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子空间跟踪PASTd算法的改进及其应用 被引量:4

Improvement and Applications of PASTd Algorithm for Subspace Tracking
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摘要 分析了PASTd(紧缩近似投影子空间跟踪)算法,通过仿真分析发现PASTd算法在信噪比较高的情况下,特征值收敛速度达不到MDL(最短描述长度)算法的要求,导致维数估算的结果偏大。针对这一问题,文中把OPAST(正交近似投影子空间跟踪)算法引申到PASTd算法中,弥补它的缺陷。仿真结果表明,提出的改进算法收敛性能较原PASTd要好,可得到更好的维数估计与波达方向估计。另外文中提出的算法对天线阵列的干扰零点形成有很强的实用价值。 The PASTd algorithm is analyzed. By simulation it is found that when the SNR is relatively high, the convergence speed of signal eigenvalues can not meet the demand of MDL, resulting in higher rank estimation. In this paper a Fast Orthonormal PAST Algorithm( OPAST) is introduced into the PASTd 'algorithm for tackling this shortcoming. It is shown by simulation that the improved algorithm can achieve better convergence and better estimation of the rank and DOA. So it is very useful for nulling the interference.
出处 《现代雷达》 CSCD 北大核心 2005年第11期75-77,88,共4页 Modern Radar
基金 国家自然科学基金资助(60271012)
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参考文献3

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同被引文献33

  • 1张辉,张晋.空-时多用户检测中子空间跟踪算法[J].西安电子科技大学学报,2005,32(2):237-241. 被引量:4
  • 2陈洪光,沈振康,郭天天.一种基于PCA分析的DoA估计算法[J].系统工程与电子技术,2005,27(8):1376-1378. 被引量:4
  • 3吕善伟,贺宁蓉.改进PASTd算法在大型自适应阵中的应用[J].北京航空航天大学学报,2005,31(9):949-952. 被引量:1
  • 4李作洲,朱义胜.基于子空间方法的阵列天线方向向量自适应盲估计[J].电子学报,2006,34(12):2307-2310. 被引量:2
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