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GRADIENT-BASED SOLUTION OF MAXIMUM LIKELIHOOD ANGLE ESTIMATION FOR VIRTUAL ARRAY MEASUREMENTS

机译:虚拟阵列测量的最大似然角估计的基于梯度的解决方案

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Precise measurement and characterization of millimeter wave channels requires antennas capable of high angular resolution to resolve closely spaced multipath sources. To achieve angular resolution on the order of a few degrees these antennas must be electrically large which is impractical for phased array architectures at millimeter wave frequencies. An alternative approach is to synthesize a virtual aperture in space by using an accurate mechanical positioner to move a receive antenna to points along a sampling grid. An advantage of creating virtual apertures is that the received signal is digitized at every spatial sample position which enables the use of sophisticated angle estimation algorithms such as maximum likelihood (ML) techniques. The main contribution of this paper is a new gradient-based implementation of maximum likelihood angle estimation that was demonstrated on virtual array data collected at 28 GHz using a vector network analyzer (VNA).
机译:毫米波通道的精确测量和表征要求天线具有高角度分辨率,以分辨紧密间隔的多径源。为了获得几度数量级的角分辨率,这些天线必须在电气上大,这对于毫米波频率下的相控阵架构来说是不切实际的。一种替代方法是通过使用精确的机械定位器将接收天线移动到沿采样网格的点来合成空间中的虚拟孔径。创建虚拟光圈的一个优势是,接收到的信号在每个空间样本位置都被数字化,从而可以使用复杂的角度估计算法,例如最大似然(ML)技术。本文的主要贡献是使用矢量网络分析仪(VNA)在28 GHz上收集的虚拟阵列数据上演示了一种基于梯度的最大似然角估计新实现。

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