Spices – Sea Ice Type Maps From Fram Strait, Barents And Kara Sea
Sea ice type classification of Sentinel-1 SAR dual polarization EW images. Prior to classification, Sentinel-1 SAR images have been pre-processed to remove noise [1]. The procedure of classification is comprised of the following steps: 1. Haralick texture features are computed, 2. Principal Componen...
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ftdatacite:10.5281/zenodo.1310968 2023-05-15T15:03:06+02:00 Spices – Sea Ice Type Maps From Fram Strait, Barents And Kara Sea Babiker, Mohamed Korosov, Anton Park, Jeong-Won Hamre, Torill Yamakawa, Asuka 2018 https://dx.doi.org/10.5281/zenodo.1310968 https://zenodo.org/record/1310968 en eng Zenodo https://dx.doi.org/10.5281/zenodo.1310967 Open Access Creative Commons Attribution Share-Alike 4.0 https://creativecommons.org/licenses/by-sa/4.0 info:eu-repo/semantics/openAccess CC-BY-SA Sea ice, Arctic, Sentinel-1, SAR, synthetic aperture radar, Support Vector Machine dataset Dataset 2018 ftdatacite https://doi.org/10.5281/zenodo.1310968 https://doi.org/10.5281/zenodo.1310967 2021-11-05T12:55:41Z Sea ice type classification of Sentinel-1 SAR dual polarization EW images. Prior to classification, Sentinel-1 SAR images have been pre-processed to remove noise [1]. The procedure of classification is comprised of the following steps: 1. Haralick texture features are computed, 2. Principal Component Analysis (PCA) is applied, 3. K-means clustering is used to group the data into 15 clusters using factor scores of the PCA as input, 4. The 15 clusters are analysed by an ice expert and classified as open water and different types of sea ice. [1] J.-W. Park, A. A. Korosov, M. Babiker, S. Sandven, J.-S. Won, Efficient Thermal Noise Removal for Sentinel-1 TOPSAR Cross-Polarization Channel, IEEE Transactions on Geoscience and Remote Sensing, 2018; 56, 3, DOI:10.1109/TGRS.2017.2765248. Dataset Arctic Fram Strait Kara Sea Sea ice DataCite Metadata Store (German National Library of Science and Technology) Arctic Kara Sea |
institution |
Open Polar |
collection |
DataCite Metadata Store (German National Library of Science and Technology) |
op_collection_id |
ftdatacite |
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 |
Sea ice type classification of Sentinel-1 SAR dual polarization EW images. Prior to classification, Sentinel-1 SAR images have been pre-processed to remove noise [1]. The procedure of classification is comprised of the following steps: 1. Haralick texture features are computed, 2. Principal Component Analysis (PCA) is applied, 3. K-means clustering is used to group the data into 15 clusters using factor scores of the PCA as input, 4. The 15 clusters are analysed by an ice expert and classified as open water and different types of sea ice. [1] J.-W. Park, A. A. Korosov, M. Babiker, S. Sandven, J.-S. Won, Efficient Thermal Noise Removal for Sentinel-1 TOPSAR Cross-Polarization Channel, IEEE Transactions on Geoscience and Remote Sensing, 2018; 56, 3, DOI:10.1109/TGRS.2017.2765248. |
format |
Dataset |
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://dx.doi.org/10.5281/zenodo.1310968 https://zenodo.org/record/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://dx.doi.org/10.5281/zenodo.1310967 |
op_rights |
Open Access Creative Commons Attribution Share-Alike 4.0 https://creativecommons.org/licenses/by-sa/4.0 info:eu-repo/semantics/openAccess |
op_rightsnorm |
CC-BY-SA |
op_doi |
https://doi.org/10.5281/zenodo.1310968 https://doi.org/10.5281/zenodo.1310967 |
_version_ |
1766334999798218752 |