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一种新颖的动态选择输入向量的仿射投影算法

Novel Affine Projection Algorithm with Dynamic Selection of Input Vectors
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摘要 仿射投影算法利用多个输入向量更新滤波器系数,不同输入向量对滤波器性能影响不同。以均方偏差下降最快为目标,推导了动态选择输入向量的理想条件,该条件适用于仿射投影算法类中的多种算法。在此基础上,提出了一种便于实现的动态选择输入向量的仿射投影算法。理论分析与仿真结果表明:与传统的仿射投影算法相比,该算法具有收敛速率快、稳态误差小和计算复杂度小等优点。 Multiple input vectors are used to update the filter coefficients in the affine projection algorithm (APA) family,and different input vector affects the filter differently. The ideal selection condition of the input vectors was derived by the largest decrease of the mean-square deviation. This selection condition fits for different algorithms of the APA family. An APA family with dynamic selection of input vectors was proposed,which could be realized easily. The theoretical analysis and computer simulation results illustrate that,compared with the conventional APA,the proposed algorithm has a fast convergence speed,a small steady-state error and a small computational complexity.
出处 《系统仿真学报》 CAS CSCD 北大核心 2010年第4期1014-1017,共4页 Journal of System Simulation
基金 中国博士后科学基金资助课题(20070411066)
关键词 自适应滤波 仿射投影 动态选择输入向量 最小均方误差 adaptive filtering affine projection dynamic selection of input vectors LMS
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参考文献11

  • 1Simon Haykin.自适应滤波器原理[M].第4版.北京:电子工业出版社,2002:320-327.
  • 2K Ozeki, T Umeda. An Adaptive Filtering Algorithm Using An Orthogonal Projection to An Affine Subspace and Its Properties [J]. Electron. Commun. Jpn. (S8756-663X), 1984, 67-A(5): 19-27.
  • 3S G Sankaran, A A (Louis) Beex. Normalized LMS Algorithm with Orthogonal Correction Factors [C]//Proc. Thirty-First Asilomar Conf.Signals, Syst., Comput., Pacific Grove, CA, USA, Nov. 2-5, 1997: 1670-1673.
  • 4H-C Shin, W-J Song, A H Sayed. Mean-Square Performance of Data-Reusing Adaptive Algorithms [J]. IEEE Signal Process. Lett. (S 1070-9908), 2005, 12(12): 851-854.
  • 5S G Sankaran, A A (Louis) Beex. Convergence Behavior of Affine Projection Algorithms [J]. IEEE Trans. Signal Processing. (S1053-587X), 2000, 48(4): 1086-1096.
  • 6H-C Shin, A H Sayed. Mean-Square Performance of a Family of Affine Projection Algorithms [J]. IEEE Trans. Signal Processing. (S1053-587X), 2004, 52(1): 90-101.
  • 7S Werner, P S R Diniz, J E W Moreira. Set-Membership Aft'me Projection Algorithm with Variable Data-Reuse Factor [C]// Proc. 2006 IEEE Int. Symp. Circuits and Systems, May 2006. USA: IEEE, 2006: 261-264.
  • 8S-J Kong, K-Y Hwang, W-J Song. An Affine Projection Algorithm with Dynamic Selection of Input Vectors [J]. IEEE Signal Process. Lett. (S1070-9908), 2007, 14(8): 529-532.
  • 9J Apolinario Jr, M L R Campos, P S R Diniz. Convergence analysis of the binormalized data-reusing LMS algorithm [J]. IEEE Trans. Signal Process. (S 1053-587X), 2000, 48(11): 3235-3242.
  • 10李宁,张勇刚,郝燕玲.一种鲁棒性变步长LMS公式的稳态性能分析[J].系统仿真学报,2008,20(18):4978-4981. 被引量:5

二级参考文献23

  • 1刘世金,张榆锋,陈文略,赵兴碧.在噪声抵消应用中自适应滤波算法性能的仿真比较[J].系统仿真学报,2006,18(5):1178-1180. 被引量:26
  • 2覃景繁,韦岗.基于S型函数的变步长LMS自适应滤波算法[J].无线电工程,1996,26(4):44-47. 被引量:40
  • 3维德罗B 史蒂恩斯SD 王永德 龙宪惠 译.自适应信号处理[M].成都:四川大学出版社,1989..
  • 4WIDROW B,MCCOOL J M,LARMORE M G,JOHNSON C R.Stationary and nonstationary learning characteristics of the LMS adaptive filter[ J].Proc IEEE,1976,64 (8):1947-1951.
  • 5GELFAND S B,WEI Y KROGMEIER J V.The stability of variable step-size LMS algorithms[ J].IEEE Trans on Signal Processing,1999,47 (12):3277-3288.
  • 6ABOULNASR T MYAS K.A robust variable step-size lms-type algorithmt:Analysis and simulations[ J].IEEE Trans on Signal Processing,1997,45 (3):631-639.
  • 7MARCOS S,MACCHI O.Trasking capability of the least mean square algorithm:Application to an asynchronous echo canceller[ J ].IEEE Trans on Acoust,Speech,Signal Processing,1987,ASSP-35 (11) f:1570-1578.
  • 8GUO L,LJUNG L,WANG G G J.Necessary and sufficient conditions for stability of LMS[ J ].IEEE Trans on Automatic Control,1997,42 (6):761-770.
  • 9Harris R W,Chabries D M,bishop F A.A variable step (VS) adaptive filter algorithm[ J ].IEEE Trans on Acoustics,Speech and Signal Proc,1986,ASSP-34 (4):309 -316.
  • 10R H Kwong,E w Johnston.A variable step size LMS algorithm[ J ].IEEE Trans Signal processing,1992,40 (7):1633-1642.

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