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A Universal Fast Back Projection Method for Nonuniform Sampling Based on Nonuniform FFT

机译:基于非均匀FFT的通用快速反投影非均匀采样方法

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Back projection (BP) is the basic method for most of radar imaging, such as synthetic aperture radar (SAR) imaging, through-the-wall imaging (TWI), ground penetrating radar (GPR) imaging, and etc. It also plays as an important role in the inverse scattering. For example, BP is an important iterative step in Born approximation based imaging and compressive-sensing-based imaging, and it is leading to a reasonable trial in nonlinear inverse scattering. The major problem of BP is that it is very time-consuming. However, when the imaging radar, i.e., the SIMO/MIMO radar, randomized sampling compressive sensing radar, has to take samples at uniform spatial points, the BP is seemed as the only choice. How to accelerate BP in the nonuniform sampling situation becomes a valuable problem. In this paper we propose a universal fast BP method for nonuniform sampling. The “universal” means the proposed method is suitable for arbitrary displacement of the transmitters and the receivers, for arbitrary kind of T/R antennas, for far field and near field imaging, and for the freespace and multilayered environment. The method is based on the nonuniform FFT (NuFFT). It firstly transforms the nonuniform time-spatial samples to the uniform ω-k domain samples, secondly maps the uniform ω-k domain samples to the nonuniform spectrum domain samples, and finally transforms the nonuniform spectrum domain samples to the uniform sampled imaging. The NuFFT accelerates the process and reduces the complexity of BP from O(MN) to O(Mlog(MN)), where M and N is the samples and the unknowns, respectively. The experiment results shows the validity and the efficiency of the proposed method.
机译:背投影(BP)是大多数雷达成像的基本方法,例如合成孔径雷达(SAR)成像,穿墙成像(TWI),探地雷达(GPR)成像等。在逆散射中起重要作用。例如,BP是基于Born逼近的成像和基于压缩感测的成像中重要的迭代步骤,它导致了非线性逆散射的合理试验。 BP的主要问题是非常耗时。但是,当成像雷达(即SIMO / MIMO雷达,随机采样压缩感测雷达)必须在均匀的空间点进行采样时,BP似乎是唯一的选择。如何在不均匀采样的情况下加快BP成为一个有价值的问题。在本文中,我们提出了一种用于非均匀采样的通用快速BP方法。 “通用”意味着所提出的方法适用于发射机和接收机的任意位移,任意种类的T / R天线,远场和近场成像以及自由空间和多层环境。该方法基于非均匀FFT(NuFFT)。首先将不均匀的时空样本变换为均匀的ω-k域样本,其次将均匀的ω-k域样本映射为不均匀的频谱域样本,最后将不均匀的频谱域样本变换为均匀的采样成像。 NuFFT加快了处理速度,并将BP的复杂度从O(MN)降低到O(Mlog(MN)),其中M和N分别是样本和未知数。实验结果表明了该方法的有效性和有效性。

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