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DOI10.5194/tcd-9-4539-2015
Late summer sea ice segmentation with multi-polarisation SAR features in C- and X-band
Fors A.S.; Brekke C.; Doulgeris A.P.; Eltoft T.; Renner A.H.H.; Gerland S.
发表日期2015
ISSN19940432
卷号9期号:5
英文摘要In this study we investigate the potential of sea ice segmentation by C- and X-band multi-polarisation synthetic aperture radar (SAR) features during late summer. Five high-resolution satellite SAR scenes were recorded in the Fram Strait covering iceberg-fast first-year and old sea ice during a week with air temperatures varying around zero degrees Celsius. In situ data consisting of sea ice thickness, surface roughness and aerial photographs were collected during a helicopter flight at the site. Six polarimetric SAR features were extracted for each of the scenes. The ability of the individual SAR features to discriminate between sea ice types and their temporally consistency were examined. All SAR features were found to add value to sea ice type discrimination. Relative kurtosis, geometric brightness, cross-polarisation ratio and co-polarisation correlation angle were found to be temporally consistent in the investigated period, while co-polarisation ratio and co-polarisation correlation magnitude were found to be temporally inconsistent. An automatic feature-based segmentation algorithm was tested both for a full SAR feature set, and for a reduced SAR feature set limited to temporally consistent features. In general, the algorithm produces a good late summer sea ice segmentation. Excluding temporally inconsistent SAR features improved the segmentation at air temperatures above zero degrees Celcius. © Author(s) 2015.
学科领域aerial photograph; air temperature; algorithm; sea ice; segmentation; synthetic aperture radar; Arctic; Fram Strait
语种英语
scopus关键词aerial photograph; air temperature; algorithm; sea ice; segmentation; synthetic aperture radar; Arctic; Fram Strait
来源期刊Cryosphere Discussions
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/119823
作者单位Department of Physics and Technology, University of Tromsø - The Arctic University of Norway, Tromsø, 9037, Norway; Institute of Marine Research, Tromsø, 9294, Norway; Norwegian Polar Institute, FRAM Centre, Tromsø, 9296, Norway
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GB/T 7714
Fors A.S.,Brekke C.,Doulgeris A.P.,et al. Late summer sea ice segmentation with multi-polarisation SAR features in C- and X-band[J],2015,9(5).
APA Fors A.S.,Brekke C.,Doulgeris A.P.,Eltoft T.,Renner A.H.H.,&Gerland S..(2015).Late summer sea ice segmentation with multi-polarisation SAR features in C- and X-band.Cryosphere Discussions,9(5).
MLA Fors A.S.,et al."Late summer sea ice segmentation with multi-polarisation SAR features in C- and X-band".Cryosphere Discussions 9.5(2015).
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