A new variable spatial regularized FxLMS algorithm for diffusion active noise control
•A new diffusion filtered-x least mean squares algorithm for multitask problems.•Variable spatial regularization for diffusion strength control.•Performance analysis for user parameter selection. Distributed multi-channel active noise control (ANC) systems attract a lot of attention due to the reduc...
        Saved in:
      
    
          | Published in | Applied acoustics Vol. 211; p. 109532 | 
|---|---|
| Main Authors | , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
            Elsevier Ltd
    
        01.08.2023
     | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0003-682X 1872-910X  | 
| DOI | 10.1016/j.apacoust.2023.109532 | 
Cover
| Abstract | •A new diffusion filtered-x least mean squares algorithm for multitask problems.•Variable spatial regularization for diffusion strength control.•Performance analysis for user parameter selection.
Distributed multi-channel active noise control (ANC) systems attract a lot of attention due to the reduced computational complexity than centralized control methods and improved stability than decentralized control methods. However, the combination of controllers within a neighborhood in a diffusion manner introduces an estimation bias and may degrade the control accuracy. This is because the secondary sources and error microphones of an ANC system are usually physically placed at different locations and the optimal solution to each controller is different. In this paper, a new diffusion filtered-x least mean squares algorithm (Diff-FxLMS) has been developed that balances combination strength and estimation bias via a variable spatial regularization. The mean squares error criterion subject to a bias constraint is used such that the spatial regularization parameter could be adapted according to the penalized Lagrangian. A detailed performance analysis is carried out, based on which user parameters can be selected automatically. Performance of the proposed variable spatial regularized Diff-FxLMS (VSR-Diff-FxLMS) algorithm and theoretical analysis is verified by simulations. | 
    
|---|---|
| AbstractList | •A new diffusion filtered-x least mean squares algorithm for multitask problems.•Variable spatial regularization for diffusion strength control.•Performance analysis for user parameter selection.
Distributed multi-channel active noise control (ANC) systems attract a lot of attention due to the reduced computational complexity than centralized control methods and improved stability than decentralized control methods. However, the combination of controllers within a neighborhood in a diffusion manner introduces an estimation bias and may degrade the control accuracy. This is because the secondary sources and error microphones of an ANC system are usually physically placed at different locations and the optimal solution to each controller is different. In this paper, a new diffusion filtered-x least mean squares algorithm (Diff-FxLMS) has been developed that balances combination strength and estimation bias via a variable spatial regularization. The mean squares error criterion subject to a bias constraint is used such that the spatial regularization parameter could be adapted according to the penalized Lagrangian. A detailed performance analysis is carried out, based on which user parameters can be selected automatically. Performance of the proposed variable spatial regularized Diff-FxLMS (VSR-Diff-FxLMS) algorithm and theoretical analysis is verified by simulations. | 
    
| ArticleNumber | 109532 | 
    
| Author | Chu, Y.J. Wu, M. Zhao, Y. Mak, C.M. Wu, J.F.  | 
    
| Author_xml | – sequence: 1 givenname: Y.J. orcidid: 0000-0002-2923-8501 surname: Chu fullname: Chu, Y.J. organization: State Key Laboratory of Subtropical Building and Urban Science, South China University of Technology, China – sequence: 2 givenname: C.M. surname: Mak fullname: Mak, C.M. email: cheuk-ming.mak@polyu.edu.hk organization: Department of Building Services Engineering, The Hong Kong Polytechnic University, Hong Kong – sequence: 3 givenname: M. surname: Wu fullname: Wu, M. email: mingwu@mail.ioa.ac.cn organization: Key Laboratory of Noise and Vibration Research, Institute of Acoustics, Chinese Academy of Sciences, China – sequence: 4 givenname: J.F. surname: Wu fullname: Wu, J.F. email: wujiafei@sensetime.com organization: Shenzhen Sensetime Technology Co., Ltd., Shenzhen, China – sequence: 5 givenname: Y. surname: Zhao fullname: Zhao, Y. email: arzhyzh@scut.edu.cn organization: State Key Laboratory of Subtropical Building and Urban Science, South China University of Technology, China  | 
    
