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Adaptive hybrid beamforming based on a convex combination of complex stochastic gradient filters

机译:基于复杂随机梯度滤波器凸组合的自适应混合波束成形

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An adaptive hybrid beamforming (HB) based on the convex combination of two independent transversal adaptive filters is proposed and analyzed in this paper. It involves the use of the recursive least mean square (RLS) and the dual univariate filtering approach (DUAF). The main concept behind the hybrid beamforming stablishes that the adaptive structure is still able to generate a good radiation pattern, even though one of the filters fails. In order to prove this characteristic, two approaches have been analyzed in this paper: 1) both sub-filters have similar performance and 2) one of the filters has a bad steady-state error. In addition, general equations are derived for this beamforming in order to complete the analysis of the structure. Computer simulations have been performed to show the applicability and limitations that this structure has in its capacity of recovering the desired signal and generating the radiation pattern according to the desired direction-of-arrival (DOA) and nulls.
机译:提出并分析了基于两个独立横向自适应滤波器凸组合的自适应混合波束成形(HB)。它涉及递归最小均方(RLS)和双重单变量滤波方法(DUAF)的使用。混合波束成形背后的主要概念是,即使其中一个滤波器发生故障,自适应结构仍然能够产生良好的辐射方向图。为了证明这一特性,本文分析了两种方法:1)两个子滤波器的性能相似; 2)其中一个滤波器的稳态误差大。另外,针对该波束成形导出了通用方程式,以完成对结构的分析。已经进行了计算机模拟,以显示该结构在恢复所需信号并根据所需到达方向(DOA)和零位产生辐射图的能力方面的适用性和局限性。

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