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A cordic-based QR-RLS multichannel lattice filter

机译:基于Cordic的QR-RLS多通道点阵滤波器

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This paper presents an array-based algorithm for multichannel (multiple-input, single-output) lattice filtering. The filter is formed by an array of units that are adapted locally and in parallel using a set of recursions that closely match those for single-channel lattice filters. The design, based on a known step-by-step modular decomposition approach, allows for unequal filter lengths to be specified for different input channels. Individual units are updated using a square-root (QR) recursive-least squares (RLS) algorithm in array form that exhibits highly favorable numerical behavior. This type of filter may be mapped onto hardware by resorting to the CORDIC algorithm to implement Givens rotations. A procedure based on three CORDIC steps is proposed to handle complex data that arise in several applications of multichannel filtering. The algorithm is compared by simulation with plain RLS and another multichannel RLS lattice algorithm over randomly-generated channels, and shown to significantly outperform them under low-precision fixed-point arithmetic.
机译:本文提出了一种基于数组的多通道(多输入,单输出)点阵滤波算法。滤波器是由一系列单元组成的,这些单元使用一组与单通道点阵滤波器紧密匹配的递归进行局部和并行调整。该设计基于已知的逐步模块化分解方法,可以为不同的输入通道指定不相等的滤波器长度。使用平方根(QR)递归最小二乘(RLS)算法以数组形式更新各个单位,该算法表现出非常好的数值行为。通过使用CORDIC算法来实现Givens旋转,可以将这种类型的滤波器映射到硬件上。提出了一种基于三个CORDIC步骤的过程,以处理在多通道过滤的几种应用中出现的复杂数据。通过在随机生成的通道上与普通RLS和另一种多通道RLS晶格算法进行仿真比较,得出该算法在低精度定点算法下的性能明显优于后者。

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