| BookMark | eNqFkMtKAzEUhoNUsK2-guQFpuY26Qy4sBSrQsWFFroLmeSkpkwnJZnWy9M7pbpx09Xh_PD9nPMNUK8JDSB0TcmIEipv1iO91SbsUjtihPEuLHPOzlCfFmOWlZQse6hPCOGZLNjyAg1SWncrYXneR4sJbuAD73X0uqoBp61uva5xhNWu7sJvsHj2OX9-xbpehejb9w12IWLrndslHxqsTev3gJvgE2ATmjaG-hKdO10nuPqdQ7SY3b9NH7P5y8PTdDLPDKeszSrLnHBUFKKUpa0EqUCCgJJyA7kAXnEBlLCqklYCL8a5E7a0gtvcSVowzYfo9thrYkgpglPGt90Dhyu0rxUl6qBIrdWfInVQpI6KOlz-w7fRb3T8Og3eHUHontt7iCoZD40B6yOYVtngT1X8ACkViNk | 
    
| CitedBy_id | crossref_primary_10_1016_j_ymssp_2023_110876 crossref_primary_10_3390_app14114810 crossref_primary_10_1121_10_0034363 crossref_primary_10_1177_14613484251320198 crossref_primary_10_1016_j_sigpro_2024_109627 crossref_primary_10_1109_OJSP_2024_3501774 crossref_primary_10_1016_j_apacoust_2024_109951 crossref_primary_10_1016_j_isatra_2024_10_015  | 
    
| Cites_doi | 10.1016/j.jsv.2020.115273 10.1016/j.apacoust.2023.109260 10.1016/j.apacoust.2021.108430 10.1016/j.apacoust.2021.108598 10.1016/j.apacoust.2012.07.008 10.1109/78.942625 10.1016/j.apacoust.2020.107252 10.1016/j.sigpro.2014.07.026 10.1109/TSP.2014.2333560 10.1109/LSP.2018.2889267 10.1109/TSP.2015.2412918 10.1109/TSP.2017.2686368 10.1109/TSP.2009.2033729 10.1016/j.apacoust.2022.108815 10.1121/1.5063341 10.1016/j.apacoust.2021.108525 10.1016/j.apacoust.2020.107335 10.1109/TSP.2017.2742987 10.1109/JPROC.2014.2306253 10.1109/TASLP.2018.2869686 10.1016/j.jsv.2017.04.034 10.1109/TASSP.1987.1165044  | 
    
| ContentType | Journal Article | 
    
| Copyright | 2023 Elsevier Ltd | 
    
| Copyright_xml | – notice: 2023 Elsevier Ltd | 
    
| DBID | AAYXX CITATION  | 
    
| DOI | 10.1016/j.apacoust.2023.109532 | 
    
| DatabaseName | CrossRef | 
    
| DatabaseTitle | CrossRef | 
    
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc | 
    
| Discipline | Engineering Physics  | 
    
| EISSN | 1872-910X | 
    
| ExternalDocumentID | 10_1016_j_apacoust_2023_109532 S0003682X23003304  | 
    
| GroupedDBID | --K --M -~X .~1 0R~ 1B1 1~. 1~5 23M 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO ABFNM ABMAC ABNEU ABTAH ABXDB ABYKQ ACDAQ ACFVG ACGFS ACNNM ACRLP ADBBV ADEZE ADMUD ADTZH AEBSH AECPX AEKER AENEX AFFNX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHJVU AI. AIEXJ AIKHN AITUG AIVDX AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ASPBG AVWKF AXJTR AZFZN BJAXD BKOJK BLXMC CS3 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HVGLF HZ~ IHE J1W JJJVA KOM LY7 M41 MO0 N9A O-L O9- OAUVE OGIMB OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SDF SDG SDP SES SET SEW SPC SPCBC SPD SSQ SST SSZ T5K VH1 WUQ XPP ZMT ZY4 ~02 ~G- AATTM AAXKI AAYWO AAYXX ABJNI ABWVN ACLOT ACRPL ACVFH ADCNI ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD  | 
    
| ID | FETCH-LOGICAL-c312t-bd2f4f1484969db40be6e4e913ce54e3b34e102bb6d6e3875f4d9d43d5f6182a3 | 
    
| IEDL.DBID | .~1 | 
    
| ISSN | 0003-682X | 
    
| IngestDate | Thu Apr 24 22:58:40 EDT 2025 Wed Oct 01 05:22:52 EDT 2025 Fri Feb 23 02:35:16 EST 2024  | 
    
| IsPeerReviewed | true | 
    
| IsScholarly | true | 
    
| Keywords | Diffusion control Active noise control Performance analysis  | 
    
| Language | English | 
    
| LinkModel | DirectLink | 
    
| MergedId | FETCHMERGED-LOGICAL-c312t-bd2f4f1484969db40be6e4e913ce54e3b34e102bb6d6e3875f4d9d43d5f6182a3 | 
    
| ORCID | 0000-0002-2923-8501 | 
    
| ParticipantIDs | crossref_citationtrail_10_1016_j_apacoust_2023_109532 crossref_primary_10_1016_j_apacoust_2023_109532 elsevier_sciencedirect_doi_10_1016_j_apacoust_2023_109532  | 
    
| ProviderPackageCode | CITATION AAYXX  | 
    
| PublicationCentury | 2000 | 
    
| PublicationDate | August 2023 2023-08-00  | 
    
| PublicationDateYYYYMMDD | 2023-08-01 | 
    
| PublicationDate_xml | – month: 08 year: 2023 text: August 2023  | 
    
| PublicationDecade | 2020 | 
    
| PublicationTitle | Applied acoustics | 
    
| PublicationYear | 2023 | 
    
| Publisher | Elsevier Ltd | 
    
| Publisher_xml | – name: Elsevier Ltd | 
    
| References | Gong, Wu, Guo, Cao, Zhang, Yang (b0030) 2022; 189 Zhang, Wu, Yin, Gong, Wang, Zhou (b0005) 2022; 195 Niu, Qiu, Zhang (b0020) 2020; 165 Chen, Richard, Sayed (b0105) 2015; 63 Nassif, Vlaski, Richard, Sayed (b0120) 2019; 26 (2022). Elliott, Stothers, Nelson (b0065) 1987; 35 Zhang, Tao, Qiu (b0075) 2013; 74 T. Li, H. Duan, S. Zhao, J. Lu, and I. S. Burnett, Distributed active noise control system based on a block diffusion FxLMS algorithm with bidirectional communication An, Cao, Liu (b0080) 2018; 144 Chu, Chan, Zhao, Wu (b0095) 2019 Chu, Mak (b0050) 2017 Delegà, Bernasconi, Piroddi (b0070) 2017; 401 Koppel, Sadler, Ribeiro (b0125) 2017; 65 Pradhan, Qiu (b0025) 2020; 164 An, Liu (b0015) 2022; 185 Ferrer, Gonzalez, De Diego, Piñero (b0040) 2017; 65 Zhang, Tao, Qiu, Burnett (b0085) 2019; 27 Chu, Chan, Mak, Wu (b0100) 2021 Pradhan, Zhang, Zhao, Niwa, Kleijn (b0090) 2023; 205 Ferrer, Diego, Pinero, Gonzalez (b0035) 2015; 107 Sayed (b0055) 2014; 102 Wu, Wang, Sun, Sun (b0010) 2022; 188 Chen, Richard, Sayed (b0115) 2014; 62 Chu, Mak, Zhao, Chan, Wu (b0060) 2020; 475 Cattivelli, Sayed (b0110) 2010; 58 Wei, Gelfand, Krogmeier (b0130) 2001; 49 Zhang (10.1016/j.apacoust.2023.109532_b0005) 2022; 195 Ferrer (10.1016/j.apacoust.2023.109532_b0040) 2017; 65 Koppel (10.1016/j.apacoust.2023.109532_b0125) 2017; 65 Chu (10.1016/j.apacoust.2023.109532_b0100) 2021 Gong (10.1016/j.apacoust.2023.109532_b0030) 2022; 189 Wei (10.1016/j.apacoust.2023.109532_b0130) 2001; 49 Nassif (10.1016/j.apacoust.2023.109532_b0120) 2019; 26 An (10.1016/j.apacoust.2023.109532_b0015) 2022; 185 Ferrer (10.1016/j.apacoust.2023.109532_b0035) 2015; 107 Wu (10.1016/j.apacoust.2023.109532_b0010) 2022; 188 Chu (10.1016/j.apacoust.2023.109532_b0060) 2020; 475 Pradhan (10.1016/j.apacoust.2023.109532_b0090) 2023; 205 Zhang (10.1016/j.apacoust.2023.109532_b0085) 2019; 27 Zhang (10.1016/j.apacoust.2023.109532_b0075) 2013; 74 Delegà (10.1016/j.apacoust.2023.109532_b0070) 2017; 401 10.1016/j.apacoust.2023.109532_b0045 Sayed (10.1016/j.apacoust.2023.109532_b0055) 2014; 102 Chu (10.1016/j.apacoust.2023.109532_b0050) 2017 Niu (10.1016/j.apacoust.2023.109532_b0020) 2020; 165 An (10.1016/j.apacoust.2023.109532_b0080) 2018; 144 Chen (10.1016/j.apacoust.2023.109532_b0105) 2015; 63 Elliott (10.1016/j.apacoust.2023.109532_b0065) 1987; 35 Cattivelli (10.1016/j.apacoust.2023.109532_b0110) 2010; 58 Chen (10.1016/j.apacoust.2023.109532_b0115) 2014; 62 Pradhan (10.1016/j.apacoust.2023.109532_b0025) 2020; 164 Chu (10.1016/j.apacoust.2023.109532_b0095) 2019  | 
    
