基于多级维纳滤波器的信号子空间拟合算法
Signal Subspace Fitting Based on the Multi-stage Wiener Filter
-
摘要: 提出一种信号子空间拟合的新方法.推导出信号子空间拟合一个新的基本公式,进而建立信号子空间拟合一个新的准则函数.分析表明,信号子空间可以由多级维纳滤波器的若干个匹配滤波器有效地构成,而且匹配滤波器只需要多级维纳滤波器的若干步前向递推,所以该方法具有小运算量和低复杂度的特点.最后,计算机仿真验证了该方法的有效性.Abstract: A new method for signal subspace fitting is presented. Firstly, a novel criterion of signal subspace fitting is derived. It is shown that the correct knowledge of the number of signals is unnecessary since the columns of the signal subspace can be much lower than the number of signals. The proposed method does not resort to the estimate of the covariance matrix or its eigendecomposition, thereby implying much lower computational complexity. Finally, the effectiveness of the proposed approach is verified by numerical results.
-
Viberg M, Otterstem B. Sensor array processing based on subspace fitting[J].IEEE Trans. on Signal Processing.1991, 39(5):1110-[2]Cheung K W, Cheung S W. Analysis of ML and WSF in wireless channels. Electronic Letter, 1998.34(7): 624-625.[3]Guanghan X, Kailath T. Fast subspace decomposition[J].IEEE Trans. on Signal Processing.1994, 42(3):539-[4]Goldstein J S, Reed I S, Scharf L L. A multistage representation of the wiener filter based on orthogonal projections[J].IEEE Trans.on Information Theory.1998, 44(7):2943-[5]Witzgall H E, Goldstein J S, Zoltowski M D. A non-unitary extension to spectral estimation. in the Ninth IEEE Digital Signal Processing Workshop Hunt, Texas, Oct. 15 - 18, 2000:1 - 6.[6]Ricks D, Goldstein J S. Efficient implementation of multi-stage adaptive weiner filters. Antenna Applications Symposium,Allerton Park, Illinois, 20 - 22 Sept. 2000:29 - 41.[7]Honig M L, Weimin X. Performance of reduced-rank linear interference suppression[J].IEEE Trans. on Information Theory.2001, 47(5):1928- -
计量
- 文章访问数: 2265
- HTML全文浏览量: 104
- PDF下载量: 542
- 被引次数: 0
下载:
