Finite data performance analysis of MVDR beamformer with spatial smoothing

K. Raghunath, V. Reddy
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引用次数: 1

Abstract

Analyzes the finite-data performance of MVDR beamformer with spatial smoothing, using first order perturbation theory. In particular, the authors develop expressions for the mean values of the power gain in any direction of interest, the output power and the norm of the weight-error vector, as a function of the number of snapshots and the number of smoothing steps. They simplify these expressions for a single interference case without smoothing to show explicitly how the SNR, spacing of the interference from the desired signal and the correlation between them influence the beamformer performance. Simulations are used to verify the usefulness of the theoretical expressions and the results show an excellent agreement with predicted results.<>
空间平滑MVDR波束形成器的有限数据性能分析
利用一阶摄动理论分析了具有空间平滑的MVDR波束形成器的有限数据性能。特别地,作者开发了在任何感兴趣的方向上功率增益的平均值,输出功率和权重误差向量的范数的表达式,作为快照数量和平滑步骤数量的函数。他们将这些表达式简化为单一干扰情况,而不进行平滑处理,以明确显示信噪比、干扰与期望信号的间隔以及它们之间的相关性如何影响波束形成器的性能。通过仿真验证了理论表达式的有效性,结果与预测结果吻合良好。
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