| References_xml | – volume: 475 start-page: 115273 year: 2020 ident: b0060 article-title: Performance analysis of a diffusion control method for ANC systems and the network design publication-title: J Sound Vib – volume: 65 start-page: 6423 year: 2017 end-page: 6434 ident: b0040 article-title: Distributed affine projection algorithm over acoustically coupled sensor networks publication-title: IEEE Trans Signal Process – volume: 165 year: 2020 ident: b0020 article-title: Effects of active noise cancelling headphones on speech recognition publication-title: Appl Acoust – volume: 63 start-page: 2733 year: 2015 end-page: 2748 ident: b0105 article-title: Diffusion LMS over multitask networks publication-title: IEEE Trans Signal Process – volume: 62 start-page: 4129 year: 2014 end-page: 4144 ident: b0115 article-title: Multitask diffusion adaptation over networks publication-title: IEEE Trans Signal Process – volume: 205 year: 2023 ident: b0090 article-title: On eigenvalue shaping for two-channel decentralized active noise control systems publication-title: Appl Acoust – year: 2019 ident: b0095 article-title: Performance analysis of diffusion filtered-x algorithms in multitask ANC systems publication-title: Pro. Eusipco2019, La Coruna, Spain, Sep. 2–6 – volume: 49 start-page: 1961 year: 2001 end-page: 1970 ident: b0130 article-title: Noise-constrained least mean squares algorithm publication-title: IEEE Trans Signal Process – volume: 185 year: 2022 ident: b0015 article-title: Cascade biquad controller design for feedforward active noise control headphones considering incident noise from multiple directions publication-title: Appl Acoust – reference: T. Li, H. Duan, S. Zhao, J. Lu, and I. S. Burnett, Distributed active noise control system based on a block diffusion FxLMS algorithm with bidirectional communication, – volume: 35 start-page: 1423 year: 1987 end-page: 1434 ident: b0065 article-title: A multiple error LMS algorithm and its application to the active control of sound and vibration publication-title: IEEE Trans Speech Signal Process – volume: 27 start-page: 44 year: 2019 end-page: 52 ident: b0085 article-title: Decentralized two-channel active noise control for single frequency by shaping matrix eigenvalues publication-title: IEEE Trans Audio Speech Lang Process – volume: 195 year: 2022 ident: b0005 article-title: Robust feedback controller combined with the remote microphone method for broadband active noise control in headrest publication-title: Appl Acoust – start-page: 4695 year: 2021 end-page: 4699 ident: b0100 article-title: A Diffusion FxLMS algorithm for multi-channel active noise control and variable spatial smoothing publication-title: , Toronto, Canada – volume: 164 year: 2020 ident: b0025 article-title: A 5-stage active control method with online secondary path modelling using decorrelated control signal publication-title: Appl Acoust – volume: 144 start-page: EL275 year: 2018 end-page: EL280 ident: b0080 article-title: Optimized decentralized adaptive control of noise and vibration for periodic disturbances publication-title: J Acoust Soc Am – volume: 107 start-page: 82 year: 2015 end-page: 95 ident: b0035 article-title: Active noise control over adaptive distributed networks publication-title: Signal Process – volume: 102 start-page: 460 year: 2014 end-page: 497 ident: b0055 article-title: Adaptive networks publication-title: Proc IEEE – volume: 189 year: 2022 ident: b0030 article-title: Modified narrowband active noise control system with frequency mismatch tolerance publication-title: Appl Acoust – volume: 401 start-page: 311 year: 2017 end-page: 325 ident: b0070 