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Compressed sensing-based ground MTI with clutter rejection scheme for synthetic aperture radar

机译:合成孔径雷达的基于杂波抑制方案的压缩感知地面MTI

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This study investigates moving target indication (MTI) and velocity estimation for the single-channel synthetic aperture radar system. A four-dimensional grid is employed for location and velocity representation of any moving targets. Clutter terms spread among all location grid cells and a small number of velocity grid cells corresponding to small velocities. Since in practical situations, clutter spectra have a certain widening in frequency, it is favourable to cancel an arbitrarily chosen number of clutter bins about zero Doppler. In this study, a subspace-based clutter rejection method is proposed to cancel the stationary ground clutter in addition to clutter up to higher Doppler frequencies. That is, after suppressing the clutter successfully, the ground MTI problem becomes sparse and a compressive sensing reconstruction algorithm is applied to solve for the location and velocity of the moving target. To reduce the amount of data storage and computational load, some undersampling schemes are done based on the ability of compressive sensing to solve the underdetermined set of equations. Finally, it is shown how the proposed clutter cancellation method is important for the high data rate reduction case of undersampling.
机译:这项研究调查了单通道合成孔径雷达系统的运动目标指示(MTI)和速度估计。二维网格用于任何移动目标的位置和速度表示。杂波项分布在所有位置网格单元和对应于小速度的少量速度网格单元之间。由于在实际情况下,杂波频谱在频率上有一定的扩展,因此有利的是消除任意选择的零多普勒频率附近的杂波箱。在这项研究中,提出了一种基于子空间的杂波抑制方法,以消除高达多普勒频率的杂波,从而消除静止的地面杂波。也就是说,在成功地抑制了杂波之后,地面MTI问题变得稀疏,并且采用压缩感测重建算法来求解运动目标的位置和速度。为了减少数据存储量和计算量,基于压缩感测的能力完成了一些欠采样方案,以解决欠定的方程组。最后,说明了所提出的杂波消除方法对于欠采样的高数据速率降低情况非常重要。

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