Landslides identification based on polarimetric decomposition techniques using Radarsat-2 polarimetric images

被引:12
|
作者
Luo, Shiyu [1 ]
Tong, Ling [1 ]
Chen, Yan [1 ]
Tan, Longfei [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Automat Engn, Chengdu, Peoples R China
基金
中国国家自然科学基金;
关键词
UNSUPERVISED CLASSIFICATION; WISHART CLASSIFIER; COHERENCY-MATRIX; ALOS-PALSAR; SAR DATA; THEOREMS; ENTROPY; COVER;
D O I
10.1080/01431161.2015.1041620
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
In this article, a method for landslides identification based on polarimetric decomposition techniques and the Wishart classifier is presented. Several parameters of Cloude decomposition and Freeman-Durden decomposition are introduced to analyse the radar scattering mechanisms over landslides and their surroundings. By analysing the polarimetric characteristics of three typical landslides triggered by the 2008 Wenchuan earthquake, the result demonstrates that the dominant scattering mechanism of the landslides is the surface scattering component, and the scattering entropy is centred between 0.6 and 0.8. Besides, the result also indicates that the surroundings show the dominance of the volume scattering component, whereas their scattering entropy is almost similar to the landslides. According to the experimental analysis, two temporal SAR images are classified into nine categories, respectively, based on polarimetric decomposition techniques and the Wishart classifier. By comparing the surface scattering areas in the second image with the volume scattering areas in the first image, and combining the scattering entropy, the new slope failures are obtained using the change detection method. In addition, in order to reduce the errors introduced by the registration and noises, the identification map of new landslides is processed by the morphology algorithm. Finally, a field experiment is carried out to verify the existence of the new slope failures and thereby the result shows the validity of the proposed method.
引用
收藏
页码:2831 / 2843
页数:13
相关论文
共 50 条
  • [41] WETLAND WATER SEGMENTATION USING MULTI-ANGLE AND POLARIMETRIC RADARSAT-2 DATASETS
    Allain-Bailhache, S.
    Marechal, C.
    Pottier, E.
    2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, : 4915 - 4917
  • [42] Orthorectification of Full-Polarimetric Radarsat-2 Data Using Accurate LIDAR DSM
    Toutin, Thierry
    Wang, Huili
    Chomaz, Pierre
    Pottier, Eric
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 51 (12): : 5252 - 5258
  • [43] Polarimetric Radarsat-2 wetland classification using the Touzi decomposition: case of the Lac Saint-Pierre Ramsar wetland
    Gosselin, Gabriel
    Touzi, Ridha
    Cavayas, Francois
    CANADIAN JOURNAL OF REMOTE SENSING, 2014, 39 (06) : 491 - 506
  • [44] LAND USE AND LAND COVER CLASSIFICATION USING RADARSAT-2 POLARIMETRIC SAR IMAGE
    Qi, Z.
    Yeh, A. G.
    Li, X.
    Lin, Z.
    100 YEARS ISPRS ADVANCING REMOTE SENSING SCIENCE, PT 1, 2010, 38 : 198 - 203
  • [45] A New Approach to Collapsed Building Extraction Using RADARSAT-2 Polarimetric SAR Imagery
    Li, Xinwu
    Guo, Huadong
    Zhang, Lu
    Chen, Xiao
    Liang, Lei
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2012, 9 (04) : 677 - 681
  • [46] CLASSIFICATION OF CULTIVATED RICE FIELDS IN NORTHERN VIETNAM USING POLARIMETRIC RADARSAT-2 DATA
    Hoang, Kim-Huong
    Bernier, Monique
    Duchesne, Sophie
    Tran, Minh Y.
    2013 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2013, : 2681 - 2684
  • [47] IMPROVED DETECTION OF ICEBERGS IN SEA ICE WITH RADARSAT-2 POLARIMETRIC DATA
    Zakharov, Igor
    Power, Desmond
    Howell, Mark
    Warren, Sherry
    2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2017, : 2294 - 2297
  • [48] RADARSAT-2 Polarimetric Calibration Performance Over Five Years of Operation
    Caves, Ron
    10TH EUROPEAN CONFERENCE ON SYNTHETIC APERTURE RADAR (EUSAR 2014), 2014,
  • [49] An Adaptive Volume Scattering Model for Fully Polarimetric Radarsat-2 Data
    Huang, Xiaodong
    Wang, Jinfei
    10TH EUROPEAN CONFERENCE ON SYNTHETIC APERTURE RADAR (EUSAR 2014), 2014,
  • [50] Polarimetric RADARSAT-2 imagery for soil moisture retrieval in alpine areas
    Pasolli, L.
    Notarnicola, C.
    Bruzzone, L.
    Bertoldi, G.
    Della Chiesa, S.
    Niedrist, G.
    Tappeiner, U.
    Zebisch, M.
    CANADIAN JOURNAL OF REMOTE SENSING, 2011, 37 (05) : 535 - 547