article-title: A novel cost-effective parallel narrowband ANC system with local secondary-path estimation publication-title: J Sound Vib – volume: 74 start-page: 181 year: 2013 end-page: 188 ident: b0075 article-title: Performance analysis of decentralized multi-channel feedback systems for active noise control in free space publication-title: Appl Acoust – reference: , (2022). – volume: 65 start-page: 3062 year: 2017 end-page: 3077 ident: b0125 article-title: Proximity without consensus in online multiagent optimization publication-title: IEEE Trans Signal Process – volume: 188 year: 2022 ident: b0010 article-title: Hybrid active and passive noise control in ventilation duct with internally placed microphones module publication-title: Appl Acoust – volume: 26 start-page: 297 year: 2019 end-page: 301 ident: b0120 article-title: A regularization framework for learning over multitask graphs publication-title: IEEE Signal Process Lett – volume: 58 start-page: 1035 year: 2010 end-page: 1048 ident: b0110 article-title: Diffusion LMS strategies for distributed estimation publication-title: IEEE Trans Signal Process – year: 2017 ident: b0050 article-title: Diffusion control for multi-channel ANC systems using filtered-X algorithms publication-title: Proc. 24th Int. Cong. Sound Vib., London, UK, 23–27, Jul. 2017 – volume: 475 start-page: 115273 year: 2020 ident: 10.1016/j.apacoust.2023.109532_b0060 article-title: Performance analysis of a diffusion control method for ANC systems and the network design publication-title: J Sound Vib doi: 10.1016/j.jsv.2020.115273 – volume: 205 year: 2023 ident: 10.1016/j.apacoust.2023.109532_b0090 article-title: On eigenvalue shaping for two-channel decentralized active noise control systems publication-title: Appl Acoust doi: 10.1016/j.apacoust.2023.109260 – volume: 185 year: 2022 ident: 10.1016/j.apacoust.2023.109532_b0015 article-title: Cascade biquad controller design for feedforward active noise control headphones considering incident noise from multiple directions publication-title: Appl Acoust doi: 10.1016/j.apacoust.2021.108430 – volume: 189 year: 2022 ident: 10.1016/j.apacoust.2023.109532_b0030 article-title: Modified narrowband active noise control system with frequency mismatch tolerance publication-title: Appl Acoust doi: 10.1016/j.apacoust.2021.108598 – volume: 74 start-page: 181 issue: 1 year: 2013 ident: 10.1016/j.apacoust.2023.109532_b0075 article-title: Performance analysis of decentralized multi-channel feedback systems for active noise control in free space publication-title: Appl Acoust doi: 10.1016/j.apacoust.2012.07.008 – start-page: 4695 year: 2021 ident: 10.1016/j.apacoust.2023.109532_b0100 article-title: A Diffusion FxLMS algorithm for multi-channel active noise control and variable spatial smoothing – volume: 49 start-page: 1961 issue: 9 year: 2001 ident: 10.1016/j.apacoust.2023.109532_b0130 article-title: Noise-constrained least mean squares algorithm publication-title: IEEE Trans Signal Process doi: 10.1109/78.942625 – volume: 164 year: 2020 ident: 10.1016/j.apacoust.2023.109532_b0025 article-title: A 5-stage active control method with online secondary path modelling using decorrelated control signal publication-title: Appl Acoust doi: 10.1016/j.apacoust.2020.107252 – volume: 107 start-page: 82 year: 2015 ident: 10.1016/j.apacoust.2023.109532_b0035 article-title: Active noise control over adaptive distributed networks publication-title: Signal Process doi: 10.1016/j.sigpro.2014.07.026 – volume: 62 start-page: 4129 issue: 16 year: 2014 ident: 10.1016/j.apacoust.2023.109532_b0115 article-title: Multitask diffusion adaptation over networks