New FIR filter-based adaptive algorithms incorporating with commutation error to improve active noise control performance
This study considers a commutation error (CE) that results from a difference associated with the altered sequence in real active noise control (ANC) applications as compared with that at the derivation stage. New adaptive algorithms are developed as FxLMS/CE, FxNLMS/CE and FxRLS/CE in an aim to elim...
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| Published in | Automatica (Oxford) Vol. 43; no. 2; pp. 325 - 331 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Oxford
Elsevier Ltd
01.02.2007
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0005-1098 1873-2836 |
| DOI | 10.1016/j.automatica.2006.08.019 |
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| Abstract | This study considers a commutation error (CE) that results from a difference associated with the altered sequence in real active noise control (ANC) applications as compared with that at the derivation stage. New adaptive algorithms are developed as FxLMS/CE, FxNLMS/CE and FxRLS/CE in an aim to eliminate the CE-associated disturbance and to liberate the restriction of slow adaptation imposed on the existing adaptive algorithms in the ANC applications. Computer simulations show that the rate of convergence is greatly improved for the new adaptive algorithms as compared with that of the conventional algorithms. In parallel with the improved rate of convergence, simulations exhibit efficient ANC performance for all CE-based algorithms. The best ANC performance is seen for FxRLS/CE algorithm that can acquire
∼
2
s
of convergence rate and
∼
34
dB
reduction of sound pressure level for band-limited white noise. All experimental results indeed demonstrate enhanced ANC performance; the FxNLMS/CE algorithm can acquire
∼
2
s
of convergence rate and
∼
20
dB
reduction of sound pressure level for band-limited white noise. Our data together support the effectiveness to include CE into the FIR filter-based adaptive algorithms for superior ANC performance with respect to the convergence speed and noise reduction level. |
|---|---|
| AbstractList | This study considers a commutation error (CE) that results from a difference associated with the altered sequence in real active noise control (ANC) applications as compared with that at the derivation stage. New adaptive algorithms are developed as FxLMS/CE, FxNLMS/CE and FxRLS/CE in an aim to eliminate the CE-associated disturbance and to liberate the restriction of slow adaptation imposed on the existing adaptive algorithms in the ANC applications. Computer simulations show that the rate of convergence is greatly improved for the new adaptive algorithms as compared with that of the conventional algorithms. In parallel with the improved rate of convergence, simulations exhibit efficient ANC performance for all CE-based algorithms. The best ANC performance is seen for FxRLS/CE algorithm that can acquire
∼
2
s
of convergence rate and
∼
34
dB
reduction of sound pressure level for band-limited white noise. All experimental results indeed demonstrate enhanced ANC performance; the FxNLMS/CE algorithm can acquire
∼
2
s
of convergence rate and
∼
20
dB
reduction of sound pressure level for band-limited white noise. Our data together support the effectiveness to include CE into the FIR filter-based adaptive algorithms for superior ANC performance with respect to the convergence speed and noise reduction level. |
| Author | Liao, Ching-Wen Lin, Jong-Yih |
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| CitedBy_id | crossref_primary_10_1016_j_jsv_2017_02_016 crossref_primary_10_1109_TASLP_2023_3240645 crossref_primary_10_1016_j_apacoust_2022_109151 crossref_primary_10_1016_j_jsv_2014_11_002 crossref_primary_10_1002_acs_2452 crossref_primary_10_1016_j_automatica_2008_04_008 crossref_primary_10_1016_j_automatica_2020_109354 crossref_primary_10_1016_j_measurement_2013_09_006 crossref_primary_10_1016_j_sigpro_2021_108039 crossref_primary_10_1002_acs_2333 crossref_primary_10_1016_j_apacoust_2016_09_031 |
| Cites_doi | 10.1109/78.286951 10.1299/jsmec.44.341 10.1109/TASSP.1980.1163430 10.1121/1.386908 10.1016/S0165-1684(98)00196-0 10.1109/78.285659 |
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| Keywords | Commutation error Finite impulse response filters Residual error Adaptive algorithms Active noise control Convergence speed Active noise control: Commutation error Adaptive algorithm Noise reduction Adaptive filter Noise control Noise level Speed reducer White noise Finite impulse response filter Numerical convergence |
