首页> 外文会议>European Signal Processing Conference(EUSIPCO 2004) vol.3; 20040906-10; Vienna(AT) >A VARIABLE STEP-SIZE APA ALGORITHM ROBUST UNDER IMPULSIVE NOISE INTERFERENCE
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A VARIABLE STEP-SIZE APA ALGORITHM ROBUST UNDER IMPULSIVE NOISE INTERFERENCE

机译:脉冲噪声干扰下的可变步长APA算法

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摘要

A new Variable Step-Size Affine Projection Algorithm (VSS-APA) robust under impulsive noise interference is proposed and its performances are investigated through simulations. The proposed step size takes into account the instantaneous value of the output error and provides a trade-off between the convergence rate and the steady-state coefficient error by controling the two modes of the adaptive filter: the updating and the freezing modes. The VSS-APA algorithm is seen to robustly identify the unknown system. It presents a good behavior in terms of the convergence speed and the steady state error compared to the classical approaches based on, a nonlinear function (M-estimator of Huber) or the median filter such as: the MNLMS, the NRLS and the Median LMS algorithms.
机译:提出了一种在脉冲噪声干扰下具有鲁棒性的可变步长仿射投影算法(VSS-APA),并通过仿真研究了其性能。建议的步长考虑了输出误差的瞬时值,并通过控制自适应滤波器的两种模式(更新模式和冻结模式)在收敛速率和稳态系数误差之间进行权衡。可以看到VSS-APA算法可以可靠地识别未知系统。与基于非线性函数(Huber的M估计)或中值滤波器(例如MNLMS,NRLS和Median LMS)的经典方法相比,它在收敛速度和稳态误差方面表现出良好的性能。算法。

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