Fast Sparse Adaptive Filtering Algorithms for Acoustic Echo Cancellation

被引:0
|
作者
Hassani, Islam [1 ]
Kedjar, Abdelhak [1 ]
Ramdane, Mohamed Amine [1 ]
Arezki, Madjid [1 ]
Benallal, Ahmed [1 ]
机构
[1] Univ Blida 1, Signal Proc & Image Lab LATSI, Route Soumaa,BP 270, Blida 09000, Algeria
关键词
Adaptive algorithms; Sparse system; Fast-NLMS; Acoustic echo cancellation;
D O I
暂无
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
In this communication, fast adaptive algorithms are suggested to enhance the performance of the Fast-Normalized Least Mean Square (FNLMS) algorithm in Acoustic Echo Cancellation (AEC) applications with a sparse system. We propose two new algorithms, the first one is the Zero-Attracting (ZA) FNLMS which gives a better performance when the unknown system is extremely sparse. However, by decreasing the sparsity of the system, the Mean Square Error (MSE) got significantly worse than that of the FNLMS algorithm. To overcome this issue, another algorithm named Reweighted Zero-Attracting FNLMS (RZA-FNLMS) algorithm is proposed in this paper. Simulation results with stationary and non-stationary inputs under different Signal to Noise Ratio (SNR) values of additive noise and change in the impulse response lengths show an improvement in the convergence speed.
引用
收藏
页码:142 / 146
页数:5
相关论文
共 50 条
  • [21] A Split Kernel Adaptive Filtering Architecture for Nonlinear Acoustic Echo Cancellation
    Van Vaerenbergh, Steven
    Azpicueta-Ruiz, Luis A.
    Comminiello, Danilo
    2016 24TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2016, : 1768 - 1772
  • [22] QRD-RLS Adaptive Filtering Approach for Acoustic Echo Cancellation and its Comparison with LMS and FLMS Algorithms
    Kumar, Er. Gaurav
    Gill, Sandeep Singh
    2015 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, SIGNALS, COMMUNICATION AND OPTIMIZATION (EESCO), 2015,
  • [23] A VHDL Implementation of NLMS and RLS Adaptive Algorithms for Acoustic Echo Cancellation
    Djendi, Mohamed
    Messini, Merouane
    Guessoum, Abderezak
    2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B), 2017,
  • [24] New transform-domain adaptive algorithms for acoustic echo cancellation
    Mayyas, K
    DIGITAL SIGNAL PROCESSING, 2003, 13 (03) : 415 - 432
  • [25] Sparse Adaptive Algorithm based on different update probability for Acoustic Echo Cancellation
    Wen Hao-xiang
    Luo Huan
    2017 IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, COMMUNICATIONS AND COMPUTING (ICSPCC), 2017,
  • [26] Convex Combined Adaptive Filtering Algorithm for Acoustic Echo Cancellation in Hostile Environments
    Chien, Ying-Ren
    Jin Li-You
    IEEE ACCESS, 2018, 6 : 16138 - 16148
  • [27] Stereophonic acoustic echo cancellation and two-channel adaptive filtering:: an overview
    Gänsler, T
    Benesty, J
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2000, 14 (06) : 565 - 586
  • [28] A Variable Mode QR Decomposition Adaptive Filtering Algorithm for Acoustic Echo Cancellation
    Li, J. B.
    Lu, C.
    Zhou, Y.
    MECHATRONICS ENGINEERING, COMPUTING AND INFORMATION TECHNOLOGY, 2014, 556-562 : 3839 - 3843
  • [29] A New Switching QR Decomposition Adaptive Filtering Algorithm for Acoustic Echo Cancellation
    Zhou, Y.
    Li, Q.
    Zhang, T. Q.
    SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, PTS 1-4, 2013, 303-306 : 1077 - 1080
  • [30] Adaptive filtering in subbands: Design issues and experimental results for acoustic echo cancellation
    FarhangBoroujeny, B
    Wang, ZJ
    SIGNAL PROCESSING, 1997, 61 (03) : 213 - 223