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一种基于回归估计误差仿射投影算法的统计特性分析 被引量:2

Statistical Analysis of Affine Projection Using Regressive Estimated Error Algorithm
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摘要 输入信号是自回归模型时,建立了一种基于回归估计误差的仿射投影(Affine projection using regressive estimated error,AP-REE)算法的统计模型.在五个假设的条件下,推导出了AP-REE算法迭代方向上权值误差和权值均方误差的递归迭代方程,分析了AP-REE算法稳定状态的误差.仿真结果表明建立的统计模型与AP-REE算法的仿真结果具有一致性. This paper presents a statistical analysis of the affine projection using regressive estimated error (AP-REE) algorithm. An analytical model is derived for autoregressive input. Under the five assumptions, deterministic recursive equations are derived for the mean weight error and for the mean-square error in the iterated direction. We also analyze the steady-state behavior of the AP-REE algorithm. Simulation results are presented to show good consistency between the algorithm and the theory.
出处 《自动化学报》 EI CSCD 北大核心 2013年第3期244-250,共7页 Acta Automatica Sinica
基金 国家自然科学基金(61201321) 西北工业大学基础研究基金(JC20100217)资助~~
关键词 仿射投影 回归估计误差 自适应滤波 系统辨识 Affine projection, regressive estimated error, adaptive filter, system identification
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参考文献18

  • 1Haykin S. Adaptive Filter Theory. Englewood Cliffs, NJ Prentice-Hall. 2002. 被引量:1
  • 2Ozeki K, Umeda T. An adaptive filtering algorithm using an orthogonal projection to an affine subspace and its proper- ties. Electronics and Communication in Japan, 1984, 67(5): 19-27. 被引量:1
  • 3Rupp M. A family of adaptive filter algorithms with decorre- lating properties. IEEE Transactions on Signal Processing, 1998, 46(3): 771-775. 被引量:1
  • 4Sankaran S G, Beex A A L. Fast generalized affine projection algorithm. International Journal of Adaptive Control and Signal Processing, 2000, 14(6): 623-641. 被引量:1
  • 5Zhang S, Zhi Y F. Affine projection algorithm using re- gressive estimated error. ISRN Signal Processing, 2011, doi: 10.5402/2011/180624. 被引量:1
  • 6Chang M S, Kong N W, Park P G. An affine projection al- gorithm bossed on reuse time of input vectors. IEEE Trans- actions on Signal Processing, 2010, 17(8): 750-753. 被引量:1
  • 7Fan Y, Zhang J. Variable step-size affine projection algo- rithm with exponential smoothing factors. Electronics Let- ters, 2009, 45(17): 911-912. 被引量:1
  • 8Yin W T, Mehr A S. A variable regularization method for affine projection algorithm. IEEE Transactions on Circuits and Systems II: Express Briefs, 2010, 57(6): 476-480. 被引量:1
  • 9Kim S E, Kong S J, Song W J. An affine projection algo- rithm with evolving order. IEEE Signal Processing Letters, 2009, 16(11): 937-940. 被引量:1
  • 10Paleologu C, Ciochina S, Benesty J. An efficient proportion- ate affine projection algorithm for echo cancellation. IEEE Signal Processing Letters, 2010, 17(2): 165-167. 被引量:1

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