InSAR Phase Filtering via Joint Subspace Projection Method: Application in Change Detection

被引:13
|
作者
Bouaraba, Azzedine [1 ]
Belhadj-Aissa, Aichouche [2 ]
Borghys, Dirk [3 ]
Acheroy, Marc [3 ]
Closson, Damien [3 ]
机构
[1] Ecole Mil Polytech, Lab Microwaves & Radar, Algiers 16111, Algeria
[2] Univ Sci & Technol Houari Boumediene, Lab Image Proc & Radiat, Algiers 16111, Algeria
[3] Royal Mil Acad, Dept Commun Informat Syst & Sensors, B-1000 Brussels, Belgium
关键词
Coherent change detection; subspace projection; synthetic aperture radar (SAR) interferometry; RADAR INTERFEROMETRY;
D O I
10.1109/LGRS.2014.2310493
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
A new approach is presented to estimate the synthetic aperture radar (SAR) interferometric phase via the joint subspace projection. In this letter, a new formulation is proposed to transform the cost function minimization problem into the problem of finding the roots of a second-order polynomial whose coefficients are evaluated via the joint noise subspace. The proposed method enjoys a substantially reduced computational complexity and improves the estimation of the interferometric phase. Results obtained using real SAR data show the effectiveness of the proposed method. In the change detection application, the method offers much better separation between the changed and unchanged coherence pixels than existing filters.
引用
收藏
页码:1817 / 1820
页数:4
相关论文
共 50 条
  • [21] KRYLOV SUBSPACE PROJECTION METHOD AND ITS APPLICATION ON OIL RESERVOIR SIMULATION
    刘晓明
    卢志明
    刘宇陆
    AppliedMathematicsandMechanics(EnglishEdition), 2000, (06) : 607 - 616
  • [22] A Subspace Projection-Based Joint Sparse Recovery Method for Structured Biomedical Signals
    Muduli, Priya Ranjan
    Mukherjee, Anirban
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2017, 66 (02) : 234 - 242
  • [23] AN EFFICIENT GEOGRAPHY REGISTRATION METHOD FOR INSAR COHERENT CHANGE DETECTION
    Zhang, Wanjun
    Zhang, Hui
    Wang, Wei
    Liu, Yan
    Li, Yuanxiang
    Yu, Wenxian
    2013 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2013, : 342 - 345
  • [24] On the application of a subspace-based fault detection method
    Mevel, L
    Basseville, M
    Benveniste, A
    Goursat, M
    Abdelghani, M
    Hermans, L
    IMAC - PROCEEDINGS OF THE 17TH INTERNATIONAL MODAL ANALYSIS CONFERENCE, VOLS I AND II, 1999, 3727 : 35 - 41
  • [25] Application of oblique projection Krylov subspace method for large scale model reduction
    Ahmed, N
    Awais, MM
    IEEE INMIC 2001: IEEE INTERNATIONAL MULTI TOPIC CONFERENCE 2001, PROCEEDINGS: TECHNOLOGY FOR THE 21ST CENTURY, 2001, : 124 - 130
  • [26] A Subspace-Based Change Detection Method for Hyperspectral Images
    Wu, Chen
    Du, Bo
    Zhang, Liangpei
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2013, 6 (02) : 815 - 830
  • [27] Research on Projection Filtering Method Based on Projection Symmetric Interval and Its Application in Underwater Navigation
    Chen, Lijuan
    Zhang, Zihao
    Zhang, Yapeng
    Xiong, Xiaoshuang
    Fan, Fei
    Ma, Shuangbao
    SYMMETRY-BASEL, 2021, 13 (09):
  • [28] Application of Anomalous Change Detection for Identifying Changes in InSAR Time Series
    Reinisch, Elena C.
    Henderson, Bradley G.
    2024 IEEE SOUTHWEST SYMPOSIUM ON IMAGE ANALYSIS AND INTERPRETATION, SSIAI, 2024, : 41 - 44
  • [29] Ultrasonic Flaw Detection and Imaging through Reverberant Layers via Subspace Analysis and Projection
    Demirli, Ramazan
    Amin, Moeness G.
    Shen, Xizhong
    Zhang, Yimin D.
    ADVANCES IN ACOUSTICS AND VIBRATION, 2012, 2012
  • [30] A Robust InSAR Phase Unwrapping Method via Phase Gradient Estimation Network
    Pu, Liming
    Zhang, Xiaoling
    Zhou, Zenan
    Li, Liang
    Zhou, Liming
    Shi, Jun
    Wei, Shunjun
    REMOTE SENSING, 2021, 13 (22)