Singha, Suman (2018) Potential of compact polarimetry for operational sea ice monitoring over Arctic and Antarctic Region. In: 2018 International Geoscience and Remote Sensing Symposium (IGARSS), Seiten 7113-7116. IEEE. IGARSS 2018, 2018-07-23 - 2018-07-27, Valencia, Spain. doi: 10.1109/IGARSS.2018.8517653.
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Offizielle URL: https://doi.org/10.1109/IGARSS.2018.8517653
Kurzfassung
SAR Polarimetry has become a valuable tool in spaceborne SAR based sea ice analysis. The two major objectives in SAR based remote sensing of sea ice is on the one hand to have a large coverage of the imaged ground area, and on the other hand to obtain a radar response that carries as much information as possible. Whereas single-polarimetric acquisitions of existing sensors offer a wide coverage on the ground, dual polarimetric, or even better fully polarimetric data offer a higher information content which allows for a more reliable automated sea ice analysis. In order to reconcile the advantages of fully polarimetric acquisitions with the higher ground coverage of acquisitions with fewer polarimetric channels, compact polarimetric acquisitions offer a trade-off between the mentioned objectives. With the advent of the RISAT-1 satellite platform, we are able to explore the potential of compact polarimteric acquisitions for sea ice analysis and classification in operational environment. Our algorithmic approach for an automated sea ice classification consists of two steps. In the first step, we perform a feature extraction procedure. The resulting feature vectors are then ingested into a trained neural network classifier to arrive at a pixelwise supervised classification. We present our results on datasets acquired over both Arctic and Antarctic sea ice.
elib-URL des Eintrags: | https://elib.dlr.de/118172/ | ||||||||
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Dokumentart: | Konferenzbeitrag (Poster) | ||||||||
Titel: | Potential of compact polarimetry for operational sea ice monitoring over Arctic and Antarctic Region | ||||||||
Autoren: |
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Datum: | 26 Juli 2018 | ||||||||
Erschienen in: | 2018 International Geoscience and Remote Sensing Symposium (IGARSS) | ||||||||
Referierte Publikation: | Ja | ||||||||
Open Access: | Ja | ||||||||
Gold Open Access: | Nein | ||||||||
In SCOPUS: | Nein | ||||||||
In ISI Web of Science: | Nein | ||||||||
DOI: | 10.1109/IGARSS.2018.8517653 | ||||||||
Seitenbereich: | Seiten 7113-7116 | ||||||||
Herausgeber: |
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Verlag: | IEEE | ||||||||
Status: | veröffentlicht | ||||||||
Stichwörter: | Sea Ice, Compact Polarimetry, RISAT-1, Arctic, Antarctic, Artificial Intelligence | ||||||||
Veranstaltungstitel: | IGARSS 2018 | ||||||||
Veranstaltungsort: | Valencia, Spain | ||||||||
Veranstaltungsart: | internationale Konferenz | ||||||||
Veranstaltungsbeginn: | 23 Juli 2018 | ||||||||
Veranstaltungsende: | 27 Juli 2018 | ||||||||
Veranstalter : | IEEE | ||||||||
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 - SAR-Methoden | ||||||||
Standort: | Bremen , Oberpfaffenhofen | ||||||||
Institute & Einrichtungen: | Institut für Methodik der Fernerkundung > SAR-Signalverarbeitung | ||||||||
Hinterlegt von: | Kaps, Ruth | ||||||||
Hinterlegt am: | 20 Apr 2018 11:39 | ||||||||
Letzte Änderung: | 24 Apr 2024 20:22 |
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