Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar

Satellite monitoring of icebergs in the Arctic region is paramount for the safety of shipping and maritime activities. The potential of polarimetric synthetic aperture radar data in enhancing detection capabilities of icebergs under interchangeable and challenging conditions is explored in this work...

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Published in:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Main Authors: Bailey, Johnson, Akbari, Vahid, Liu, Tao, Lauknes, Tom Rune, Marino, Armando
Other Authors: Biological and Environmental Sciences, Computing Science and Mathematics - Division, PLA Naval University of Engineering, NORCE - Norwegian Research Centre AS, orcid:0000-0002-9621-8180, orcid:0000-0002-9596-4536, orcid:0000-0002-7783-7760, orcid:0000-0002-4531-3102
Format: Article in Journal/Newspaper
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE) 2024
Subjects:
Online Access:http://hdl.handle.net/1893/35978
https://doi.org/10.1109/jstars.2024.3369392
http://dspace.stir.ac.uk/retrieve/63724730-49fd-4e88-afc9-faa4b342acc1/Iceberg_Detection_With_RADARSAT-2_Quad-Polarimetric_C-Band_SAR_in_Kongsfjorden_SvalbardComparison_With_a_Ground-Based_Radar.pdf
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spelling ftunivstirling:oai:dspace.stir.ac.uk:1893/35978 2024-06-02T08:02:36+00:00 Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar Bailey, Johnson Akbari, Vahid Liu, Tao Lauknes, Tom Rune Marino, Armando Biological and Environmental Sciences Computing Science and Mathematics - Division PLA Naval University of Engineering NORCE - Norwegian Research Centre AS orcid:0000-0002-9621-8180 orcid:0000-0002-9596-4536 orcid:0000-0002-7783-7760 orcid:0000-0002-4531-3102 2024-02-26 application/pdf http://hdl.handle.net/1893/35978 https://doi.org/10.1109/jstars.2024.3369392 http://dspace.stir.ac.uk/retrieve/63724730-49fd-4e88-afc9-faa4b342acc1/Iceberg_Detection_With_RADARSAT-2_Quad-Polarimetric_C-Band_SAR_in_Kongsfjorden_SvalbardComparison_With_a_Ground-Based_Radar.pdf en eng Institute of Electrical and Electronics Engineers (IEEE) Bailey J, Akbari V, Liu T, Lauknes TR & Marino A (2024) Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 17, pp. 5790-5803. https://doi.org/10.1109/jstars.2024.3369392 http://hdl.handle.net/1893/35978 doi:10.1109/jstars.2024.3369392 WOS:001184945600017 2-s2.0-85186996856 1990145 http://dspace.stir.ac.uk/retrieve/63724730-49fd-4e88-afc9-faa4b342acc1/Iceberg_Detection_With_RADARSAT-2_Quad-Polarimetric_C-Band_SAR_in_Kongsfjorden_SvalbardComparison_With_a_Ground-Based_Radar.pdf CCBY - IEEE is not the copyright holder of this material. Please follow the instructions via https://creativecommons.org/licenses/by/4.0/ to obtain full-text articles and stipulations in the API documentation. http://creativecommons.org/licenses/by/4.0/ Atmospheric Science Computers in Earth Sciences Journal Article VoR - Version of Record 2024 ftunivstirling https://doi.org/10.1109/jstars.2024.3369392 2024-05-07T04:41:18Z Satellite monitoring of icebergs in the Arctic region is paramount for the safety of shipping and maritime activities. The potential of polarimetric synthetic aperture radar data in enhancing detection capabilities of icebergs under interchangeable and challenging conditions is explored in this work. We introduce RADARSAT-2 quad-pol C -band data to detect icebergs in Kongsfjorden, Svalbard. The location contains two tidewater glaciers and is chosen because multiple processes are present in this region, such as ice formation and its relationship with the glaciers, freshwater discharge. Six state-of-the-art detectors are tested for detection performance. These are the dual-intensity polarization ratio anomaly detector, polarimetric notch filter, polarimetric match filter, symmetry, polarimetric whitening filter (PWF), and optimal polarimetric detector (OPD). In addition, we also tested the parameters of the Cloude–Pottier decomposition. In this study, we make use of a ground-based radar for validation and comparison with satellite images. We show that in calm sea-state conditions, the OPD and PWF detectors give high probability of detection ( PD ) values of 0.7–0.8 when the probability of false alarm ( PF ) value is 0.01–0.05, compared with choppy sea conditions where the same detectors have degraded performance ( PD = 0.5–0.7). Target-to-clutter ratio (TCR) values for each polarization channel is also extracted and compared to the icebergs’ dimensions. The ground-based radar shows higher values in TCR, compared with satellite images. These findings corroborate previous work and show that sea-ice activity, surface roughness, incidence angle, weather, and sea-state conditions all affect the sensitivity of the detectors for this task. Article in Journal/Newspaper Arctic Iceberg* Kongsfjord* Kongsfjorden Sea ice Svalbard University of Stirling: Stirling Digital Research Repository Arctic Svalbard IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17 5790 5803
