AN ADAPTIVE FILTER BASED ON WAVELET TRANSFORM AND AFFINE PROJECTION ALGORITHM

被引:0
作者
Wu, Wei-Wei [1 ]
Wang, Yan-Song [1 ]
Zhang, Jue-Cheng [1 ]
机构
[1] Shanghai Univ Engn Sci, Shanghai 201620, Peoples R China
来源
PROCEEDINGS OF THE 2010 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION | 2010年
关键词
Wavelet transform; Affine projection algorithm; Adaptive filter; Variable step-size scheme; STEP-SIZE NLMS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Based on the wavelet transform (WT) and the affine projection algorithm, a new adaptive filter with a variable step-size scheme, so-called WAPA filter, is proposed in this paper. The computation performance of the WAPA filter is further verified by some numerical simulations and engineering applications. Comparing with the traditional affine projection algorithm (APA), the newly proposed algorithm can provide a faster convergence speed with the same mean square errors (MSE). This implies that the WAPA order may be reduced for a same filtering result; and the saved computation time may counteract the computation expenses of the wavelet transform. The faster convergence speed and the lower steady state MSE (or mis-adjustment) can be attributed to the variable step-size scheme adopted in the WAPA, which is much better than the normal variable step-size APAs.
引用
收藏
页码:392 / 397
页数:6
相关论文
共 10 条
  • [1] Abutalebi HR, 2003, 2003 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL I, PROCEEDINGS, P833
  • [2] [Anonymous], 1992, 10 LECT WAVELETS
  • [3] Wavelet transform based adaptive filters: Analysis and new results
    Erdol, N
    Basbug, F
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (09) : 2163 - 2171
  • [4] Haykin SS., 2002, ADAPTIVE FILTER THEO, V4
  • [5] Mallat S., 2002, WAVELET TOUR SIGNAL, V3rd
  • [6] Variable step-size NLMS algorithm for under-modeling acoustic echo cancellation
    Paleologu, Constantin
    Ciochina, Silviu
    Benesty, Jacob
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2008, 15 : 5 - 8
  • [7] SANKARAN SG, 1999, THESIS VIRGINIA POLY
  • [8] Variable step-size NLMS and affine projection algorithms
    Shin, HC
    Sayed, AH
    Song, WJ
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2004, 11 (02) : 132 - 135
  • [9] Mean-square performance of a family of affine projection algorithms
    Shin, HC
    Sayed, AH
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (01) : 90 - 102
  • [10] A Performance Study of Affine Projection Adaptive Equalizers in the Presence of Strong Narrowband Interference
    Zhu, Yong-Gang
    Zhu, Yi-Yong
    Yao, Fu-Qiang
    Liu, Yong-Xiang
    [J]. 2009 WRI INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND MOBILE COMPUTING: CMC 2009, VOL 2, 2009, : 386 - +