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首页> 外文期刊>IEEE Transactions on Signal Processing >Systolic block Householder transformation for RLS algorithm with two-level pipelined implementation
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Systolic block Householder transformation for RLS algorithm with two-level pipelined implementation

机译:具有两级流水线实现的RLS算法的脉动块Householderer变换

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The authors propose a systolic block Householder transformation (SBHT) approach to implement the HT on a systolic array and also propose its application to the RLS (recursive least squares) algorithm. Since the data are fetched in a block manner, vector operations are in general required for the vectorized array. However, a modified HT algorithm permits a two-level pipelined implementation of the SBHT systolic array at both the vector and word levels. The throughput rate can be as fast as that of the Givens rotation method. The present approach makes the HT amenable for VLSI implementation as well as applicable to real-time high-throughput applications of modern signal processing. The constrained RLS problem using the SBHT RLS systolic array is also considered.
机译:作者提出了一种脉动块Householderer变换(SBHT)方法来在脉动阵列上实现HT,并将其应用于RLS(递归最小二乘)算法。由于以块方式获取数据,因此向量化数组通常需要向量运算。但是,修改后的HT算法允许在矢量和单词级别上对SBHT脉动阵列进行两级流水线实现。吞吐率可以与Givens旋转方法的吞吐率一样快。本方法使HT适用于VLSI实现,并且适用于现代信号处理的实时高吞吐量应用。还考虑了使用SBHT RLS脉动阵列的约束RLS问题。

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