Frequency dependent convergence rate of FXLMS in narrowband active noise control systems

IF 4.9 2区 工程技术 Q1 ACOUSTICS Journal of Sound and Vibration Pub Date : 2025-05-26 Epub Date: 2025-01-28 DOI:10.1016/j.jsv.2025.118988
Antonius Siswanto, Cheng-Yuan Chang
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Abstract

Direct, parallel, and direct/parallel form narrowband active noise control (NANC) systems use single or multiple adaptive filters adapted by the filtered-x least mean square (FXLMS) algorithms to cancel narrowband noises at several distinct frequencies. This paper analyzes the effects of the narrowband noises’ frequencies on the convergence rates of the FXLMS algorithms used in the direct, parallel, and direct/parallel form NANC systems. Theoretical analysis shows that the convergence rates for the given filter lengths are frequency dependent. This paper also establishes the conditions to achieve fast convergence for the NANC systems. Computer simulations verify the theoretical analysis.
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窄带主动噪声控制系统中FXLMS的频率相关收敛速率
直接、并行和直接/并行形式的窄带有源噪声控制(NANC)系统使用由滤波的x最小均方(FXLMS)算法适应的单个或多个自适应滤波器来消除几个不同频率的窄带噪声。本文分析了窄带噪声频率对直接、并行和直/并行形式纳米控制系统中FXLMS算法收敛速度的影响。理论分析表明,对于给定的滤波器长度,收敛速率与频率有关。本文还建立了实现非线性控制系统快速收敛的条件。计算机仿真验证了理论分析。
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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来源期刊
Journal of Sound and Vibration
Journal of Sound and Vibration 工程技术-工程:机械
CiteScore
9.10
自引率
10.60%
发文量
551
审稿时长
69 days
期刊介绍: The Journal of Sound and Vibration (JSV) is an independent journal devoted to the prompt publication of original papers, both theoretical and experimental, that provide new information on any aspect of sound or vibration. There is an emphasis on fundamental work that has potential for practical application. JSV was founded and operates on the premise that the subject of sound and vibration requires a journal that publishes papers of a high technical standard across the various subdisciplines, thus facilitating awareness of techniques and discoveries in one area that may be applicable in others.
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