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DOI10.5194/tc-10-401-2016
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2016
ISSN19940416
卷号10期号:1
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 0 °C. 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 temporal 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 C band, the algorithm produced a good late-summer sea ice segmentation, separating the scenes into segments that could be associated with different sea ice types in the next step. The X-band performance was slightly poorer. Excluding temporally inconsistent SAR features improved the segmentation in one of the X-band scenes. © 2016 Author(s).
学科领域air temperature; algorithm; ice thickness; iceberg; polarization; sea ice; segmentation; surface roughness; synthetic aperture radar; Arctic; Fram Strait
语种英语
scopus关键词air temperature; algorithm; ice thickness; iceberg; polarization; sea ice; segmentation; surface roughness; synthetic aperture radar; Arctic; Fram Strait
来源期刊Cryosphere
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/119701
作者单位Department of Physics and Technology, University of Tromsø, 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],2016,10(1).
APA Fors A.S.,Brekke C.,Doulgeris A.P.,Eltoft T.,Renner A.H.H.,&Gerland S..(2016).Late-summer sea ice segmentation with multi-polarisation SAR features in C and X band.Cryosphere,10(1).
MLA Fors A.S.,et al."Late-summer sea ice segmentation with multi-polarisation SAR features in C and X band".Cryosphere 10.1(2016).
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