Physical configuration-based feedforward active noise control using adaptive second-order truncated Volterra filter

This paper presents a physical configuration-based feedforward active noise control scheme with an adaptive second-order truncated Volterra filter for point source cancellation in three-dimensional free-field acoustic environment. The inertial particle swarm optimization (PSO) algorithm is used as t...

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Published inJournal of low frequency noise, vibration, and active control Vol. 40; no. 1; pp. 509 - 523
Main Authors Peng, Tongrui, Zhu, Quanmin, Tokhi, MO, Yao, Yufeng
Format Journal Article
LanguageEnglish
Published London, England SAGE Publications 01.03.2021
Sage Publications Ltd
SAGE Publishing
Subjects
Online AccessGet full text
ISSN1461-3484
2048-4046
2048-4046
DOI10.1177/1461348419897644

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Abstract This paper presents a physical configuration-based feedforward active noise control scheme with an adaptive second-order truncated Volterra filter for point source cancellation in three-dimensional free-field acoustic environment. The inertial particle swarm optimization (PSO) algorithm is used as the parameter adjustment mechanism for tuning the coefficients of the adaptive Volterra filter. The first motivation of this paper is to provide a precise description of the relationship between the degree of cancellation and the physical distances between system components. The second motivation is to improve the cancellation performance in the presence of nonlinearities with the adaptive Volterra filter in light of the characteristics of sensing microphone and actuating loudspeaker. The reason for choosing the inertial PSO algorithm is that it can avoid the trap of local optima. The work thus presented makes two main contributions. The first is using the degree of cancellation as a function of the physical distances between system components to provide a quantitative analysis of system performance. The second is the application of the adaptive Volterra filter, which achieves improvements in the cancellation performance of the system under different physical configurations with a reasonable compromise with complexity. For consistency with the numerical analysis, several simulation experiments are conducted using MATLAB/Simulink.
AbstractList This paper presents a physical configuration-based feedforward active noise control scheme with an adaptive second-order truncated Volterra filter for point source cancellation in three-dimensional free-field acoustic environment. The inertial particle swarm optimization (PSO) algorithm is used as the parameter adjustment mechanism for tuning the coefficients of the adaptive Volterra filter. The first motivation of this paper is to provide a precise description of the relationship between the degree of cancellation and the physical distances between system components. The second motivation is to improve the cancellation performance in the presence of nonlinearities with the adaptive Volterra filter in light of the characteristics of sensing microphone and actuating loudspeaker. The reason for choosing the inertial PSO algorithm is that it can avoid the trap of local optima. The work thus presented makes two main contributions. The first is using the degree of cancellation as a function of the physical distances between system components to provide a quantitative analysis of system performance. The second is the application of the adaptive Volterra filter, which achieves improvements in the cancellation performance of the system under different physical configurations with a reasonable compromise with complexity. For consistency with the numerical analysis, several simulation experiments are conducted using MATLAB/Simulink.
Author Tokhi, MO
Yao, Yufeng
Peng, Tongrui
Zhu, Quanmin
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Keywords Physical configuration
second-order truncated Volterra filter
particle swarm optimization
Language English
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Snippet This paper presents a physical configuration-based feedforward active noise control scheme with an adaptive second-order truncated Volterra filter for point...
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StartPage 509
SubjectTerms Active noise control
Adaptive control
Adaptive filters
Algorithms
Cancellation
Configurations
Feedforward control
Loudspeakers
Noise control
Numerical analysis
Particle swarm optimization
Point sources
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Title Physical configuration-based feedforward active noise control using adaptive second-order truncated Volterra filter
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