A Computationally Efficient Leaky and Regularized RLS Filter for Its Short Length

被引:2
作者
Horita, Eisuke [1 ]
机构
[1] Kanazawa Univ, Coll Sci & Engn, Sch Elect & Comp Engn, Kanazawa, Ishikawa 9201192, Japan
来源
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES | 2017年 / E100A卷 / 12期
关键词
adaptive filter; RLS; computational complexity; regularization; Tikhonov; ALGORITHM;
D O I
10.1587/transfun.E100.A.3045
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A Tikhonov regularized RLS algorithm with an exponential weighting factor, i.e., a leaky RLS (LRLS) algorithm was proposed by the author. A quadratic version of the LRLS algorithm also exists in the literature of adaptive filters. In this letter, a cubic version of the LRLS filter which is computationally efficient is proposed when the length of the adaptive filter is short. The proposed LRLS filter includes only a divide per iteration although its multiplications and additions increase in number. Simulation results show that the proposed LRLS filter is faster for its short length than the existing quadratic version of the LRLS filter.
引用
收藏
页码:3045 / 3048
页数:4
相关论文
共 14 条
  • [1] [Anonymous], ADAPTIVE FILTER THEO, DOI DOI 10.1109/ISCAS.2017.8050871
  • [2] Robust Shrinkage Affine-Projection Sign Adaptive-Filtering Algorithms for Impulsive Noise Environments
    Bhotto, Md Zulfiquar Ali
    Ahmad, M. Omair
    Swamy, M. N. S.
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (13) : 3349 - 3359
  • [3] A NOVEL-APPROACH FOR STABILIZING RECURSIVE LEAST-SQUARES FILTERS
    BOTTOMLEY, GE
    ALEXANDER, ST
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (08) : 1770 - 1779
  • [4] Nonlinear Acoustic Echo Cancellation Based on a Sliding-Window Leaky Kernel Affine Projection Algorithm
    Gil-Cacho, Jose M.
    Signoretto, Marco
    van Waterschoot, Toon
    Moonen, Marc
    Jensen, Soren Holdt
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2013, 21 (09): : 1867 - 1878
  • [5] Golub GH., 2012, MATRIX COMPUTATIONS, V3
  • [6] A leaky RLS algorithm: Its optimality and implementation
    Horita, E
    Sumiya, K
    Urakami, H
    Mitsuishi, S
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (10) : 2924 - 2932
  • [7] Horita E., 2016, IEICE T FUND ELECTR, VJ99-A, P399
  • [8] Ljung L., 1986, THEORY PRACTICE RECU
  • [9] Sayed A.H., 2008, Adaptive Filters
  • [10] Sayed AH, 1997, P AMER CONTR CONF, P1499, DOI 10.1109/ACC.1997.610757