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Slope-compensated interferogram filter with ESPRIT for adaptive frequency estimation

机译:带有ESPRIT的斜率补偿干涉图滤波器,用于自适应频率估计<?show [AQ = “ ” ID = “ Q1] ”?>

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摘要

Interferometric phase filtering represents an indispensable step in interferometric synthetic aperture radar (InSAR) data processing. However, conventional filtering methods fail to make a balance between the noise elimination and phase preserving in strong noise environments or dense fringe regions. This in turn leads to an inaccurate interferometric phase. To overcome this problem, the authors introduce the concept of slope-compensated filter based on the local adaptive frequency estimation. This method uses the estimation of signal parameters via rotational invariance techniques (ESPRITs), based on the singular value decomposition of the correlation matrix and generalised eigenvalue solution for providing an accurate local fringe frequency. Meanwhile, the size of the estimation window is adaptively determined by the coherence coefficient, and the judgement and modification of the invalid frequency estimation are utilised to further improve the accuracy of the local fringe frequency. Moreover, the authors consider a two-stage with the back projection technique to further eliminate the noise residual and improve the filtering performance. The simulated and TerraSAR-X add-on for Digital Elevation Measurements (TanDEM) data sets are used to verify the effectiveness of the proposed method. The experimental results show that this method is capable of efficiently reducing the noise level as well as minimising the loss of the signal, outperforming other conventional methods.
机译:干涉式相位滤波是干涉式合成孔径雷达(InSAR)数据处理中必不可少的步骤。然而,常规的滤波方法不能在强噪声环境或密集边缘区域中的噪声消除和相位保持之间取得平衡。这继而导致不正确的干涉测量阶段。为了克服这个问题,作者介绍了基于局部自适应频率估计的斜率补偿滤波器的概念。该方法基于相关矩阵的奇异值分解和广义特征值解,通过旋转不变技术(ESPRIT)对信号参数进行估计,以提供精确的局部条纹频率。同时,估计窗口的大小由相干系数自适应地确定,并且无效频率估计的判断和修改被用于进一步提高局部边缘频率的精度。此外,作者考虑采用反向投影技术进行两阶段操作,以进一步消除噪声残留并提高滤波性能。用于数字高程测量(TanDEM)数据集的模拟和TerraSAR-X附加组件用于验证所提出方法的有效性。实验结果表明,该方法能够有效降低噪声水平,并最大程度地降低信号损失,优于其他常规方法。

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