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
收藏
页数:16
相关论文
共 50 条
  • [21] An Examination of the Sea Ice Rheology for Seasonal Ice Zones Based on Ice Drift and Thickness Observations
    Toyota, Takenobu
    Kimura, Noriaki
    JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2018, 123 (02) : 1406 - 1428
  • [22] Influence of tides on sea ice in the Weddell Sea: Investigations with a high-resolution dynamic-thermodynamic sea ice model
    Koentopp, M
    Eisen, O
    Kottmeier, C
    Padman, L
    Lemke, P
    JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2005, 110 (C2) : 1 - 12
  • [23] Contrasts in sea ice deformation and production in the Arctic seasonal and perennial ice zones
    Kwok, R.
    JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2006, 111 (C11)
  • [24] High-Resolution, Continuous Method for Measurement of Acidity in Ice Cores
    Pasteris, Daniel R.
    McConnell, Joseph R.
    Edwards, Ross
    ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2012, 46 (03) : 1659 - 1666
  • [25] Validation of AIRS high-resolution stratospheric temperature retrievals
    Meyer, Catrin I.
    Hoffmann, Lars
    REMOTE SENSING OF CLOUDS AND THE ATMOSPHERE XIX AND OPTICS IN ATMOSPHERIC PROPAGATION AND ADAPTIVE SYSTEMS XVII, 2014, 9242
  • [26] Impact of mesoscale ocean currents on sea ice in high-resolution Arctic ice and ocean simulations
    Zhang, YX
    Maslowski, W
    Semtner, AJ
    JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 1999, 104 (C8) : 18409 - 18429
  • [27] On the future navigability of Arctic sea routes: High-resolution projections of the Arctic Ocean and sea ice
    Aksenov, Yevgeny
    Popova, Ekaterina E.
    Yool, Andrew
    Nurser, A. J. George
    Williams, Timothy D.
    Bertino, Laurent
    Bergh, Jon
    MARINE POLICY, 2017, 75 : 300 - 317
  • [28] Classification of Sea Ice Summer Melt Features in High-Resolution IceBridge Imagery
    Buckley, Ellen M.
    Farrell, Sinead L.
    Duncan, Kyle
    Connor, Laurence N.
    Kuhn, John M.
    Dominguez, RoseAnne T.
    JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2020, 125 (05)
  • [29] Characterizing Arctic sea ice topography using high-resolution IceBridge data
    Petty, Alek A.
    Tsamados, Michel C.
    Kurtz, Nathan T.
    Farrell, Sinead L.
    Newman, Thomas
    Harbeck, Jeremy P.
    Feltham, Daniel L.
    Richter-Menge, Jackie A.
    CRYOSPHERE, 2016, 10 (03): : 1161 - 1179
  • [30] Prediction of Arctic Temperature and Sea Ice Using a High-Resolution Coupled Model
    Chang, Le
    Luo, Jing-Jia
    Xue, Jiaqing
    Xu, Haiming
    Dunstone, Nick
    JOURNAL OF CLIMATE, 2021, 34 (08) : 2905 - 2922