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一种盲信号分离的信息理论方法 被引量:6

AN INFORMATION THEORY METHOD FOR BLIND SEPARATION OF SIGNALS
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摘要 给出了一种新的基于信息理论的盲信号分离的判据,该判据基于统计独立的假设,同时利用了最大信息传输和输出互信息最小化.将该判据用于独立分量分析,得到源信号的盲分离.仿真实验结果表明,同infomax方法相比,该方法可分离范围更广的信号. A new information theory based criterion is proposed for blind separation of signals in this paper,where the maximization of information transfer and minimization of mutual information of the output are applied.A separation matrix is derived while the criterion used to ICA.The computer simulation shows that the proposed method can separate some mixtures which infomax method would not.
出处 《山东大学学报(自然科学版)》 CSCD 1998年第4期398-403,共6页 Journal of Shandong University(Natural Science Edition)
基金 国家自然科学基金
关键词 独立分量分析 信息最大化 盲信号 分离 信息理论 Blind separation of signals Independent component analysis Information maximization
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同被引文献23

  • 1解静,李艳斌,陈建峰.最大似然估计的独立分量分析法[J].无线电工程,2004,34(7):10-11. 被引量:1
  • 2John R Hughes 马仁飞(译).临床实用脑电图学[M].北京:人民卫生出版社,1997..
  • 3卢文洋 杜润生.机械工程测试信号信号分析[M].武汉:华中理工大学出版社,1999.8.
  • 4卢文洋 杜润生.机械工程测试·信号·信号分析[M].武汉:华中理工大学出版社,1999,8..
  • 5Shun-Ichi Amari, Andrzej cicheeki, Adaptive blind signal Processing-Neural Network approaches,Proc. IEEE, 1998.
  • 6Howard Hua Yang, shun-ichi Amari. Adaptive online learning algorithms for blind separation, Maximum Faltropy and Minimum Mutual information[J]. Neural Computation, 1997,9:1457 - 1482.
  • 7Howard Hua Yang, shun-ichi Amari, Andmej cichocki. Informationtheoretic approach to blind separation of sources in non-linear mixture[J]. signal processing, 1998,64.291 - 300.
  • 8C Jutten, J Herault. Blind separation of sources, Part Ⅰ: An adaptive algorithm based on neuromimetic architecture[J]. Signal Processing, 1991, 24( 1 ): 1 - 10.
  • 9Howard Hua Yang, Shun- ichi Amari, Andrzej Cichocki. Information- theoretic approach to blind separation of sources in non - linear mixture[J]. Signal Processing, 1998,64(3): 291 - 300.
  • 10Vicente Zarzoso, Asoke K. Nandi. Adaptive blind source separation of vitrually any source probability density function[J]. IEEE Trans. Signal Processing, 2000, 48(2): 477-488.

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