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船载水声系统中的阵列信号处理算法研究

Research on array signal processing algorithms in underwater acoustic system
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摘要 首先分析ICA算法在船载水声系统中的问题,提出改进的cFastICA算法;然后阐述利用cFastICA算法进行复数信号的迭代过程;最后通过与TLS-ESPRIT算法比较,说明本文算法在采样频率较低的情况下角度误差较小,并且在信噪比一定的情况下,受到快拍数的影响较小。 Firstly,this paper analyzed the problem of ICA algorithm in underwater acoustic system.An improved cFastICA algorithm was proposed. In this paper,the iterative process of complex signals using cFastICA algorithm was described in detail. Finally,with the TLS-ESPRIT algorithm,the algorithm in the case of low sampling frequency angle error was small,and in a certain SNR,which was less affected by the number of snapshots.
出处 《舰船科学技术》 北大核心 2016年第8X期91-93,共3页 Ship Science and Technology
关键词 阵列信号 cFastICA算法 船载水声系统 array signal cFastICA algorithm underwater acoustic system
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参考文献3

  • 1Bingham E,Hyv?rinen A.A fast fixed-point algorithm for independent component analysis of complex valued signals. International Journal of Neural Systems . 2000
  • 2李广彪,张剑云.基于四阶累积量的最小模DOA估计方法[J].舰船科学技术,2006,28(3):48-52. 被引量:1
  • 3Ella Bingham,Aapo Hyvarinen.ICA of complex valued signals: a fast and robust deflationary algorithm. IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN‘00) . 2000

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