Determining the Points of Change in Time Series of Polarimetric SAR Data

被引:66
|
作者
Conradsen, Knut [1 ]
Nielsen, Allan Aasbjerg [1 ]
Skriver, Henning [2 ]
机构
[1] Tech Univ Denmark, Dept Appl Math & Comp Sci, DK-2800 Kongens Lyngby, Denmark
[2] Tech Univ Denmark, Natl Space Inst, DK-2800 Kongens Lyngby, Denmark
来源
关键词
Complex covariance matrix test statistic; complex Wishart distribution; dual polarization; EMISAR; full polarization; multitemporal synthetic aperture radar (SAR) data; omnibus test statistic; quad polarization; remote sensing change detection; UNSUPERVISED CHANGE DETECTION; URBAN CHANGE DETECTION; IMAGES; POLARIZATION; DETECTOR; AREAS; GAMMA;
D O I
10.1109/TGRS.2015.2510160
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
We present the likelihood ratio test statistic for the homogeneity of several complex variance-covariance matrices that may be used in order to assess whether at least one change has taken place in a time series of SAR data. Furthermore, we give a factorization of this test statistic into a product of test statistics that each tests simpler hypotheses of homogeneity up to a certain point and that are independent if the hypothesis of total homogeneity is true. This factorization is used in determining the (pixelwise) time points of change in a series of six L-band EMISAR polarimetric SAR data. The pixelwise analyses are applied on homogeneous subareas covered with different vegetation types using the distribution of the observed p-values.
引用
收藏
页码:3007 / 3024
页数:18
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