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一种不需要特征值分解的ESPRIT方法 被引量:3

An Improved ESPRIT Algorithm without Eigenvalues Decomposition
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摘要 多级维纳滤波是一种降维算法,本文提出了一种将多级维纳滤波引入到ESPRIT算法的预处理模型,提出了一种构造预处理滤波器的方法,提出了适合于ESPRIT方法的多级维纳滤波的结构。本文提出的方法避免了采样数据二阶统计的特征值分解,降低了运算量。本文方法具有一般性,适合于基于子空间方法的一大类DOA估计。仿真结果证明了方法的有效性。 Multi-stage Wiener filter is a reduced-rand algorithm. In this Paper, the pretreatment model is presented, thus the multi-stage Wiener filter can be used in ESPRIT algorithm. A method to construct the pretreatment fiher is brought up. The suitable configuration of multi-stage Wiener filter for ESPRIT is proposed. The new method has no need of the eigenvalues decomposition of the autocorrelation of the sample data,thus can have less computational cost. The new method can apply to a lot of subspace methods. Simulation results demonstrate the effectiveness of the method.
出处 《信号处理》 CSCD 北大核心 2008年第3期357-360,共4页 Journal of Signal Processing
基金 国家自然科学基金(60502040)资助
关键词 阵列信号处理 多级维纳滤波 ESPRIT Array signal processing Multi-stage Wiener filter ESPRIT
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参考文献6

  • 1Pisarenko, V. F. , The retrieval of harmonics from a covariance function. Geophysical Journal Royal of Astronomical Society, 1973.33 :p. 347-366.
  • 2Schmidt, R. O. , Multiple emitter location and signal parameter estimation. IEEE Trans, 1986.34:p. 276-280.
  • 3R. Roy and T. Kailath,ESPRIT-estimation of signal parameters via rotational invariance techniques. IEEE Trans,1989.37(7) :p. 984-995.
  • 4Barabell, A. , Improving the resolution performance of eigenstructure-based directionfinding algorithm. In Proceedings Proceedings of the International Conference on Acoustics, Speech,and Signal Processing, 1983 :p. 336-339.
  • 5Rao, B. D. and K. Hari, Performance analysis of root-ESPRIT. IEEE Transactions on Signal Processing, 1989. 37 ( 12), : p. 1939-1949.
  • 6Goldstein, J. S. , I. S. Reed, and L. L. Scharf, A multistage representation of the Wiener filter based on orthogonal projections. Information Theory, IEEE Transactions on, 1998. 44 ( 7 ) : p. 2943-2959.

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