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| References | Lin, Liao (bib4) 2001; 44 Nelson, P. A., & Elliott, S. J. (1992). Morgan (bib5) 1980; ASSP-28 Kuo, Morgan (bib3) 1996 Snyder, Hansen (bib7) 1994; 42 Burgess (bib1) 1981; 70 London: Academic Press. Wang, Ren (bib8) 1999; 73 Douglas, Meng (bib2) 1994; 42 Burgess (10.1016/j.automatica.2006.08.019_bib1) 1981; 70 Kuo (10.1016/j.automatica.2006.08.019_bib3) 1996 Lin (10.1016/j.automatica.2006.08.019_bib4) 2001; 44 10.1016/j.automatica.2006.08.019_bib6 Snyder (10.1016/j.automatica.2006.08.019_bib7) 1994; 42 Wang (10.1016/j.automatica.2006.08.019_bib8) 1999; 73 Douglas (10.1016/j.automatica.2006.08.019_bib2) 1994; 42 Morgan (10.1016/j.automatica.2006.08.019_bib5) 1980; ASSP-28 |
| References_xml | – reference: . London: Academic Press. – volume: 42 start-page: 950 year: 1994 end-page: 953 ident: bib7 article-title: The effect of transfer function estimation errors on the filtered-X LMS algorithm publication-title: IEEE Transactions on Signal Processing – volume: 73 start-page: 255 year: 1999 end-page: 266 ident: bib8 article-title: Convergence analysis of the filtered-U algorithm for active noise control publication-title: Signal Processing Journal – reference: Nelson, P. A., & Elliott, S. J. (1992). – volume: 42 start-page: 1335 year: 1994 end-page: 1351 ident: bib2 article-title: Stochastic gradient adaptation under general error criteria publication-title: IEEE Transactions on Signal Processing – year: 1996 ident: bib3 article-title: Active noise control systems-algorithms and DSP implementations – volume: 44 start-page: 341 year: 2001 end-page: 349 ident: bib4 article-title: Active noise reduction in ducts of actuating dynamics using two periodic control signals publication-title: JSME International Journal, Series C: Mechanical Systems, Machine Elements and Manufacturing – volume: ASSP-28 start-page: 454 year: 1980 end-page: 467 ident: bib5 article-title: An analysis of multiple correlation cancellation loops with a filter in the auxiliary path publication-title: IEEE Transactions on Acoustics, Speech, Signal Processing – volume: 70 start-page: 715 year: 1981 end-page: 726 ident: bib1 article-title: Active adaptive sound control in a duct: A computer simulation publication-title: Journal of the Acoustical Society America – volume: 42 start-page: 1335 year: 1994 ident: 10.1016/j.automatica.2006.08.019_bib2 article-title: Stochastic gradient adaptation under general error criteria publication-title: IEEE Transactions on Signal Processing doi: 10.1109/78.286951 – year: 1996 ident: 10.1016/j.automatica.2006.08.019_bib3 – volume: 44 start-page: 341 issue: 2 year: 2001 ident: 10.1016/j.automatica.2006.08.019_bib4 article-title: Active noise reduction in ducts of actuating dynamics using two periodic control signals publication-title: JSME International Journal, Series C: Mechanical Systems, Machine Elements and Manufacturing doi: 10.1299/jsmec.44.341 – volume: ASSP-28 start-page: 454 year: 1980 ident: 10.1016/j.automatica.2006.08.019_bib5 article-title: An analysis of multiple correlation cancellation loops with a filter in the auxiliary path publication-title: IEEE Transactions on Acoustics, Speech, Signal Processing doi: 10.1109/TASSP.1980.1163430 – ident: 10.1016/j.automatica.2006.08.019_bib6 – volume: 70 start-page: 715 year: 1981 ident: 10.1016/j.automatica.2006.08.019_bib1 article-title: Active adaptive sound control in a duct: A computer simulation publication-title: Journal of the Acoustical Society America doi: 10.1121/1.386908 – volume: 73 start-page: 255 year: 1999 ident: 10.1016/j.automatica.2006.08.019_bib8 article-title: Convergence analysis of the filtered-U algorithm for active noise control publication-title: Signal Processing Journal doi: 10.1016/S0165-1684(98)00196-0 – volume: 42 start-page: 950 year: 1994 ident: 10.1016/j.automatica.2006.08.019_bib7 article-title: The effect of transfer function estimation errors on the filtered-X LMS algorithm publication-title: IEEE Transactions on Signal Processing doi: 10.1109/78.285659 |
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| SubjectTerms | Acoustics Active noise control Adaptive algorithms Applied sciences Commutation error Computer science; control theory; systems Control theory. Systems Convergence speed Detection, estimation, filtering, equalization, prediction Exact sciences and technology Finite impulse response filters Fundamental areas of phenomenology (including applications) Information, signal and communications theory Noise: its effects and control Physics Residual error Signal and communications theory Signal, noise Telecommunications and information theory |
| Title | New FIR filter-based adaptive algorithms incorporating with commutation error to improve active noise control performance |
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