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首页> 外文期刊>Applied Computational Electromagnetics Society journal >Efficient Wideband MRCS Simulation for Radar HRRP Target Recognition Based on MSIB and PCA
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Efficient Wideband MRCS Simulation for Radar HRRP Target Recognition Based on MSIB and PCA

机译:基于MSIB和PCA的雷达HRRP目标识别高效宽带MRCS仿真。

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In this paper, efficient wideband monostatic radar cross-section (MRCS) simulation is presented for radar high range resolution profile (HRRP) target recognition. Firstly, an efficient numerical approach is proposed for the wideband MRCS. The well-conditioned integral equation and the higher-order hierarchical divergence-conforming vector basis functions are utilized for the scattering field. The adaptive cross approximation (ACA) based matrix compression method is applied for efficient analysis of MRCS at a specific frequency point. The geometric theory of diffraction (GTD) based scattering model is utilized for MRCS over a wide frequency band. Secondly, the radar HRRP target identification is performed by using principal component analysis (PCA) on modified surrounding-line integral bispectrum (MSIB). The HRRP of target can be obtained by inverse fast Fourier transform (IFFT) of the spectral domain backscattering field within a certain frequency range. The one-dimensional MSIB features of HRRP are extracted to constitute eigenvectors for radar target recognition. To enhance the separation ability of radar target recognition, the MSIB is projected onto PCA space before recognition. Numerical examples prove that the proposed algorithm is feasible and efficient.
机译:本文提出了一种有效的宽带单基地雷达横截面(MRCS)仿真,用于雷达高分辨分辨率轮廓(HRRP)目标识别。首先,针对宽带MRCS提出了一种有效的数值方法。条件良好的积分方程和高阶分层发散一致性矢量基函数用于散射场。基于自适应交叉逼近(ACA)的矩阵压缩方法适用于特定频率点的MRCS的高效分析。基于衍射的几何理论(GTD)的散射模型被用于宽频带的MRCS。其次,利用主成分分析(PCA)对改进的环绕线积分双谱(MSIB)进行雷达HRRP目标识别。目标的HRRP可以通过在一定频率范围内对频谱域反向散射场进行快速傅里叶逆变换(IFFT)来获得。提取HRRP的一维MSIB特征以构成用于雷达目标识别的特征向量。为了增强雷达目标识别的分离能力,在识别之前将MSIB投影到PCA空间上。数值算例证明了该算法的可行性和有效性。

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