NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY

Most icebergs present in northern latitudes originate from western Greenland glaciers, from where they drift into Baffin Bay, circulating north along Greenland coast and south along Canadian coast. Some of them drift more southwards up to Newfoundland, where they frequently cross shipping routes. Fu...

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Published in:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Main Authors: Ressel, R., Frost, A., Lehner, S.
Format: Text
Language:English
Published: 2018
Subjects:
Online Access:https://doi.org/10.5194/isprsarchives-XL-7-W3-1049-2015
https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-7-W3/1049/2015/
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spelling ftcopernicus:oai:publications.copernicus.org:isprsarchives42988 2023-05-15T14:59:52+02:00 NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY Ressel, R. Frost, A. Lehner, S. 2018-01-15 application/pdf https://doi.org/10.5194/isprsarchives-XL-7-W3-1049-2015 https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-7-W3/1049/2015/ eng eng doi:10.5194/isprsarchives-XL-7-W3-1049-2015 https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-7-W3/1049/2015/ eISSN: 2194-9034 Text 2018 ftcopernicus https://doi.org/10.5194/isprsarchives-XL-7-W3-1049-2015 2019-12-24T09:53:32Z Most icebergs present in northern latitudes originate from western Greenland glaciers, from where they drift into Baffin Bay, circulating north along Greenland coast and south along Canadian coast. Some of them drift more southwards up to Newfoundland, where they frequently cross shipping routes. Furthermore, the Arctic summer sea ice coverage significantly decreased over the last three decades. This has attracted numerous attentions from maritime end-users. To keep Arctic shipping routes safe, the monitoring of sea ice and icebergs is crucial. For this purpose, satellite-based Synthetic Aperture Radar (SAR) is well suited. Equipped with an active radar antenna, SAR satellites provide image data of the ocean and frozen waters independent of weather conditions, cloud cover or absence of daylight. In this paper, we present a processor for sea ice classification and (subsequent) iceberg detection based on TerraSAR-X imagery. In the classification step, texture features are extracted from the images and fed into a neural network, indicating areas of low sea ice concentration. Then, an adapted Constant False Alarm Rate (CFAR) detector is executed in order to detect icebergs. In the end, sea ice boundary and iceberg positions are output. Our experiments deal with HH polarized TerraSAR-X images taken in spring season in the Baffin Bay off the western Greenland coast, where both, sea ice and icebergs are present. Our results exemplify how a comprehensive ice processor with complementary information can be set up for near real time (NRT) service in ice infested waters. Text Arctic Baffin Bay Baffin Bay Baffin Greenland Iceberg* Newfoundland Sea ice Copernicus Publications: E-Journals Arctic Baffin Bay Greenland The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XL-7/W3 1049 1056
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description Most icebergs present in northern latitudes originate from western Greenland glaciers, from where they drift into Baffin Bay, circulating north along Greenland coast and south along Canadian coast. Some of them drift more southwards up to Newfoundland, where they frequently cross shipping routes. Furthermore, the Arctic summer sea ice coverage significantly decreased over the last three decades. This has attracted numerous attentions from maritime end-users. To keep Arctic shipping routes safe, the monitoring of sea ice and icebergs is crucial. For this purpose, satellite-based Synthetic Aperture Radar (SAR) is well suited. Equipped with an active radar antenna, SAR satellites provide image data of the ocean and frozen waters independent of weather conditions, cloud cover or absence of daylight. In this paper, we present a processor for sea ice classification and (subsequent) iceberg detection based on TerraSAR-X imagery. In the classification step, texture features are extracted from the images and fed into a neural network, indicating areas of low sea ice concentration. Then, an adapted Constant False Alarm Rate (CFAR) detector is executed in order to detect icebergs. In the end, sea ice boundary and iceberg positions are output. Our experiments deal with HH polarized TerraSAR-X images taken in spring season in the Baffin Bay off the western Greenland coast, where both, sea ice and icebergs are present. Our results exemplify how a comprehensive ice processor with complementary information can be set up for near real time (NRT) service in ice infested waters.
format Text
author Ressel, R.
Frost, A.
Lehner, S.
spellingShingle Ressel, R.
Frost, A.
Lehner, S.
NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY
author_facet Ressel, R.
Frost, A.
Lehner, S.
author_sort Ressel, R.
title NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY
title_short NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY
title_full NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY
title_fullStr NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY
title_full_unstemmed NAVIGATION ASSISTANCE FOR ICE-INFESTED WATERS THROUGH AUTOMATIC ICEBERG DETECTION AND ICE CLASSIFICATION BASED ON TERRASAR-X IMAGERY
title_sort navigation assistance for ice-infested waters through automatic iceberg detection and ice classification based on terrasar-x imagery
publishDate 2018
url https://doi.org/10.5194/isprsarchives-XL-7-W3-1049-2015
https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-7-W3/1049/2015/
geographic Arctic
Baffin Bay
Greenland
geographic_facet Arctic
Baffin Bay
Greenland
genre Arctic
Baffin Bay
Baffin Bay
Baffin
Greenland
Iceberg*
Newfoundland
Sea ice
genre_facet Arctic
Baffin Bay
Baffin Bay
Baffin
Greenland
Iceberg*
Newfoundland
Sea ice
op_source eISSN: 2194-9034
op_relation doi:10.5194/isprsarchives-XL-7-W3-1049-2015
https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XL-7-W3/1049/2015/
op_doi https://doi.org/10.5194/isprsarchives-XL-7-W3-1049-2015
container_title The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
container_volume XL-7/W3
container_start_page 1049
op_container_end_page 1056
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