A Method to Improve High-Resolution Sea Ice Drift Retrievals in the Presence of Deformation Zones

被引:7
|
作者
Griebel, Jakob [1 ]
Dierking, Wolfgang [1 ,2 ]
机构
[1] Helmholtz Ctr Polar & Marine Res, Alfred Wegener Inst, Bussestr 24, D-27570 Bremerhaven, Germany
[2] Arctic Univ Norway, Ctr Integrated Remote Sensing & Forecasting Arcti, Sykehusvegen 21, N-9019 Tromso, Norway
来源
REMOTE SENSING | 2017年 / 9卷 / 07期
关键词
sea ice drift; sea ice deformation; pattern matching; reliability assessment; outlier detection; SAR images; SAR IMAGERY; MOTION; POLARIZATION; ALGORITHM; TRACKING;
D O I
10.3390/rs9070718
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Retrievals of sea ice drift from synthetic aperture radar (SAR) images at high spatial resolution are valuable for understanding kinematic behavior and deformation processes of the ice at different spatial scales. Ice deformation causes temporal changes in patterns observed in sequences of SAR images; which makes it difficult to retrieve ice displacement with algorithms based on correlation and feature identification techniques. Here, we propose two extensions to a pattern matching algorithm, with the objective to improve the reliability of the retrieved sea ice drift field at spatial resolutions of a few hundred meters. Firstly, we extended a reliability assessment proposed in an earlier study, which is based on analyzing texture and correlation parameters of SAR image pairs, with the aim to reject unreliable pattern matches. The second step is specifically adapted to the presence of deformation features to avoid the erasing of discontinuities in the drift field. We suggest an adapted detection scheme that identifies linear deformation features (LDFs) in the drift vector field, and detects and replaces outliers after considering the presence of such LDFs in their neighborhood. We validate the improvement of our pattern matching algorithm by comparing the automatically retrieved drift to manually derived reference data for three SAR scenes acquired over different sea ice covered regions.
引用
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页数:16
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