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Stability Analysis of the RC-PLMS Adaptive Beamformer Using a Simple Transfer Function Approximation

机译:使用简单传递函数近似的RC-PLMS自适应波束形成器的稳定性分析

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In this paper, we propose a discrete time transfer function approximation for the reduced complexity parallel least mean square (RC-pLMS) adaptive beamforming algorithm. The RC-pLMS is built using a single least mean square (LMS) stage whose inputs are obtained as a linear combination of the present and past sample. Thus, in order to numerically assess the RC-pLMS stability and to determine the approximate maximum parametric value of the step size for which it remains stable, we derive its discrete time transfer function approximate. In this approximation, the input uniform linear antenna array is remodeled as a finite impulse response (FIR) fractional delay Farrow filter. Computer simulations, presented by the mean square error and beam radiation pattern, demonstrates the validity of the transfer function approximate. Additionally, the RC-pLMS stability is evaluated, with respect to the pole-zero plot, for different step sizes and the approximate upper bound value of the step size is determined.
机译:在本文中,我们提出了一种离散时间传递函数近似,用于降低的复杂性平行最小均方(RC-PLMS)自适应波束形成算法。 RC-PLM使用单个最小均方(LMS)阶段构建,其输入被作为当前和过去样本的线性组合获得。因此,为了在数值上评估RC-PLMS稳定性并确定其保持稳定的步长的近似最大参数值,我们得出了其离散时间传递函数近似。在该近似下,输入均匀的线性天线阵列被重新改造为有限脉冲响应(FIR)分数延迟分farrow滤波器。由均方误差和光束辐射模式提出的计算机模拟,演示了传递函数近似的有效性。另外,对于不同的步骤尺寸,评估RC-PLMS稳定性,对于不同的步骤尺寸,并且确定步长的近似上限值。

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