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Potential of compact polarimetry for operational sea ice monitoring over Arctic and Antarctic Region

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), pp. 7113-7116. IEEE. IGARSS 2018, 23.- 27. Juli 2018, Valencia, Spain. doi: 10.1109/IGARSS.2018.8517653.

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Official URL: https://doi.org/10.1109/IGARSS.2018.8517653

Abstract

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.

Item URL in elib:https://elib.dlr.de/118172/
Document Type:Conference or Workshop Item (Poster)
Title:Potential of compact polarimetry for operational sea ice monitoring over Arctic and Antarctic Region
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Singha, SumanSuman.Singha (at) dlr.dehttps://orcid.org/0000-0002-1880-6868
Date:26 July 2018
Journal or Publication Title:2018 International Geoscience and Remote Sensing Symposium (IGARSS)
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
DOI :10.1109/IGARSS.2018.8517653
Page Range:pp. 7113-7116
Editors:
EditorsEmailEditor's ORCID iD
UNSPECIFIEDIEEEUNSPECIFIED
Publisher:IEEE
Status:Published
Keywords:Sea Ice, Compact Polarimetry, RISAT-1, Arctic, Antarctic, Artificial Intelligence
Event Title:IGARSS 2018
Event Location:Valencia, Spain
Event Type:international Conference
Event Dates:23.- 27. Juli 2018
Organizer:IEEE
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Earth Observation
DLR - Research theme (Project):R - SAR methods
Location: Bremen , Oberpfaffenhofen
Institutes and Institutions:Remote Sensing Technology Institute > SAR Signal Processing
Deposited By: Kaps, Ruth
Deposited On:20 Apr 2018 11:39
Last Modified:01 Aug 2019 03:00

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