An Affine Combination of Two NLMS Adaptive Filters - Transient Mean-Square Analysis

被引:2
|
作者
Bermudez, Jose C. M. [1 ]
Bershad, Neil J. [2 ]
Tourneret, Jean-Yves [3 ]
机构
[1] Univ Fed Santa Catarina, Dept Elec Eng, Florianopolis, SC, Brazil
[2] Univ Calif Irvine, Dept Elect Engn & Comp Sci, Irvine, CA USA
[3] Univ Toulouse, IRIT ENSEEIHT TESA, Toulouse, France
关键词
D O I
10.1109/ACSSC.2008.5074398
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper studies the statistical behavior of an affine combination of the outputs of two NLMS adaptive filters that simultaneously adapt using the same white Gaussian inputs. The behaviors or the mean optimal mixing parameter and combined mean-square deviation (MSD) are studied for a time-varying unknown channel. Simulation results are presented for the optimal unrealizable affine combiner and for a practical combining scheme. With proper design. the practical combiner scheme yields an overall MSD that is usually less than the MSD of either filter.
引用
收藏
页码:230 / +
页数:2
相关论文
共 50 条
  • [21] Stochastic mean-square performance analysis of an adaptive Hammerstein filter
    Jeraj, Janez
    Mathews, V. John
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (06) : 2168 - 2177
  • [22] Stochastic mean-square performance analysis of an adaptive Hammerstein filter
    Jeraj, J
    Mathews, VJ
    2004 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL II, PROCEEDINGS: SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING SIGNAL PROCESSING THEORY AND METHODS, 2004, : 725 - 728
  • [23] Mean-square performance analysis of the normalized subband adaptive filter
    Lee, Kong-Aik
    Gan, Woon-Seng
    Kuo, Sen-Maw
    2006 FORTIETH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS, VOLS 1-5, 2006, : 248 - +
  • [24] TRANSIENT ANALYSIS FOR THE CONVEX COMBINATION OF TWO ADAPTIVE FILTERS WITH TRANSFER OF COEFFICIENTS
    Silva, Magno T. M.
    Nascimento, Vitor H.
    Arenas-Garcia, Jeronimo
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 3842 - 3845
  • [25] On performance bounds for an affine combination of two LMS adaptive filters
    Bershad, N. J.
    Bermudez, J. C. M.
    Tourneret, J. -Y
    2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12, 2008, : 3297 - +
  • [27] A convex combination of variable step-size adaptive filter and its mean-square performance analysis
    Yu, Xia
    Liu, Jian-Chang
    Li, Hong-Ru
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2010, 38 (02): : 480 - 484
  • [28] THEORETICAL ASSESSMENTS OF MEAN-SQUARE ERRORS OF ANTIALIASING FILTERS
    KISHIMOTO, K
    ONAGA, K
    NAKAMAE, E
    COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1987, 37 (03): : 428 - 437
  • [29] A TRANSIENT ANALYSIS FOR THE CONVEX COMBINATION OF ADAPTIVE FILTERS
    Nascimento, Vitor H.
    Silva, Magno T. M.
    Candido, Renato
    Arenas-Garcia, Jeronimo
    2009 IEEE/SP 15TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2, 2009, : 53 - +
  • [30] Mean-square Performance of the Family of Subband Affine Projection Algorithms
    Liu, Chang
    Zhang, Zhi
    Tang, Xiao
    2016 IEEE INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC), 2016, : 107 - 112