Comparison of ice/water classification in Fram Strait from C- and L-band SAR imagery

ABSTRACT In this paper an algorithm for ice/water classification of C- and L-band dual polarization synthetic aperture radar data is presented. A comparison of the two different frequencies is made in order to investigate the potential to improve classification results with multi-frequency data. The...

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Published in:Annals of Glaciology
Main Authors: Aldenhoff, Wiebke, Heuzé, Céline, Eriksson, Leif E.B.
Format: Article in Journal/Newspaper
Language:English
Published: Cambridge University Press (CUP) 2018
Subjects:
Online Access:http://dx.doi.org/10.1017/aog.2018.7
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0260305518000071
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spelling crcambridgeupr:10.1017/aog.2018.7 2024-09-15T17:39:52+00:00 Comparison of ice/water classification in Fram Strait from C- and L-band SAR imagery Aldenhoff, Wiebke Heuzé, Céline Eriksson, Leif E.B. 2018 http://dx.doi.org/10.1017/aog.2018.7 https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0260305518000071 en eng Cambridge University Press (CUP) http://creativecommons.org/licenses/by/4.0/ Annals of Glaciology volume 59, issue 76pt2, page 112-123 ISSN 0260-3055 1727-5644 journal-article 2018 crcambridgeupr https://doi.org/10.1017/aog.2018.7 2024-07-31T04:03:51Z ABSTRACT In this paper an algorithm for ice/water classification of C- and L-band dual polarization synthetic aperture radar data is presented. A comparison of the two different frequencies is made in order to investigate the potential to improve classification results with multi-frequency data. The algorithm is based on backscatter intensities in co- and cross-polarization and autocorrelation as a texture feature. The mapping between image features and ice/water classification is made with a neural network. Accurate ice/water maps for both frequencies are produced by the algorithm and the results of two frequencies generally agree very well. Differences are found in the marginal ice zone, where the time difference between acquisitions causes motion of the ice pack. C-band reliably reproduces the outline of the ice edge, while L-band has its strengths for thin ice/calm water areas within the icepack. The classification shows good agreement with ice/water maps derived from met.no ice-charts and radiometer data from AMSR-2. Variations are found in the marginal ice zone where the generalization of the ice charts and lower accuracy of ice concentration from radiometer data introduce deviations. Usage of high-resolution dual frequency data could be beneficial for improving ice cover information for navigation and modelling. Article in Journal/Newspaper Annals of Glaciology Fram Strait Cambridge University Press Annals of Glaciology 59 76pt2 112 123
institution Open Polar
collection Cambridge University Press
op_collection_id crcambridgeupr
language English
description ABSTRACT In this paper an algorithm for ice/water classification of C- and L-band dual polarization synthetic aperture radar data is presented. A comparison of the two different frequencies is made in order to investigate the potential to improve classification results with multi-frequency data. The algorithm is based on backscatter intensities in co- and cross-polarization and autocorrelation as a texture feature. The mapping between image features and ice/water classification is made with a neural network. Accurate ice/water maps for both frequencies are produced by the algorithm and the results of two frequencies generally agree very well. Differences are found in the marginal ice zone, where the time difference between acquisitions causes motion of the ice pack. C-band reliably reproduces the outline of the ice edge, while L-band has its strengths for thin ice/calm water areas within the icepack. The classification shows good agreement with ice/water maps derived from met.no ice-charts and radiometer data from AMSR-2. Variations are found in the marginal ice zone where the generalization of the ice charts and lower accuracy of ice concentration from radiometer data introduce deviations. Usage of high-resolution dual frequency data could be beneficial for improving ice cover information for navigation and modelling.
format Article in Journal/Newspaper
author Aldenhoff, Wiebke
Heuzé, Céline
Eriksson, Leif E.B.
spellingShingle Aldenhoff, Wiebke
Heuzé, Céline
Eriksson, Leif E.B.
Comparison of ice/water classification in Fram Strait from C- and L-band SAR imagery
author_facet Aldenhoff, Wiebke
Heuzé, Céline
Eriksson, Leif E.B.
author_sort Aldenhoff, Wiebke
title Comparison of ice/water classification in Fram Strait from C- and L-band SAR imagery
title_short Comparison of ice/water classification in Fram Strait from C- and L-band SAR imagery
title_full Comparison of ice/water classification in Fram Strait from C- and L-band SAR imagery
title_fullStr Comparison of ice/water classification in Fram Strait from C- and L-band SAR imagery
title_full_unstemmed Comparison of ice/water classification in Fram Strait from C- and L-band SAR imagery
title_sort comparison of ice/water classification in fram strait from c- and l-band sar imagery
publisher Cambridge University Press (CUP)
publishDate 2018
url http://dx.doi.org/10.1017/aog.2018.7
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/S0260305518000071
genre Annals of Glaciology
Fram Strait
genre_facet Annals of Glaciology
Fram Strait
op_source Annals of Glaciology
volume 59, issue 76pt2, page 112-123
ISSN 0260-3055 1727-5644
op_rights http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1017/aog.2018.7
container_title Annals of Glaciology
container_volume 59
container_issue 76pt2
container_start_page 112
op_container_end_page 123
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