Improved filtered-s least mean square/fourth algorithm for nonlinear active noise control system

IF 3.4 2区 物理与天体物理 Q1 ACOUSTICS
Yihang Guo, Min Chen, Zhibo Geng, Limei Xue, Xiaomei Xie
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引用次数: 0

Abstract

This paper presents a novel approach for nonlinear active noise control (ANC) systems that addresses the limitations of traditional linear ANC systems, which fail to consider nonlinear factors. A nonlinear ANC system is proposed for non-stationary noise with a nonlinear secondary path using the improved filtered-s least mean square/fourth (IFSLMS/F) algorithm. This system utilizes the real-time complementary ensemble empirical modal decomposition (CEEMD) for noise decomposition, trigonometric functional expansions of the functional link artificial neural network (FLANN) filter, and adaptive weight updating. The IFSLMS/F algorithm uses the fast convergence of the variable step size algorithm to efficiently reduce error perturbation by performing power normalization on the error signal. The performance and robustness of the system have been validated by simulations and experiments.

非线性主动噪声控制系统的改进滤波-最小均方/四次方算法
本文提出了一种新的非线性主动噪声控制(ANC)系统方法,解决了传统线性 ANC 系统未考虑非线性因素的局限性。针对具有非线性次级路径的非平稳噪声,本文提出了一种非线性 ANC 系统,该系统采用改进的滤波最小均方/四次方(IFSLMS/F)算法。该系统利用实时互补集合经验模态分解(CEEMD)进行噪声分解、功能链接人工神经网络(FLANN)滤波器的三角函数展开以及自适应权重更新。IFSLMS/F 算法利用可变步长算法的快速收敛性,通过对误差信号进行功率归一化,有效地减少误差扰动。模拟和实验验证了系统的性能和鲁棒性。
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来源期刊
Applied Acoustics
Applied Acoustics 物理-声学
CiteScore
7.40
自引率
11.80%
发文量
618
审稿时长
7.5 months
期刊介绍: Since its launch in 1968, Applied Acoustics has been publishing high quality research papers providing state-of-the-art coverage of research findings for engineers and scientists involved in applications of acoustics in the widest sense. Applied Acoustics looks not only at recent developments in the understanding of acoustics but also at ways of exploiting that understanding. The Journal aims to encourage the exchange of practical experience through publication and in so doing creates a fund of technological information that can be used for solving related problems. The presentation of information in graphical or tabular form is especially encouraged. If a report of a mathematical development is a necessary part of a paper it is important to ensure that it is there only as an integral part of a practical solution to a problem and is supported by data. Applied Acoustics encourages the exchange of practical experience in the following ways: • Complete Papers • Short Technical Notes • Review Articles; and thereby provides a wealth of technological information that can be used to solve related problems. Manuscripts that address all fields of applications of acoustics ranging from medicine and NDT to the environment and buildings are welcome.
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