首页> 外文期刊>Geoscience and Remote Sensing Letters, IEEE >Ground Moving Target Extraction in a Multichannel Wide-Area Surveillance SAR/GMTI System via the Relaxed PCP
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Ground Moving Target Extraction in a Multichannel Wide-Area Surveillance SAR/GMTI System via the Relaxed PCP

机译:通过松弛PCP在多通道广域监视SAR / GMTI系统中提取地面目标

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This letter presents a novel approach for extracting moving targets in a multichannel wide-area surveillance radar system. In the algorithm, after proper preprocessing and matrix combination, the combined matrix of radar echoes can be regarded as the superposition of three matrices, namely, a low-rank matrix of ground clutter, a sparse matrix of moving targets, and an entry-wise matrix of noise component. Then, the recently proposed relaxed version of principal component pursuit is used to realize ground clutter (low-rank matrix) and moving target (sparse matrix) separation under the influence of entry-wise noise. Both simulation and real data processing results are provided to demonstrate the effectiveness of the proposed method. In addition, the results show the advantage of the proposed method in a nonhomogeneous environment when compared with a reduced-dimension space–time adaptive processing method.
机译:这封信提出了一种在多通道广域监视雷达系统中提取运动目标的新颖方法。在该算法中,经过适当的预处理和矩阵组合,可以将雷达回波的组合矩阵视为三个矩阵的叠加,即地面杂波的低秩矩阵,运动目标的稀疏矩阵和入口矩阵。噪声分量矩阵。然后,使用最近提出的主成分追踪的松弛形式,在进入噪声的影响下实现地面杂波(低秩矩阵)和运动目标(稀疏矩阵)的分离。仿真和实际数据处理结果均提供以证明所提方法的有效性。此外,结果表明,与降维时空自适应处理方法相比,该方法在非均匀环境中具有优势。

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