A New Diffusion Filtered-X Affine Projection Algorithm: Performance Analysis and Application in Windy Environment

被引:2
作者
Chu, Yijing [1 ]
Zhao, Sipei [2 ]
Niu, Feng [3 ]
Dong, Yongzheng [4 ]
Zhao, Yuezhe [1 ]
机构
[1] South China Univ Technol, State Key Lab Subtrop Bldg Sci, Guangzhou 510640, Peoples R China
[2] Univ Technol Sydney, Fac Engn & IT, Ctr Audio Acoust & Vibrat, Ultimo, NSW 2007, Australia
[3] Natl Inst Metrol, Div Mech & Acoust, Beijing 100029, Peoples R China
[4] Beijing Xiaomi Mobile Software Co Ltd, Beijing 100085, Peoples R China
基金
中国国家自然科学基金;
关键词
Microphones; Wind; Signal processing algorithms; Acoustics; Loudspeakers; Noise reduction; Convergence; Affine projection algorithm (APA); and performance analysis; diffusion active noise control (ANC); wind noise; ACTIVE NOISE-CONTROL; LEAST-MEAN-SQUARES; LMS ALGORITHM; STEADY-STATE; FREQUENCY; ADAPTATION; NETWORKS; SYSTEM; SOUND;
D O I
10.1109/TASLP.2024.3363409
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Wind noise caused by turbulent flows over microphones usually has detrimental impacts on the reference signal of an active noise control (ANC) system and degrade its performance considerably. This paper evaluates the influence of wind noise on the filtered-x affine projection algorithm (FxAPA) for ANC systems. To improve the performance of noise control systems in windy environments, the FxAPA is modified based on a wind-noise-free least mean squares error and the diffusion control technology that could suppress interruptions in the collected primary noise. Performance analysis of the resulting de- regularized diffusion FxAPA (Diff-FxAPA) algorithm has been carried out at the presence of wind noise, which reveals the underlying mechanism of the new algorithm on suppressing the wind noise interruption. Difference equations describing the mean and mean squares convergence behaviors of this ANC system are derived to characterize its optimal solution, estimation bias and variance, and convergence conditions. Computer simulations with real-recorded data validate the theoretical analysis and show that the noise reduction performance of conventional ANC methods degrades with wind noise while the proposed algorithm has a stable performance under a variety of windy conditions.
引用
收藏
页码:1596 / 1608
页数:13
相关论文
共 45 条
  • [1] Multichannel affine and fast affine projection algorithms for active noise control and acoustic equalization systems
    Bouchard, M
    [J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2003, 11 (01): : 54 - 60
  • [2] Diffusion recursive least-squares for distributed estimation over adaptive networks
    Cattivelli, Federico S.
    Lopes, Cassio G.
    Sayed, Ali. H.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (05) : 1865 - 1877
  • [3] Performance Analysis and Design of FxLMS Algorithm in Broadband ANC System With Online Secondary-Path Modeling
    Chan, Shing-Chow
    Chu, Yijing
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2012, 20 (03): : 982 - 993
  • [4] Diffusion LMS Over Multitask Networks
    Chen, Jie
    Richard, Cedric
    Sayed, Ali H.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2015, 63 (11) : 2733 - 2748
  • [5] Multitask Diffusion Adaptation Over Networks
    Chen, Jie
    Richard, Cedric
    Sayed, Ali H.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (16) : 4129 - 4144
  • [6] A distributed FxLMS algorithm for narrowband active noise control and its convergence analysis
    Chen, Jing
    Yang, Jun
    [J]. JOURNAL OF SOUND AND VIBRATION, 2022, 532
  • [7] Steady-State Performance Analysis of the Distributed FxLMS Algorithm for Narrowband ANC System With Frequency Mismatch
    Chen, Jing
    Wu, Ming
    Gong, Chen
    Wang, Xiaolin
    Yang, Jun
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2022, 29 : 1167 - 1171
  • [8] Chu S. C., 2019, Eur.Assoc. Signal Process., P1
  • [9] Performance analysis of a diffusion control method for ANC systems and the network design
    Chu, Y. J.
    Mak, C. M.
    Zhao, Y.
    Chan, S. C.
    Wu, M.
    [J]. JOURNAL OF SOUND AND VIBRATION, 2020, 475 (475)
  • [10] New Variable Regularized Partial Update Affine Projection Algorithms for Distributed Estimation
    Chu, Y. J.
    Mak, C. M.
    [J]. 2017 14TH INTERNATIONAL SYMPOSIUM ON PERVASIVE SYSTEMS, ALGORITHMS AND NETWORKS & 2017 11TH INTERNATIONAL CONFERENCE ON FRONTIER OF COMPUTER SCIENCE AND TECHNOLOGY & 2017 THIRD INTERNATIONAL SYMPOSIUM OF CREATIVE COMPUTING (ISPAN-FCST-ISCC), 2017, : 325 - 330