Broadband active sound quality control based on variable step size filtered-x normalized least mean square algorithm

Feng Liu, J. Mills, Mingming Dong, Liang Gu
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引用次数: 2

Abstract

Active noise control (ANC) provides a suitable solution for low frequency noise control. The aim of conventional ANC is to attenuate the unwanted noise as much as possible without consideration of its frequency components. However, it is desirable to retain certain sounds with specified spectral content to improve the human perception of sound. Active noise equalizer (ANE) is a method proposed to solve this problem. Traditional ANE uses standard filtered-x least mean square (FXLMS) algorithm. To accelerate the convergence of the controller while retaining low mean square error (MSE), we propose to use the variable step size filtered-x normalized least mean square (VSS-FXNLMS) algorithm to replace the FXLMS algorithm when updating the controller. The adaptation step size of this algorithm is adjusted dynamically according to the input signal and the instantaneous pseudo error of the controller. Numerical simulation results demonstrate that VSS-FXNLMS algorithm exhibits rapid convergence with low MSE.
基于变步长滤波-x归一化最小均方算法的宽带有源音质控制
主动噪声控制(ANC)为低频噪声控制提供了合适的解决方案。传统ANC的目的是尽可能地衰减不需要的噪声,而不考虑其频率成分。然而,为了提高人类对声音的感知,保留某些具有特定光谱含量的声音是可取的。主动噪声均衡器(ANE)是解决这一问题的一种方法。传统的ANE使用标准的滤波-x最小均方(FXLMS)算法。为了在保持低均方误差(MSE)的同时加快控制器的收敛速度,我们提出在更新控制器时使用变步长滤波-x归一化最小均方(VSS-FXNLMS)算法来取代FXLMS算法。该算法根据输入信号和控制器的瞬时伪误差动态调整自适应步长。数值仿真结果表明,VSS-FXNLMS算法收敛速度快,MSE较低。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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