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The application of two-dimensional wavelets and filterbanks for convergence enhancement in adaptive arrays for space communications

机译:二维小波和滤波器组在空间通信自适应阵列中提高收敛性的应用

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A linearly constrained wideband adaptive sensor array is described whose adaptive processor is realized with a two-dimensional tree-structured filterbank. The goal is to obtain a fast converging adaptive processor subject to a constraint on the number of adaptive weights and a requirement that the weight updating algorithm exhibit a low computational complexity. It is demonstrated via simulation that the filter bank processor utilizing the computationally simple normalized LMS algorithm, coupled with low-order multiplier-free QMF banks to provide a spatio-temporal subband decomposition, is capable of faster convergence speeds than the standard tapped-delay-line filter structure with an equivalent number of adaptive weights.
机译:描述了一种线性约束的宽带自适应传感器阵列,其自适应处理器由二维树状结构的滤波器组实现。目的是获得一种快速收敛的自适应处理器,该处理器受到自适应权重数量的约束,并且要求权重更新算法具有较低的计算复杂度。通过仿真证明,利用计算简单的归一化LMS算法并结合低阶无乘子QMF库以提供时空子带分解的滤波器组处理器,其收敛速度比标准抽头-延迟-滤波器更快。线性滤波器结构,具有相等数量的自适应权重。

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