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 in | Journal of low frequency noise, vibration, and active control Vol. 40; no. 1; pp. 509 - 523 |
|---|---|
| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
London, England
SAGE Publications
01.03.2021
Sage Publications Ltd SAGE Publishing |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1461-3484 2048-4046 2048-4046 |
| DOI | 10.1177/1461348419897644 |
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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. |
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| 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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| Cites_doi | 10.1109/TIM.2007.899911 10.1049/el:19970477 10.1006/jsvi.1997.1444 10.1016/j.ymssp.2016.10.029 10.1016/j.apacoust.2018.02.021 10.1260/026309209790252581 10.1109/ICNN.1995.488968 10.1260/0263-0923.29.2.111 10.1109/TCSI.2004.842429 10.1006/jsvi.1996.0782 10.1109/5.763310 10.3397/1.3081452 10.1109/78.934136 10.1016/j.conengprac.2018.08.004 10.1109/TIM.2011.2169180 10.1016/S0022-460X(03)00742-9 10.5402/2011/925085 10.1016/j.sigpro.2012.08.013 10.1260/026309208784425451 10.1017/ATSIP.2012.4 10.1109/TCSI.2004.829241 10.1049/ip-a-1.1987.0074 10.1109/FUZZY.1999.790166 10.1016/j.amc.2009.03.090 |
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| Keywords | Physical configuration second-order truncated Volterra filter particle swarm optimization |
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| 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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