期刊文献+
任意字段
题名或关键词
题名
关键词
文摘
作者
第一作者
机构
刊名
分类号
参考文献
作者简介
基金资助
栏目信息

加权部分更新仿射投影算法

An affine projection algorithm with selective weighted regressors
下载PDF
导出
摘要 从数据重用因子出发,得到了基于部分更新仿射投影算法(SR-APA)的改进算法。该算法通过加权改变了SR-APA的数据筛选规律,从而降低了等效数据重用因子,并且通过对未加权原始数据的重新利用巧妙地避免了加权带来的条件数增加问题,最终达到了降低稳态均方误差(MSE)的效果。仿真结果表明,该算法不仅MSE比SR-APA低,收敛速度也比SR-APA快。在收敛速度相同时,该算法计算量只有SR-APA计算量的50%左右。 Based on Affine Projection Algorithm with Selective Regressors（SR-APA）,a new algorithm is proposed with a view to data reusing factor.The proposed algorithm introduces a weighting method to change the selective principles.Unweighted original data is reused in the iteration to avoid increasing the condition number of the input data,and finally the steady state Mean Square Error（MSE） is reduced.Simulation results show that the proposed algorithm not only reaches lower steady state MSE than SR-APA,but also accelerates the convergence speed of SR-APA.And with the same performance,the proposed algorithm has only 50% computations of SR-APA.
作者 彭最亮 李锋
机构地区 复旦大学电子工程系
出处 《信息与电子工程》 2010年第5期560-564,581,共6页 information and electronic engineering
关键词 仿射投影算法 部分更新 加权 条件数 affine projection algorithm selective regressors weighted condition number
分类号 TN911.72 [电子电信—通信与信息系统]
  • 相关文献

参考文献12

  • 1Sayed A H. Fundamentals of Adaptive Filtering[M]. New York:Wiley, 2003.
  • 2Hwang K Y,Song W J. An Affine Projection Adaptive Filtering Algorithm With Selective Regressors[J]. IEEE Tran. Circuit and Systems- Ⅱ :Express Briefs, 2007,54(1):43-46.
  • 3Dogancay K,Tanrikulu O. Adaptive Filtering Algorithm with Selective Partial updates[J]. IEEE Tran. Circuits Systems-Ⅱ, Analog Digit, Signal Process, 2001,48(8):762-769.
  • 4Werner S,Apolinario J A,Campos M L R. The Data-selective Constrained Affine Projection Algorithm[C]//ICASSP. Salt Lake City:[s.n.], 2001(6):3745-3748.
  • 5Shin H C,Sayed A H. Mean-Square Performance of a Family of Affine Projection Algorithms[J]. IEEE Tran. Signal Processing, 2004,52(1):90-102.
  • 6倪锦根,李锋.一种新的变步长最小均方自适应滤波算法[J].信息与电子工程,2008,6(1):10-13. 被引量：15
  • 7Dai Tao,Shahrrava B,Chen Xiang. A Variable Step-Size Affine Projection Algorithm with a Weighted Projection[C]//IEEE CCECE/C CGEI. Saskatoon:[s.n.], 2005:320-323.
  • 8Lee C W,CHO H,Ban S J,et al. A Derivation of the excess mean square error for affine projection algorithms using the condition number[C]//Control,Automation and Systems, 2007.ICCAS '07. International Conference. Seoul:[s.n.], 2007:1708-1711.
  • 9Rey H,Verge L R,Tressens S,et al. Variable Explicit Regularization in Affine Projection Algorithm: Robustness Issues and Optimal Choice[J]. IEEE Tran. on Signal Processing, 2007,55(5):2096-2109.
  • 10Benesty J,Gansler T. A Recursive Estimation of the Condition Number in the RLS Algorithms[C]//Proc. IEEE International Conference on Acoustics,Speech,and Signal Processing. Montreal:[s.n.], 2005:25-28.

二级参考文献20

  • 1罗小东,贾振红,王强.一种新的变步长LMS自适应滤波算法[J].电子学报,2006,34(6):1123-1126. 被引量：127
  • 2[1]Haykin S.Adaptive Filter Theory[M].Fourth Edition.New York:Pearson Education,2002.
  • 3[2]Diniz P S R.Algorithms and Practical Implementation[M].Second Edition.Boston:Kluwer Academic Publishers,2002.
  • 4[3]Gitlin R D,Weinstein S D.On the design algorithms for digitally implemented adaptive filters[J].IEEE Trans.On CT,1973,(2):125-136.
  • 5[4]Yasukawa H,Shimada S,Furukrawa I,et al.Acoustic echo canceller with high speech quality[C]// IEEE ICASSP,1987:2125-2128.
  • 6[5]Aboulnasr T,Mayyas K.A robust variable step-size LMS algorithm:analysis and simulations[J].IEEE Trans.On Signal,1997,45(3):631-639.
  • 7[6]Pazaitis D I,Constantinides A G.A novel kurtosis driven variable step-size adaptive algorithm[J].IEEE Trans.On Signal,1999,47(3):864-872.
  • 8[7]Mader A,Puder H,Schmidt G U.Step-size control for acoustic echo cancellation filter an overview[J].Signal Processing,2000,80(9):1697-1719.
  • 9[11]Xu Lijun,Zhang Jianqiu,Yan Yong.A Wavelet-based multi-sensor data fusion algorithm[J].IEEE Trans.On Instrumentation and Measurement,2004,53(6):1539-1545.
  • 10OZEKI K, UMEDA T. An adaptive filtering algorithm using an orthogonal projection to an affine subspace and its properties [J]. Electronics and Communications, 1984, 67-A(5) : 19- 27.

共引文献15

信息与电子工程
2010年 第5期

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部