期刊文献+

基于ICA与MUSIC相结合的未知源数目DOA估计算法 被引量:1

DOA Estimation Algorithm base on the Combination of ICA and MUSIC Under Unknown Number of Sources
下载PDF
导出
摘要 从阵列入射信号具有统计独立和空域独立这两个方面出发,利用ICA和MUSIC算法相结合,进行未知源信号数目的 DOA估计,在算法迭代的过程中,得到源信号数目的同时也得到了源信号的DOA.通过仿真实验表明,该算法能对未知源数目的信号进行DOA估计,并且在低信噪比和存在弱信号的情况下仍然有效. Incident signals with characteristics of Statistically independent and spatial independent, in this paper , the combination of ICA and MUSIC Algorithm be used to estimate DOA of the number of unknown source signals. In the algorithm iterative process to obtain the number of source signals and the source signal of DOA. Thesimulation results show the proposed algorithm can estimate the DOA of singnals under / unknown source number, and in the case of low signal-to-noise ratio and the presence of a weak signal is still valid.
出处 《广西民族大学学报(自然科学版)》 CAS 2013年第2期72-77,共6页 Journal of Guangxi Minzu University :Natural Science Edition
基金 国家自然科学基金项目(61262028) 广西自然科学基金项目(2012GXNSFAA053235) 广西教育学院院级重点科研项目(桂教院科研[2013]2号 A2012002)
关键词 独立分量分析(ICA) MUSIC 波达方向(DOA)估计 源数目估计 independent component analysis (ICA) MUSIC direction-of-arrival estimation source number stimation
  • 相关文献

参考文献10

  • 1Schmidt R O. Multiple Emitter Location and Signal Parameter Es- timation[J]. IEEE Trans. on AP. , 1986 , AP - 34 (3) : 276 - 280.
  • 2Kritchman, S. Non-Parametric Detection of the Number of Sig- nals: Hypothesis Testing and Random Matrix Theory[J]. IEEE Trans. on SP. ,2009(57) : 3930-3941.
  • 3Sun TY,Liu CC,Tsai S - Jet al. Blind source separation with dy-namic source number using adaptive neural algorithm[J]. Expert Systems with Applications: An International Journal, 2009 (36) : 8855-8861.
  • 4Cichocki A,Amari Shun-ichi.自适应盲信号与图像处理[M].吴正国,唐劲松,章林柯,等译.北京:电子工业出版社,2005:56-59.
  • 5Nadler. Nonparametric detection of signals by information theoret- ic criteria: performance analysis and an improved estimator [J]. IEEE Trans on Signal Processing,2010,58(5) :2746-2756.
  • 6Haddadi F, Mohamaddi M M, Nayebi M M, et al. Statistical per- formance analysis of MDL source enumeration inaray processing [J-]. IEEE Trans on Signal Processing,2010,58(1) :452-457.
  • 7Wong K M,Zhang Q T,Reilly J P. On Information Theoretic Cri- teria for Determining the Number of Signals in High Resolution Array Proeess~ng[J]. IEEE Trans on ASSP, 1990,38(11) : 959 - 1974.
  • 8Wu Q,Fuhrmann D R. A Parametric Method for Determining the Number of Signals in Narrow- band Direction FindingI-J]. IEEE Trans on Signal Processing, 1991,39(8) : 1848- 1857.
  • 9Williams DB. Counting the Degrees of Freedom when Using AIC and MDL to Detect Signals[J]. IEEE Trans on Signal Processing, 1994,42(11) :3282-3284.
  • 10Amari S. Adaptive Blind Signal rocessing-Neural Network Ap- proaches[J]. Proceeding of IEEE, 1998, 86(10): 2026-2046.

共引文献5

同被引文献5

引证文献1

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