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SAR tomography imaging based on Generalized Orthogonal Matching Pursuit—The case study of pangu 7 star hotel in Beijing

机译:基于广义正交匹配追踪的SAR层析成像—以北京盘古七星级酒店为例

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Compressive sensing theory can recover the original signal from little observation data, by means of the non-adaptive measurement far below Nyquist sampling and the optimization method. Due to the number of track is limited and the uneven distribution of tracks, the traditional method is difficult to image effectively in the practical application, while the compressive sensing theory by tomoSAR three-dimensional imaging (MUSIC, APES, etc.) can solve the problem easily, and it can realize high resolution imaging of SAR in the height direction. This paper applied the Generalized Orthogonal Matching Pursuit (GOMP) algorithm to the SAR tomography imaging, which can accurately reconstruct the signal in the height direction. Meanwhile, in this paper, 14 images of ascend track from which is “TerraSAR-X” HH polarization mode in Beijing during the period of 2011-2014 were taken as the test data, and Beijing pangu7 star hotel is taken as the research target. Finally, the result indicates that our algorithm is better than typical Orthogonal Matching Pursuit (OMP) algorithm.
机译:压缩感测理论可以通过远低于奈奎斯特采样的非自适应测量和优化方法,从很少的观测数据中恢复原始信号。由于磁道数量有限以及磁道分布不均,传统方法难以在实际应用中有效成像,而基于tomoSAR三维成像的压缩感测理论(MUSIC,APES等)可以解决该问题。可以很容易地解决问题,并且可以在高度方向上实现SAR的高分辨率成像。将广义正交匹配追踪(GOMP)算法应用于SAR层析成像中,可以准确地重建高度方向上的信号。同时,以2011-2014年期间北京“ TerraSAR-X” HH极化模式的14条上升轨迹图像作为测试数据,以北京盘古七星级酒店为研究对象。最后,结果表明我们的算法优于典型的正交匹配追踪(OMP)算法。

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