Title :
PolInSAR Coherence Region Modeling and Inversion: The Best Normal Matrix Approximation Solution
Author :
Yi Cui ; Yamaguchi, Yoshio ; Yamada, Hiroyoshi ; Sang-Eun Park
Author_Institution :
Dept. of Inf. Eng., Niigata Univ., Niigata, Japan
Abstract :
In this paper, we address the theoretical aspects of coherence region modeling and its inversion methods for polarimetric interferometric synthetic aperture radar (PolInSAR). Instead of only considering the geometrical shape of the coherence region, we focus on directly modeling the whitened interferometric cross-correlation matrix of the PolInSAR data. In particular, we consider three classes of generic scattering models that respectively contain single, double, and triple phase centers within one resolution cell. We then demonstrate, for each class, that the modeled whitened interferometric cross-correlation matrix is normal. Based on this property, we propose, for each case, efficient algorithms to obtain the best normal matrix approximation solution for model inversion from the observed whitened interferometric cross-correlation matrix. In addition, we show how a simple and effective criterion can be designed from the derived solutions for model validation. Finally, we verify the solutions with both simulated and real data. The results prove the proposed method to be a very promising tool for PolInSAR applications.
Keywords :
approximation theory; coherence; electromagnetic wave scattering; matrix inversion; radar interferometry; radar polarimetry; synthetic aperture radar; PolInSAR coherence region modeling; geometrical coherence region shape; inversion method; model inversion; normal matrix approximation; polarimetric interferometric synthetic aperture radar; scattering model; whitened interferometric cross-correlation matrix; Approximation methods; Coherence; Data models; Eigenvalues and eigenfunctions; Numerical models; Synthetic aperture radar; Best normal matrix approximation; coherence region modeling; model inversion; polarimetric interferometric synthetic aperture radar (PolInSAR); whitened interferometric cross-correlation matrix;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2014.2332553