A New Variable Tap-Length and Step-Size FxLMS Algorithm

被引:14
作者
Chang, Dah-Chung [1 ]
Chu, Fei-Tao [2 ]
机构
[1] Natl Cent Univ, Dept Commun Engn, Taoyuang 32001, Taiwan
[2] Foxlink, Taipei 23680, Taiwan
关键词
Active noise control; FxLMS; secondary path; two-sided exponential decay envelop; ACTIVE NOISE-CONTROL; DECAY IMPULSE-RESPONSE; LMS ALGORITHM; CONTROL SYSTEMS; MODEL;
D O I
10.1109/LSP.2013.2282396
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The filtered-X least mean-square (FxLMS) algorithm is widely used for active noise control (ANC). A long tap-length is usually required for some FxLMS applications, and consequentially the convergence rate becomes very slow. In this letter, a new variable tap-length and step-size FxLMS algorithm is proposed, especially suited to a long tap-length filter. Taking into account the lowpass filter effect in the secondary path of ANC, the new algorithm is developed for the control filter with an unsymmetric and two-sided exponential decay envelop over its impulse response. Simulation results show that the new algorithm provides faster convergence and cancellation performance compared to previously proposed variable-step-size FxLMS algorithms.
引用
收藏
页码:1122 / 1125
页数:4
相关论文
共 8 条
[1]   A new variable step size LMS algorithm-based method for improved online secondary path modeling in active noise control systems [J].
Akhtar, MT ;
Abe, M ;
Kawamata, M .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2006, 14 (02) :720-726
[2]   Effects of Imperfect Secondary Path Modeling on Adaptive Active Noise Control Systems [J].
Ardekani, Iman Tabatabaei ;
Abdulla, Waleed H. .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2012, 20 (05) :1252-1262
[3]   Convergence analysis of a deficient-length LMS filter and optimal-length sequence to model exponential decay impulse response [J].
Gu, YT ;
Tang, K ;
Cui, HJ ;
Du, W .
IEEE SIGNAL PROCESSING LETTERS, 2003, 10 (01) :4-7
[4]   A Variable Step-Size FXLMS Algorithm for Narrowband Active Noise Control [J].
Huang, Boyan ;
Xiao, Yegui ;
Sun, Jinwei ;
Wei, Guo .
IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2013, 21 (02) :301-312
[5]  
Kuo S.M., 1996, Active Noise Control Systems-Algorithms and DSP Implementations
[6]   On comparison of online secondary path modeling methods with auxiliary noise [J].
Zhang, M ;
Lan, H ;
Ser, W .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2005, 13 (04) :618-628
[7]   Steady-state performance analysis of a variable tap-length LMS algorithm [J].
Zhang, Yonggang ;
Li, Ning ;
Chambers, Jonathon A. ;
Sayed, A. H. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (02) :839-845
[8]   A new variable tap-length LMS algorithm to model an exponential decay impulse response [J].
Zhang, Yonggang ;
Chambers, Jonathon A. ;
Sanei, Saeid ;
Kendrick, Paul ;
Cox, Trevor J. .
IEEE SIGNAL PROCESSING LETTERS, 2007, 14 (04) :263-266