publication-title: IEEE Trans Signal Process doi: 10.1109/TSP.2014.2333560 – volume: 26 start-page: 297 issue: 2 year: 2019 ident: 10.1016/j.apacoust.2023.109532_b0120 article-title: A regularization framework for learning over multitask graphs publication-title: IEEE Signal Process Lett doi: 10.1109/LSP.2018.2889267 – volume: 63 start-page: 2733 issue: 11 year: 2015 ident: 10.1016/j.apacoust.2023.109532_b0105 article-title: Diffusion LMS over multitask networks publication-title: IEEE Trans Signal Process doi: 10.1109/TSP.2015.2412918 – volume: 65 start-page: 3062 issue: 12 year: 2017 ident: 10.1016/j.apacoust.2023.109532_b0125 article-title: Proximity without consensus in online multiagent optimization publication-title: IEEE Trans Signal Process doi: 10.1109/TSP.2017.2686368 – year: 2017 ident: 10.1016/j.apacoust.2023.109532_b0050 article-title: Diffusion control for multi-channel ANC systems using filtered-X algorithms – volume: 58 start-page: 1035 issue: 3 year: 2010 ident: 10.1016/j.apacoust.2023.109532_b0110 article-title: Diffusion LMS strategies for distributed estimation publication-title: IEEE Trans Signal Process doi: 10.1109/TSP.2009.2033729 – volume: 195 year: 2022 ident: 10.1016/j.apacoust.2023.109532_b0005 article-title: Robust feedback controller combined with the remote microphone method for broadband active noise control in headrest publication-title: Appl Acoust doi: 10.1016/j.apacoust.2022.108815 – volume: 144 start-page: EL275 issue: 4 year: 2018 ident: 10.1016/j.apacoust.2023.109532_b0080 article-title: Optimized decentralized adaptive control of noise and vibration for periodic disturbances publication-title: J Acoust Soc Am doi: 10.1121/1.5063341 – year: 2019 ident: 10.1016/j.apacoust.2023.109532_b0095 article-title: Performance analysis of diffusion filtered-x algorithms in multitask ANC systems – volume: 188 year: 2022 ident: 10.1016/j.apacoust.2023.109532_b0010 article-title: Hybrid active and passive noise control in ventilation duct with internally placed microphones module publication-title: Appl Acoust doi: 10.1016/j.apacoust.2021.108525 – volume: 165 year: 2020 ident: 10.1016/j.apacoust.2023.109532_b0020 article-title: Effects of active noise cancelling headphones on speech recognition publication-title: Appl Acoust doi: 10.1016/j.apacoust.2020.107335 – volume: 65 start-page: 6423 issue: 24 year: 2017 ident: 10.1016/j.apacoust.2023.109532_b0040 article-title: Distributed affine projection algorithm over acoustically coupled sensor networks publication-title: IEEE Trans Signal Process doi: 10.1109/TSP.2017.2742987 – volume: 102 start-page: 460 issue: 4 year: 2014 ident: 10.1016/j.apacoust.2023.109532_b0055 article-title: Adaptive networks publication-title: Proc IEEE doi: 10.1109/JPROC.2014.2306253 – volume: 27 start-page: 44 year: 2019 ident: 10.1016/j.apacoust.2023.109532_b0085 article-title: Decentralized two-channel active noise control for single frequency by shaping matrix eigenvalues publication-title: IEEE Trans Audio Speech Lang Process doi: 10.1109/TASLP.2018.2869686 – volume: 401 start-page: 311 year: 2017 ident: 10.1016/j.apacoust.2023.109532_b0070 article-title: A novel cost-effective parallel narrowband ANC system with local secondary-path estimation publication-title: J Sound Vib doi: 10.1016/j.jsv.2017.04.034 – ident: 10.1016/j.apacoust.2023.109532_b0045 – volume: 35 start-page: 1423 issue: 10 year: 1987 ident: 10.1016/j.apacoust.2023.109532_b0065 article-title: A multiple error LMS algorithm and its application to the active control of sound and vibration publication-title: IEEE Trans Speech Signal Process doi: 10.1109/TASSP.1987.1165044  | 
    
