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Extraction of Landmine Features Using a Forward-Looking Ground-Penetrating Radar With MIMO Array

机译:使用具有MIMO阵列的前视探地雷达提取地雷特征

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A vehicle-mounted forward-looking ground-penetrating radar (GPR) with multiple-input and multiple-output (MIMO) array can obtain the high-resolution image of its front area to perform the standoff detection of landmines. The major challenge for the GPR landmine detection over wide areas is the very high false alarm rate when maintaining a high detection probability. In this paper, a novel feature extraction method is proposed to obtain the bistatic scattering information from the MIMO array image to discriminate landmines from clutter. To realize the goal, an imaging model of the MIMO array is firstly developed. Based on the imaging model, the bistatic scattering function of a suspected object is estimated from its MIMO array image using the space-wavenumber processing. Images of different incident angles and bistatic angles at some resonance frequencies are selected from the estimated bistatic scattering function to represent the scattering characteristics. In order to obtain the scale, rotation, and translation invariant feature vector, Hu moment invariants of the selected images are calculated to form the low-dimensional feature vector. The experimental results show that the proposed method can offer an efficient feature vector for the landmine discriminator to improve the detection performance.
机译:具有多输入多输出(MIMO)阵列的车载前视探地雷达(GPR)可以获取其前部区域的高分辨率图像,以执行地雷的对峙检测。在大范围内探测GPR地雷的主要挑战是,在保持较高的探测概率时,其误报率非常高。本文提出了一种新颖的特征提取方法,可以从MIMO阵列图像中获取双基地散射信息,从而将地雷与杂波区分开。为了实现该目标,首先开发了MIMO阵列的成像模型。基于成像模型,使用空波数处理从可疑对象的MIMO阵列图像估计其双基地散射函数。从估计的双基地散射函数中选择一些共振频率下不同入射角和双基地角的图像来表示散射特性。为了获得比例尺,旋转和平移不变特征向量,计算所选图像的Hu矩不变量以形成低维特征向量。实验结果表明,该方法可以为地雷鉴别器提供有效的特征向量,提高检测性能。

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