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Sparse LCMV beamformer design for suppression of ground clutter in airborne radar

机译:用于抑制机载雷达地面杂波的稀疏LCMV波束成形器设计

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Cancellation of the ground clutter received at an airborne phased array radar is an inherently two dimensional problem. Clutter returns are Doppler shifted due to platform motion forcing the use of processors that can resolve targets in both velocity (Doppler) and azimuth. Fully adaptive processors that operate in both dimensions require prohibitively large computation so that reduced adaptive dimension, or partially adaptive processors must be considered. In conventional partially adaptive linearly constrained minimum variance (LCMV) beamformer design the approach taken has been to represent the interference subspace with some reduced set of vectors, typically the eigenvectors associated with the largest eigenvalues of the interference covariance matrix. This technique does yield good performance but will not give the optimum performance for a given partially adaptive dimension. In this paper, an off-line method for selecting the "best" degrees of freedom to be retained in a partially adaptive design is presented. The sequential algorithm described selects those degrees of freedom that best minimize the beamformer output mean square error. This approach leads to a sparse structure for the transformation matrix, which when implemented in a generalized sidelobe canceller (GSC) structure results in a reduction in the computational load. This approach also allows a reduction in the required adaptive dimension as compared to the eigenvector based approach. Illustrative examples demonstrate the effectiveness of this method.
机译:消除机载相控阵雷达接收到的地面杂波是一个固有的二维问题。由于平台运动,杂波返回会发生多普勒偏移,从而迫使使用可以分辨速度(多普勒)和方位目标的处理器。在两个维度上运行的完全自适应处理器都需要进行过大的计算,因此必须考虑减小自适应维度或部分自适应处理器。在常规的部分自适应线性约束最小方差(LCMV)波束形成器设计中,采用的方法是用一组缩减的矢量来表示干扰子空间,这些矢量通常是与干扰协方差矩阵的最大特征值相关联的特征矢量。对于给定的部分自适应尺寸,此技术的确会产生良好的性能,但不会提供最佳性能。在本文中,提出了一种离线方法,用于选择要保留在部分自适应设计中的“最佳”自由度。所描述的顺序算法选择最能使波束形成器输出均方误差最小的那些自由度。这种方法导致了变换矩阵的稀疏结构,当在广义旁瓣抵消器(GSC)结构中实施时,会导致计算量减少。与基于特征向量的方法相比,该方法还允许减小所需的自适应尺寸。说明性示例说明了该方法的有效性。

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