New split algorithms for linear least squares prediction filters with linear phase

Wen-Hsien Fang, Yang-Lung Hwang
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Abstract

This paper is concerned with the development of new split algorithms for the design of linear least squares prediction filters with linear phase. The proposed fast algorithm, which fully expresses the inherent symmetry of the problem, requires lower computational complexity than other existing ones. Moreover, unlike other existing ones, the new recurrences involve only the order updates, which lend themselves to more efficient hardware implementations. For parallelization consideration, a new split Schur-like algorithm is also proposed to overcome the nonparallelizable inner product. Some numerical simulation results are provided to verify the proposed fast algorithms and highlight possible applications.
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线性相位线性最小二乘预测滤波器的新分割算法
本文研究了一种用于设计线性相位的线性最小二乘预测滤波器的新分割算法。该快速算法充分表达了问题固有的对称性,计算复杂度低于现有算法。此外,与其他现有的递归不同,新的递归只涉及顺序更新,这有助于更有效的硬件实现。为了实现并行化,提出了一种新的类分裂schur算法来克服不可并行化的内积。一些数值模拟结果验证了所提出的快速算法,并突出了可能的应用。
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