Strait
topic_facet Sea ice
Arctic Ocean
Sentinel-1
SAR
synthetic aperture radar
Support Vector Machine
description SeaiceedgemapsderivedfromSentinel-1SARdualpolarisationEWimagesusingaSupportVectorMachine(SVM)algorithm.ThisalgorithmisbasedonaSVMapproach,andinadditionusestexturecalculationandprincipalcomponentanalysis(PCA)toclassifyseaicetypes(Korosovetal.,2016).Themainstepsofthealgorithmsinclude: (1)pre-processingoftherawSARdata, (2)calculationoftexturefeatures, (3)unsupervisedpre-classificationoftheimageusingPCAandk-meansclusteranalysistoreducethenumberoficeclasses, (4)expertre-classificationoftheimageintothepre-calculatedclasses, (5)trainingoftheSVMusinginputfromthepreviousstep,and (6)classifyingthefullimageintothereducednumberofclassesusingthetrainedSVM. Togenerateaniceedgeproduct,theSVMalgorithmisusedwithonlytwoclasses:seaiceandopenwater. Korosov,A.,N.Zakhvatkina,A.Vesman,A.Mushta,andS.Muckenhuber,SeaiceclassificationalgorithmforSentinel-1images,PosteratESALivingPlanetSymposium2016,Prague,CzechRepublic,9-13may,2016.
format Other/Unknown Material
author Babiker, Mohamed
Korosov, Anton
Park, Jeong-Won
Hamre, Torill
Yamakawa, Asuka
author_facet Babiker, Mohamed
Korosov, Anton
Park, Jeong-Won
Hamre, Torill
Yamakawa, Asuka
author_sort Babiker, Mohamed
title SPICES – Sea ice edge maps from the Fram Strait
title_short SPICES – Sea ice edge maps from the Fram Strait
title_full SPICES – Sea ice edge maps from the Fram Strait
title_fullStr SPICES – Sea ice edge maps from the Fram Strait
title_full_unstemmed SPICES – Sea ice edge maps from the Fram Strait
title_sort spices – sea ice edge maps from the fram strait
publisher Zenodo
publishDate 2018
url https://doi.org/10.5281/zenodo.1299355
genre Arctic Ocean
Fram Strait
Sea ice
genre_facet Arctic Ocean
Fram Strait
Sea ice
op_relation https://zenodo.org/communities/eu
https://doi.org/10.5281/zenodo.1299354
https://doi.org/10.5281/zenodo.1299355
oai:zenodo.org:1299355
op_rights info:eu-repo/semantics/openAccess
Creative Commons Attribution Share Alike 4.0 International
https://creativecommons.org/licenses/by-sa/4.0/legalcode
op_doi https://doi.org/10.5281/zenodo.129935510.5281/zenodo.1299354
_version_ 1810295314299486208

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