institution Open Polar
collection University of Stirling: Stirling Digital Research Repository
op_collection_id ftunivstirling
language English
topic Atmospheric Science
Computers in Earth Sciences
spellingShingle Atmospheric Science
Computers in Earth Sciences
Bailey, Johnson
Akbari, Vahid
Liu, Tao
Lauknes, Tom Rune
Marino, Armando
Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar
topic_facet Atmospheric Science
Computers in Earth Sciences
description Satellite monitoring of icebergs in the Arctic region is paramount for the safety of shipping and maritime activities. The potential of polarimetric synthetic aperture radar data in enhancing detection capabilities of icebergs under interchangeable and challenging conditions is explored in this work. We introduce RADARSAT-2 quad-pol C -band data to detect icebergs in Kongsfjorden, Svalbard. The location contains two tidewater glaciers and is chosen because multiple processes are present in this region, such as ice formation and its relationship with the glaciers, freshwater discharge. Six state-of-the-art detectors are tested for detection performance. These are the dual-intensity polarization ratio anomaly detector, polarimetric notch filter, polarimetric match filter, symmetry, polarimetric whitening filter (PWF), and optimal polarimetric detector (OPD). In addition, we also tested the parameters of the Cloude–Pottier decomposition. In this study, we make use of a ground-based radar for validation and comparison with satellite images. We show that in calm sea-state conditions, the OPD and PWF detectors give high probability of detection ( PD ) values of 0.7–0.8 when the probability of false alarm ( PF ) value is 0.01–0.05, compared with choppy sea conditions where the same detectors have degraded performance ( PD = 0.5–0.7). Target-to-clutter ratio (TCR) values for each polarization channel is also extracted and compared to the icebergs’ dimensions. The ground-based radar shows higher values in TCR, compared with satellite images. These findings corroborate previous work and show that sea-ice activity, surface roughness, incidence angle, weather, and sea-state conditions all affect the sensitivity of the detectors for this task.
author2 Biological and Environmental Sciences
Computing Science and Mathematics - Division
PLA Naval University of Engineering
NORCE - Norwegian Research Centre AS
orcid:0000-0002-9621-8180
orcid:0000-0002-9596-4536
orcid:0000-0002-7783-7760
orcid:0000-0002-4531-3102
format Article in Journal/Newspaper
author Bailey, Johnson
Akbari, Vahid
Liu, Tao
Lauknes, Tom Rune
Marino, Armando
author_facet Bailey, Johnson
Akbari, Vahid
Liu, Tao
Lauknes, Tom Rune
Marino, Armando
author_sort Bailey, Johnson
title Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar
title_short Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar
title_full Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar
title_fullStr Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar
title_full_unstemmed Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar
title_sort iceberg detection with radarsat-2 quad-polarimetric c-band sar in kongsfjorden, svalbard—comparison with a ground-based radar
publisher Institute of Electrical and Electronics Engineers (IEEE)
publishDate 2024
url http://hdl.handle.net/1893/35978
https://doi.org/10.1109/jstars.2024.3369392
http://dspace.stir.ac.uk/retrieve/63724730-49fd-4e88-afc9-faa4b342acc1/Iceberg_Detection_With_RADARSAT-2_Quad-Polarimetric_C-Band_SAR_in_Kongsfjorden_SvalbardComparison_With_a_Ground-Based_Radar.pdf
geographic Arctic
Svalbard
geographic_facet Arctic
Svalbard
genre Arctic
Iceberg*
Kongsfjord*
Kongsfjorden
Sea ice
Svalbard
genre_facet Arctic
Iceberg*
Kongsfjord*
Kongsfjorden
Sea ice
Svalbard
op_relation Bailey J, Akbari V, Liu T, Lauknes TR & Marino A (2024) Iceberg Detection With RADARSAT-2 Quad-Polarimetric C-Band SAR in Kongsfjorden, Svalbard—Comparison With a Ground-Based Radar. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 17, pp. 5790-5803. https://doi.org/10.1109/jstars.2024.3369392
http://hdl.handle.net/1893/35978
doi:10.1109/jstars.2024.3369392
WOS:001184945600017
2-s2.0-85186996856
1990145
http://dspace.stir.ac.uk/retrieve/63724730-49fd-4e88-afc9-faa4b342acc1/Iceberg_Detection_With_RADARSAT-2_Quad-Polarimetric_C-Band_SAR_in_Kongsfjorden_SvalbardComparison_With_a_Ground-Based_Radar.pdf
op_rights CCBY - IEEE is not the copyright holder of this material. Please follow the instructions via https://creativecommons.org/licenses/by/4.0/ to obtain full-text articles and stipulations in the API documentation.
http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1109/jstars.2024.3369392
container_title IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
container_volume 17
container_start_page 5790
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