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Closed-Form Evaluation of the Second-Order Statistical Distribution of the Interferometric Phases in Dual-Baseline SAR Systems

机译:双基线SAR系统中干涉相的二阶统计分布的闭式评估

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摘要

Multichannel inteferometric synthetic aperture radar (InSAR) systems allow to improve the accuracy of the estimation of the height profiles of the observed scenes. Multichannel images can be acquired by using different sensors operating at different frequencies (multifrequency InSAR) or acquiring multiple images with slightly different view angles (multibaseline InSAR). The enhanced accuracy height estimation is obtained exploiting the multichannel interferometric phases and an a priori inaccurate ground profile and requires the knowledge of the joint probability distribution of the multichannel interferometric phases, whose evaluation in a closed form is very complicated and is not found in literature. In this paper, we evaluate the analytical form of the second-order probability density function (pdf) of dual-baseline InSAR phase interferograms, obtained from three mutually correlated interferometric images. The evaluation exploits the Gaussian model for the complex SAR images, takes into account the mutual correlation of all the images, and does not use any approximation. The closed form of the second-order joint pdf can be usefully adopted in statistical digital elevation model (DEM) estimation methods using dual-baseline SAR systems, which commonly use an approximate expression of the joint pdf of measured interferometric phases, given by the product of the marginal pdfs of each phase interferogram, obtained in the assumption of independent interferograms. The effect of this approximation is evaluated by computing the Cramer-Rao lower bounds and the mean square estimation errors obtained using the exact and the approximate model. Presented results represent the basis for the generalization to the case of more than two interferograms.
机译:多通道干涉式合成孔径雷达(InSAR)系统可以提高观察场景高度轮廓估计的准确性。可以通过使用以不同频率运行的不同传感器(多频InSAR)或获取视角稍有不同的多幅图像(多基线InSAR)来获取多通道图像。利用多通道干涉测量相位和先验的不准确地面轮廓来获得增强的精度高度估计,并且需要了解多通道干涉测量相位的联合概率分布的知识,其闭合形式的评估非常复杂,并且在文献中找不到。在本文中,我们评估了从三个相互关联的干涉图像获得的双基线InSAR相位干涉图的二阶概率密度函数(pdf)的解析形式。评估利用了复杂SAR图像的高斯模型,考虑了所有图像的相互相关性,并且不使用任何近似值。在使用双基线SAR系统的统计数字高程模型(DEM)估计方法中,可以有效地采用二阶联合pdf的封闭形式,该方法通常使用产品给出的干涉相的联合pdf的近似表达式在独立干涉图的假设下获得的每个相位干涉图的边缘pdf的百分比。通过计算Cramer-Rao下界和使用精确模型和近似模型获得的均方估计误差,可以评估这种近似的效果。给出的结果代表了对两个以上干涉图进行泛化的基础。

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