A Modified Filtered-x LMAT Algorithm for Active Noise Control of Impulsive Noise

被引:0
|
作者
Hussain, Abid [1 ]
Mirza, Alina [1 ]
Zeb, Ayesha [2 ]
Umair, Mir Yasir [1 ]
机构
[1] Natl Univ Sci & Technol NUST, Mil Coll Signals MCS, Dept Elect Engn, Islamabad, Pakistan
[2] Natl Univ Sci & Technol NUST, Coll Elect & Mech Engn, Dept Mechatron Engn, Islamabad, Pakistan
关键词
Impulsive Noise; Active Noise Control; Adaptive Algorithms; ADAPTIVE ALGORITHM; PERFORMANCE;
D O I
10.1109/isspit47144.2019.9001759
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this era, the reduction of impulsive noise within the active noise control (ANC) has become a serious problem. In literature, a number of techniques has been offered for ANC systems. Impulsive noises have heavy tails and they are modelled using the non-Gaussian stable process for which variance doesn't exist. Filtered-x least mean square (FxLMS) algorithm is a well celebrated algorithm but it becomes unsteady in the presence of large amplitude impulses. Adaptive filters established on the higher order error power (HOEP) principle possess enhanced filtering capability than least mean square (LMS) family algorithms for non-Gaussian noises. The performance of least mean absolute third (LMAT) algorithm, which reduces the cube power of absolute error, is tested under ANC system and thus, filtered-x least mean absolute third algorithm (FxLMAT) is proposed. To further refine the convergence and stability of FxLMAT algorithm, two modifications namely input samples ignored FxLMAT (SIFxLMAT) and input samples clipped FxLMAT (SCFxLMAT) algorithm are proposed, which modify the error and reference signals on the basis of statistical parameters of input noise. Simulation outcomes illustrate that the proposed SCFxLMAT algorithm possesses better stability and improved convergence than that of FxLMAT and SIFxLMAT algorithm.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] A modified filtered-x LMS algorithm for active control of periodic noise with on-line cancellation path modelling
    Qiu, XJ
    Hansen, CH
    JOURNAL OF LOW FREQUENCY NOISE VIBRATION AND ACTIVE CONTROL, 2000, 19 (01): : 35 - 46
  • [32] Novel Recursive Least Squares-Based Filtered-x Adaptive Algorithm Developed for Active Control of Impulsive Noise Sources
    Akhtar, Muhammad Tahir
    2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2020, : 2359 - 2364
  • [33] Influence of modeling error on noise reduction performance of active noise control systems using filtered-X LMS algorithm
    Tohoku Univ, Sendai, Japan
    J Acoust Soc Jpn E, 4 (195-202):
  • [34] Convex Combination Filtered-X Algorithms for Active Noise Control Systems
    Ferrer, Miguel
    Gonzalez, Alberto
    de Diego, Maria
    Pinero, Gema
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2013, 21 (01): : 154 - 165
  • [35] SPARSITY-INDUCING MODIFIED FILTERED-X AFFINE PROJECTION ALGORITHMS FOR ACTIVE NOISE CONTROL
    Gully, Amelia
    de Lamare, Rodrigo C.
    2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,
  • [36] A modified filtered-x least mean square/fourth algorithm using weighted reference signal for active noise control
    Zhou, Zhengdao
    Chen, Shuming
    Jiang, Yao
    Meng, Hao
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2022, 36 (04) : 882 - 900
  • [37] Filtered-x least mean square/fourth (FXLMS/F) algorithm for active noise control
    Song, Pucha
    Zhao, Haiquan
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2019, 120 : 69 - 82
  • [38] Kernel Filtered-x LMS Algorithm for Active Noise Control System with Nonlinear Primary Path
    Liu, Yuqi
    Sun, Chao
    Jiang, Shouda
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2018, 37 (12) : 5576 - 5594
  • [39] Eigenvalue equalization filtered-x algorithm for the multichannel active noise control of stationary and nonstationary signals
    Thomas, Jared K.
    Lovstedt, Stephan P.
    Blotter, Jonathan D.
    Sommerfeldt, Scott D.
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2008, 123 (06): : 4238 - 4249
  • [40] Filtered-x Error Coded Affine Projection Algorithm with Evolving Order for Active Noise Control
    Rodriguez S, Alejandro
    Avalos O, Juan G.
    Sanchez G, Juan C.
    2017 IEEE 8TH LATIN AMERICAN SYMPOSIUM ON CIRCUITS & SYSTEMS (LASCAS), 2017,