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Extended Phase Unwrapping Max-Flow/Min-Cut Algorithm for Multibaseline SAR Interferograms Using a Two-Stage Programming Approach

机译:使用两级编程方法进行多算法SAR干扰图的扩展相位展开MAX-FLUS / MIN切割算法

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摘要

Multi-baseline (MB) phase unwrapping (PU) is a key step of MB synthetic aperture radar (SAR) interferometry (InSAR). Compared with the traditional single-baseline (SB) PU, MB PU is applicable to the area where topography varies violently without obeying the phase continuity assumption. A two-stage programming MB PU approach (TSPA) proposed by H. Yu. builds the link between SB and MB PUs, so many existing classical SB PU methods can be transplanted into the MB domain. In this paper, an extended PU max-flow/min-cut (PUMA) algorithm for MB InSAR using the TSPA, referred to as TSPA-PUMA, is proposed, consisting of a two-stage programming procedure. In stage 1, phase gradients are estimated based on Chinese remainder theorem (CRT). In stage 2, a Markov random field (MRF) model of PUMA is designed for modeling local contextual dependence based on the phase gradients obtained by stage 1. Subsequently, the energy of the MRF model is minimized by graph cuts techniques. The experiment results illustrate that the TSPA-PUMA method can drastically enhance the accuracy of the original PUMA method in the rugged area, and is more efficient than the original TSPA method. In addition, the noise robustness of TSPA-PUMA can be improved through adding more interferograms with different baseline lengths.
机译:多基线(MB)相位展开(PU)是MB合成孔径雷达(SAR)干涉测量(INSAR)的关键步骤。与传统的单基线(SB)PU相比,MB PU适用于地形在不服从相连续性假设的情况下剧烈各种变化的区域。 H. Yu提出的一种两级编程MB PU方法(TSPA)。构建SB和MB PU之间的链接,因此许多现有的经典SB PU方法可以移植到MB域中。在本文中,提出了一种使用TSPA,称为TSPA-PUMA的MB INSAR的扩展PU MAX-FLUM / MIN-CUT(PUMA)算法,包括两级编程程序。在第1阶段,基于中国剩余定理(CRT)估计相位梯度。在第2阶段,设计PUMA的Markov随机场(MRF)模型用于基于阶段1获得的相位梯度来建模局部上下文依赖性。随后,通过图表切割技术最小化MRF模型的能量。实验结果表明,TSPA-PUMA方法可以大大提高原装崎岖地区的原始彪马方法的准确性,比原始TSPA方法更有效。此外,通过添加具有不同基线长度的更多干扰图,可以提高TSPA-PUMA的噪声稳健性。

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