Gradient Based Adaptive Filter Algorithm for Single Channel Acoustic Echo Cancellation in Noise

被引:0
|
作者
Mahbub, Upal [1 ]
Fattah, Shaikh Anowarul [1 ]
机构
[1] Bangladesh Univ Engn & Technol, Dept Elect & Elect Engn, Dhaka 1000, Bangladesh
关键词
single channel communication; adaptive echo cancellation; acoustic noise cancellation; gradient-based adaptive algorithms; least mean squares algorithm; spectral subtraction;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Conventional adaptive echo cancellation schemes are generally suitable for dual channel communication system and their performance degrades significantly in the presence of noise. This paper deals with a challenging task of cancelling both echo and noise in a single channel communication system. In this regard, first, a gradient based single channel adaptive least mean sqares (LMS) algorithm is developed to reduce the effect of echo. Next a spectral subtraction based single channel noise cancellation scheme is employed to reduce the effect of noise and residual echo. In order to overcome the problem of availability of a separate reference signal in single channel communication system, the delayed version of the echo and noise suppressed signal is used as the reference to the proposed adaptive filter algorithm. It is shown that the resulting update equation converges to the optimum Wiener-Hopf solution Several speech signals corrupted by both echo and noise have been tested and it is found that the proposed scheme not only provides an excellent echo cancellation performance in terms of average echo return loss enhancement, but also provides significant improvement in overall signal to distortion ratio.
引用
收藏
页数:4
相关论文
共 50 条
  • [31] Acoustic Echo Cancellation Using a Vector-Space-Based Adaptive Filtering Algorithm
    Tsao, Yu
    Fang, Shih-Hau
    Shiao, Yao
    IEEE SIGNAL PROCESSING LETTERS, 2015, 22 (03) : 351 - 355
  • [32] An acoustic echo cancellation based on the adaptive lattice-transversal joint (LTJ) filter structure
    Yoo, JH
    Cho, SH
    Youn, DH
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 1998, E81A (09) : 1951 - 1954
  • [33] Acoustic echo cancellation with adaptive filtering
    Kavsaoglu, Ahmet Resit
    Ozbay, Yuksel
    2006 IEEE 14TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS, VOLS 1 AND 2, 2006, : 619 - +
  • [34] Acoustic Echo and Noise Cancellation using Kalman Filter in a Modified GSC Framework
    Tanan, Subhash C.
    Nathwani, Karan
    Jain, Ayush
    Hegde, Rajesh M.
    Rani, Ruchi
    Tripathy, Abhijit
    CONFERENCE RECORD OF THE 2014 FORTY-EIGHTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, 2014, : 477 - 481
  • [35] ADAPTIVE ACOUSTIC ECHO CANCELLATION MICROPHONE
    KUO, SM
    PAN, ZB
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1993, 93 (03): : 1629 - 1636
  • [36] A PRACTICAL DATA-REUSE ADAPTIVE ALGORITHM FOR ACOUSTIC ECHO CANCELLATION
    Paleologu, Constantin
    Benesty, Jacob
    2012 PROCEEDINGS OF THE 20TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2012, : 2010 - 2014
  • [37] Research on Adaptive Acoustic Echo Cancellation Algorithm in Digital Hearing Aids
    Ma, Min
    Wang, Mingjiang
    Hu, Jiebin
    GREEN ENERGY AND SUSTAINABLE DEVELOPMENT I, 2017, 1864
  • [38] Lawson-Norm-Based Adaptive Filter for Channel Estimation and In-Car Echo Cancellation
    Huang, Xinqi
    Li, Yingsong
    Han, Xiao
    Tu, Huawei
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2022, 69 (04) : 2376 - 2380
  • [39] Adaptive filter and noise cancellation
    Yang, Xing-Tuan
    He, Wei
    Li, Hua-Fu
    Feng, Li-Min
    2ND ANNUAL INTERNATIONAL CONFERENCE ON ENERGY, ENVIRONMENTAL & SUSTAINABLE ECOSYSTEM DEVELOPMENT (EESED 2016), 2016, 115 : 271 - 276
  • [40] The wavelet transform-domain adaptive filter for nonlinear acoustic echo cancellation
    Raghuwanshi, Jitendra
    Mishra, Amit
    Singh, Narendra
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (35-36) : 25853 - 25871