多相误差算法的统计分析

S. Koike
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摘要

本文提出并分析了具有高斯回归量和高斯观测噪声的复数域自适应滤波器的多相误差算法(Multiphase Error Algorithm, MultiPhEA),该算法采用取多个离散相位点的多相函数进行抽头权值的自适应。对MultiPhEA进行了统计分析,以计算其瞬态和稳态收敛行为。通过数值实验,证明了理论计算的收敛性与模拟的收敛性吻合较好,证明了分析的有效性和准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Statistical Analysis of Multiphase Error Algorithm
This paper proposes and analyzes Multiphase Error Algorithm (MultiPhEA) for adaptive filters in the complex-number domain with a Gaussian regressor and Gaussian observation noise, where multiphase function taking multiple discrete phase points is used for tap weight adaptation. Statistical analysis of the MultiPhEA is developed for calculating transient and steady-state convergence behavior. Through numerical experiments, we demonstrate good agreement between simulated and theoretically calculated convergence which shows the validity and accuracy of the analysis for practical use.
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