基于压缩感知的频率分集阵列SAR三维成像方法
基于宽带发射信号的相控阵三维合成孔径雷达(SAR)系统硬件设计复杂且接收信号不易分离。通过将频率分集阵列应用到三维SAR中,线阵各阵元只需发射单频信号便可获得宽带观测性能,可大大降低系统硬件要求,但由于频率分集阵列的回波信号具有空间-频率稀疏特性,采用基于匹配滤波思想的传统后向投影算法成像时,分辨率受限且图像旁瓣较高。针对此问题,提出一种基于压缩感知的随机频率分集阵列SAR三维成像方法。该方法通过在切航迹向随机稀疏选取阵元,在沿航迹向随机稀疏选取观测位置,实现对回波数据的二维稀疏采样。在成像部分,采用正交匹配追踪算法对空间目标散射系数进行重构。仿真和实测实验结果表明,该压缩感知成像方法不仅可以减少频率分集阵列三维SAR系统的数据处理量,还能够有效抑制雷达图像旁瓣,成像质量显著提高。利用压缩感知算法,频率分集阵列三维SAR可以在回波稀疏的情况下准确重构目标信息,验证了所提方法的合理性和有效性。
he hardware design of phased array three-dimension synthetic aperture radar (SAR) system based on widebandtransmission signals is complicated, and the received signals are difficult to separate. By applying the frequency diverse array(FDA) to 3D-SAR, each array element only needs to transmit a single frequency signal to obtain wideband observation performance,which greatly reduces the hardware requirements of system. However, due to the space-frequency sparseness ofFDA echo signals, the resolution is limited and the sidelobes of radar images are relatively high when using the back projection(BP) algorithm based on matched filtering. To solve this problem, this paper proposes a random frequency diverse array3D-SAR imaging method based on compressed sensing (CS). The array elements in the tangent-track and the observationpositions in the along-track are selected randomly and sparsely to realize two-dimensional sparse sampling of echo data.In the imaging part, orthogonal matching pursuit (OMP) algorithm is used to reconstruct the scattering coefficient of targets.Simulation and experimental results show that CS method not only reduces the data processing amount of FDA-3DSARsystem during imaging, but also effectively suppresses the sidelobes of radar images, and the imaging quality is significantlyimproved. By using the compressed sensing algorithm, FDA-3D-SAR can accurately reconstruct the information ofspace targets when the echo is sparse, which verifies the rationality and effectiveness of the proposed method.
崔昆仑、李晶晶、廖可非、欧阳缮
雷达
频率分集阵列合成孔径雷达压缩感知三维成像正交匹配追踪
崔昆仑,李晶晶,廖可非,欧阳缮.基于压缩感知的频率分集阵列SAR三维成像方法[EB/OL].(2023-02-14)[2025-08-18].https://chinaxiv.org/abs/202302.00105.点此复制
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