| SSID | ssj0000255 | 
    
| Score | 2.4167423 | 
    
| Snippet | •A new diffusion filtered-x least mean squares algorithm for multitask problems.•Variable spatial regularization for diffusion strength control.•Performance... | 
    
| SourceID | crossref elsevier  | 
    
| SourceType | Enrichment Source Index Database Publisher  | 
    
| StartPage | 109532 | 
    
| SubjectTerms | Active noise control Diffusion control Performance analysis  | 
    
| Title | A new variable spatial regularized FxLMS algorithm for diffusion active noise control | 
    
| URI | https://dx.doi.org/10.1016/j.apacoust.2023.109532 | 
    
| Volume | 211 | 
    
| hasFullText | 1 | 
    
| inHoldings | 1 | 
    
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Baden-Württemberg Complete Freedom Collection (Elsevier) customDbUrl: eissn: 1872-910X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000255 issn: 0003-682X databaseCode: GBLVA dateStart: 20110101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Complete Freedom Collection [SCCMFC] customDbUrl: eissn: 1872-910X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000255 issn: 0003-682X databaseCode: ACRLP dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection customDbUrl: eissn: 1872-910X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000255 issn: 0003-682X databaseCode: .~1 dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals [SCFCJ] customDbUrl: eissn: 1872-910X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000255 issn: 0003-682X databaseCode: AIKHN dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier – providerCode: PRVLSH databaseName: Elsevier Journals customDbUrl: mediaType: online eissn: 1872-910X dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0000255 issn: 0003-682X databaseCode: AKRWK dateStart: 19680101 isFulltext: true providerName: Library Specific Holdings  | 
    
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1JS8NQEH6UiqAH0apYl_IOXtPlLUlzLMVSl_aihd5C3qYpNSltKuLB3-6bLFpB6MFjQgbCJJn5JnzffAhdE00E94h0OtLTDrOfkyNsZ3GIJ3hoCFU628A3GrvDCbub8mkF9UstDNAqi9qf1_SsWhdnWkU2W4soAo2vrb5dMrUgug1TOSjYmQcuBs3PH5oHYObSNQ-u3lAJz5q2H8kEpA1gIg6blTglfzeojaYzOEQHBVrEvfyGjlBFxzW0v7FDsIZ2Mw6nXB2jSQ9bjIzf7PQLeii8ArK0jV5mdvPL6EMrPHh_GD3icP6cLKP05RVbyIrBI2UNP81wmBU_HCfRSuOCxH6CJoObp_7QKVwTHEk7JHWEIoYZO-Uw3_WVYG2hXc2036FSc6apoExbVCGEq1xN7bhimPIVo4ob1w4bIT1F1TiJ9RnCXLptI3kYKjsHypCJUHlGdz3fdGETmqkjXqYqkMVKcXC2mAcld2wWlCkOIMVBnuI6an3HLfKlGlsj_PJJBL9ej8BW_i2x5_-IvUB7cJQz_i5RNV2u9ZVFIaloZK9ZA-30bu-H4y8K893l | 
    
| linkProvider | Elsevier | 
    
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3LSsNQEB20IupCfGJ93oXb2PY-kmZZiqVq60YL3YXcl6bURtoq4sJv904eWkFw4TbJQJgkM-eEM3MAzqmhUgRUeQ0VGI-7z8mTrrN4NJAitpRpk23g69_63QG_HorhErTLWRiUVRa1P6_pWbUujtSKbNaekwRnfF31bdKhA9F1ZOXLsMIFDZCBXXx86zwQNJe2eXj5wpjw6MI1JJXibAO6iONqJcHo7x1qoet0tmCzgIukld_RNiyZyQ5sLCwR3IHVTMSpZrswaBEHksmro784EEVmqJZ20dPMb36avBtNOm-9_h2Jxw_pNJk_PhGHWQmapLzgXzMSZ9WPTNJkZkihYt-DQefyvt31CtsET7EGnXtSU8utozk89EMteV0a33ATNpgyghsmGTcOVkjpa98wx1cs16HmTAvrO7YRs32oTNKJOQAilF-3SsSxdkRQxVzGOrCmGYS2iavQbBVEmapIFTvF0dpiHJXisVFUpjjCFEd5iqtQ-4p7zrdq_BkRlk8i-vF-RK70_xF7-I_YM1jr3vd7Ue_q9uYI1vFMLv87hsp8-mJOHCSZy9PslfsESRbfeg | 
    
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+new+variable+spatial+regularized+FxLMS+algorithm+for+diffusion+active+noise+control&rft.jtitle=Applied+acoustics&rft.au=Chu%2C+Y.J.&rft.au=Mak%2C+C.M.&rft.au=Wu%2C+M.&rft.au=Wu%2C+J.F.&rft.date=2023-08-01&rft.issn=0003-682X&rft.volume=211&rft.spage=109532&rft_id=info:doi/10.1016%2Fj.apacoust.2023.109532&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_apacoust_2023_109532 | 
    
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0003-682X&client=summon | 
    
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0003-682X&client=summon | 
    
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0003-682X&client=summon |