COMPLEX COLORED WATER-FILLING ALGORITHM FOR GAIN ALLOCATION IN PROPORTIONATE ADAPTIVE FILTERING

被引:0
作者
Wagner, Kevin T. [1 ]
Doroslovacki, Milos I. [2 ]
机构
[1] USN, Res Lab, Div Radar, Washington, DC 20375 USA
[2] George Washington Univ, Dept Elect & Comp Engn, Washington, DC 20052 USA
来源
2012 CONFERENCE RECORD OF THE FORTY SIXTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS (ASILOMAR) | 2012年
关键词
Adaptive Estimation; Adaptive Filters; Least Mean Square Methods;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A complex colored water-filling algorithm is derived for gain allocation in proportionate-type NLMS filtering under the assumption that the input signal is Gaussian and the covariance and pseudo-covariance are known. The algorithm is derived by minimizing the mean square weight deviation at every time instance, where the weight deviation is defined as the difference between the unknown impulse response and the estimated impulse response at the current time. A single real-valued gain is used to simultaneously update both the real and imaginary parts of the estimated impulse response. The performance of the new algorithm is compared with the performance of several standard proportionate-type normalized least mean square algorithms for colored input.
引用
收藏
页码:1802 / 1806
页数:5
相关论文
共 8 条
  • [1] Haykin SS., 2002, ADAPTIVE FILTER THEO, V4
  • [2] A Class of Sparseness-Controlled Algorithms for Echo Cancellation
    Loganathan, Pradeep
    Khong, Andy W. H.
    Naylor, Patrick A.
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2009, 17 (08): : 1591 - 1601
  • [3] Sayed A. H., FUNDAMENTALS ADAPTIV
  • [4] Wagner K., 2011, IEEE INT C AC SPEECH
  • [5] Wagner K., 2012, P IEEE INT C AC SPEE
  • [6] Wagner K., 2012, P 46 C INF SCI SYST
  • [7] Proportionate-Type Normalized Least Mean Square Algorithms With Gain Allocation Motivated by Mean-Square-Error Minimization for White Input
    Wagner, Kevin
    Doroslovacki, Milos
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2011, 59 (05) : 2410 - 2415
  • [8] COMPLEX LMS ALGORITHM
    WIDROW, B
    MCCOOL, J
    BALL, M
    [J]. PROCEEDINGS OF THE IEEE, 1975, 63 (04) : 719 - 720