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首页> 外文期刊>IEEE Transactions on Geoscience and Remote Sensing >Robust Two-Dimensional Phase Unwrapping for Multibaseline SAR Interferograms: A Two-Stage Programming Approach
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Robust Two-Dimensional Phase Unwrapping for Multibaseline SAR Interferograms: A Two-Stage Programming Approach

机译:多基线SAR干涉图的鲁棒二维相位展开:一种两阶段编程方法

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摘要

Multibaseline 2-D phase unwrapping (PU) is a critical step for the multibaseline synthetic aperture radar interferometry. Compared with the single-baseline PU, the multibaseline PU does not need to obey the phase continuity assumption, i.e., it is applicable to the terrain with the violent change. However, the performance of the multibaseline PU is directly related to noise level. In order to improve the noise robustness of the multibaseline PU, in this paper, we transplant the framework of the single-baseline PU into the multibaseline PU and propose a two-stage programming approach, referred to as TSPA, which makes use of the gradient information of the interferogram similar to how the conventional single-baseline PU method does. Fortunately, although the proposed method belongs to the integer programming (usually, the integer programming is an NP-hard problem which is hard to solve), the constraint of the optimization model of the TSPA method is unimodular, so it can be efficiently solved. Furthermore, interestingly, some useful and important concepts of the single-baseline PU, for example, residue and branch cut, are also transplanted into the multibaseline PU in this paper, and we discuss the potential of extending most of the representative single-baseline PU methods into the multibaseline domain as well. Finally, the experiment results show the effectiveness and noise robustness of the TSPA multibaseline PU method.
机译:多基线二维相位展开(PU)是多基线合成孔径雷达干涉测量的关键步骤。与单基线PU相比,多基线PU不需要遵守相位连续性假设,即,它适用于剧烈变化的地形。然而,多基线PU的性能与噪声水平直接相关。为了提高多基线PU的噪声鲁棒性,我们将单基线PU的框架移植到多基线PU中,并提出了一种使用梯度的两阶段编程方法,称为TSPA。干涉图的信息类似于常规单基线PU方法的操作。幸运的是,尽管所提出的方法属于整数规划(通常,整数规划是一个难于解决的NP难题),但是TSPA方法的优化模型的约束是单模的,因此可以有效地解决。此外,有趣的是,本文还将一些有用且重要的单基线PU概念(例如残基和分支切割)移植到多基线PU中,并且我们讨论了扩展大多数代表性单基线PU的潜力。方法也进入了多基线域。最后,实验结果表明了TSPA多基线PU方法的有效性和噪声鲁棒性。

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