Lehner, Susanne und Krumpen, Thomas und Frost, Anja und Ressel, Rudolf und Busche, Thomas und Schwarz, Egbert (2014) First Tests on Near Real Time Ice Type Classification in Antarctica. In: Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International, Seiten 4876-4879. IEEE. IGARSS 2014, 2014-07-13 - 2014-07-18, Québec, Kanada. doi: 10.1109/IGARSS.2014.6947587. ISBN 978-1-4799-5774-3.
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Offizielle URL: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6947587
Kurzfassung
In this paper, we explore the capabilities of an algorithm for ice type classification. Our main motivation and exemplary application was the recent incident of the research vessel Akademik Shokalskiy, which was trapped in pack ice for about two weeks. Strong winds had driven ice floes into a way, forming an area of pack ice, blocking the ship's advancement. High-resolution satellite images helped to assess the ice conditions at the location. To extract relevant information automatically from the images, we apply an algorithm that is aimed to generate an ice chart, outlining the different ice type zones such as pack ice, fast ice, open water. The algorithm is based on texture analysis. Textures are selected that allow recognition of different structures in ice. Subsequently, a neural network performs the classification. Since results are output in near real time, the algorithm offers new opportunities for ship routing in ice infested areas.
elib-URL des Eintrags: | https://elib.dlr.de/89500/ | ||||||||||||||||||||||||||||
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Dokumentart: | Konferenzbeitrag (Vortrag) | ||||||||||||||||||||||||||||
Titel: | First Tests on Near Real Time Ice Type Classification in Antarctica | ||||||||||||||||||||||||||||
Autoren: |
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Datum: | 2014 | ||||||||||||||||||||||||||||
Erschienen in: | Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International | ||||||||||||||||||||||||||||
Referierte Publikation: | Nein | ||||||||||||||||||||||||||||
Open Access: | Nein | ||||||||||||||||||||||||||||
Gold Open Access: | Nein | ||||||||||||||||||||||||||||
In SCOPUS: | Nein | ||||||||||||||||||||||||||||
In ISI Web of Science: | Nein | ||||||||||||||||||||||||||||
DOI: | 10.1109/IGARSS.2014.6947587 | ||||||||||||||||||||||||||||
Seitenbereich: | Seiten 4876-4879 | ||||||||||||||||||||||||||||
Verlag: | IEEE | ||||||||||||||||||||||||||||
ISBN: | 978-1-4799-5774-3 | ||||||||||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||||||||||
Stichwörter: | GLCM features, neural network, ship navigation, TerraSAR-X, sea ice classification | ||||||||||||||||||||||||||||
Veranstaltungstitel: | IGARSS 2014 | ||||||||||||||||||||||||||||
Veranstaltungsort: | Québec, Kanada | ||||||||||||||||||||||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||||||||||||||||||||||
Veranstaltungsbeginn: | 13 Juli 2014 | ||||||||||||||||||||||||||||
Veranstaltungsende: | 18 Juli 2014 | ||||||||||||||||||||||||||||
Veranstalter : | IEEE Geoscience and Remote Sensing Society (GRSS) and the Canadian Remote Sensing Society (CRSS) | ||||||||||||||||||||||||||||
HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||||||||||||||
HGF - Programm: | Raumfahrt | ||||||||||||||||||||||||||||
HGF - Programmthema: | Erdbeobachtung | ||||||||||||||||||||||||||||
DLR - Schwerpunkt: | Raumfahrt | ||||||||||||||||||||||||||||
DLR - Forschungsgebiet: | R EO - Erdbeobachtung | ||||||||||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | R - Vorhaben Entwicklung und Erprobung von Verfahren zur Gewässerfernerkundung (alt) | ||||||||||||||||||||||||||||
Standort: | Bremen , Neustrelitz , Oberpfaffenhofen | ||||||||||||||||||||||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > SAR-Signalverarbeitung Deutsches Fernerkundungsdatenzentrum > Nationales Bodensegment Institut für Hochfrequenztechnik und Radarsysteme > Radarkonzepte | ||||||||||||||||||||||||||||
Hinterlegt von: | Kaps, Ruth | ||||||||||||||||||||||||||||
Hinterlegt am: | 05 Sep 2014 09:27 | ||||||||||||||||||||||||||||
Letzte Änderung: | 24 Apr 2024 19:55 |
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