SPICES – Sea ice type maps from Fram Strait, Barents and Kara Sea

SeaicetypeclassificationofSentinel-1SARdualpolarizationEWimages. Priortoclassification,Sentinel-1SARimageshavebeenpre-processedtoremovenoise[1].Theprocedureofclassificationiscomprisedofthefollowingsteps:1.Haralicktexturefeaturesarecomputed,2.PrincipalComponentAnalysis(PCA)isapplied,3.K-meansclusteri...

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Main Authors: Babiker, Mohamed, Korosov, Anton, Park, Jeong-Won, Hamre, Torill, Yamakawa, Asuka
Format: Other/Unknown Material
Language:English
Published: Zenodo 2018
Subjects:
SAR
Online Access:https://doi.org/10.5281/zenodo.1310968
id ftzenodo:oai:zenodo.org:1310968
record_format openpolar
spelling ftzenodo:oai:zenodo.org:1310968 2024-09-09T19:21:58+00:00 SPICES – Sea ice type maps from Fram Strait, Barents and Kara Sea Babiker, Mohamed Korosov, Anton Park, Jeong-Won Hamre, Torill Yamakawa, Asuka 2018-07-12 https://doi.org/10.5281/zenodo.1310968 eng eng Zenodo https://zenodo.org/communities/eu https://doi.org/10.5281/zenodo.1310967 https://doi.org/10.5281/zenodo.1310968 oai:zenodo.org:1310968 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 Sentinel-1 SAR synthetic aperture radar Support Vector Machine info:eu-repo/semantics/other 2018 ftzenodo https://doi.org/10.5281/zenodo.131096810.5281/zenodo.1310967 2024-07-26T06:19:27Z SeaicetypeclassificationofSentinel-1SARdualpolarizationEWimages. Priortoclassification,Sentinel-1SARimageshavebeenpre-processedtoremovenoise[1].Theprocedureofclassificationiscomprisedofthefollowingsteps:1.Haralicktexturefeaturesarecomputed,2.PrincipalComponentAnalysis(PCA)isapplied,3.K-meansclusteringisusedtogroupthedatainto15clustersusingfactorscoresofthePCAasinput,4.The15clustersareanalysedbyaniceexpertandclassifiedasopenwateranddifferenttypesofseaice. [1]J.-W.Park,A.A.Korosov,M.Babiker,S.Sandven,J.-S.Won,EfficientThermalNoiseRemovalforSentinel-1TOPSARCross-PolarizationChannel,IEEETransactionsonGeoscienceandRemoteSensing,2018;56,3,DOI:10.1109/TGRS.2017.2765248. Other/Unknown Material Arctic Fram Strait Kara Sea Sea ice Zenodo Arctic Kara Sea
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language English
topic Sea ice
Arctic
Sentinel-1
SAR
synthetic aperture radar
Support Vector Machine
spellingShingle Sea ice
Arctic
Sentinel-1
SAR
synthetic aperture radar
Support Vector Machine
Babiker, Mohamed
Korosov, Anton
Park, Jeong-Won
Hamre, Torill
Yamakawa, Asuka
SPICES – Sea ice type maps from Fram Strait, Barents and Kara Sea
topic_facet Sea ice
Arctic
Sentinel-1
SAR
synthetic aperture radar
Support Vector Machine
description SeaicetypeclassificationofSentinel-1SARdualpolarizationEWimages. Priortoclassification,Sentinel-1SARimageshavebeenpre-processedtoremovenoise[1].Theprocedureofclassificationiscomprisedofthefollowingsteps:1.Haralicktexturefeaturesarecomputed,2.PrincipalComponentAnalysis(PCA)isapplied,3.K-meansclusteringisusedtogroupthedatainto15clustersusingfactorscoresofthePCAasinput,4.The15clustersareanalysedbyaniceexpertandclassifiedasopenwateranddifferenttypesofseaice. [1]J.-W.Park,A.A.Korosov,M.Babiker,S.Sandven,J.-S.Won,EfficientThermalNoiseRemovalforSentinel-1TOPSARCross-PolarizationChannel,IEEETransactionsonGeoscienceandRemoteSensing,2018;56,3,DOI:10.1109/TGRS.2017.2765248.
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 type maps from Fram Strait, Barents and Kara Sea
title_short SPICES – Sea ice type maps from Fram Strait, Barents and Kara Sea
title_full SPICES – Sea ice type maps from Fram Strait, Barents and Kara Sea
title_fullStr SPICES – Sea ice type maps from Fram Strait, Barents and Kara Sea
title_full_unstemmed SPICES – Sea ice type maps from Fram Strait, Barents and Kara Sea
title_sort spices – sea ice type maps from fram strait, barents and kara sea
publisher Zenodo
publishDate 2018
url https://doi.org/10.5281/zenodo.1310968
geographic Arctic
Kara Sea
geographic_facet Arctic
Kara Sea
genre Arctic
Fram Strait
Kara Sea
Sea ice
genre_facet Arctic
Fram Strait
Kara Sea
Sea ice
op_relation https://zenodo.org/communities/eu
https://doi.org/10.5281/zenodo.1310967
https://doi.org/10.5281/zenodo.1310968
oai:zenodo.org:1310968
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.131096810.5281/zenodo.1310967
_version_ 1809762249305227264