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AR model whitening and signal detection based on GLD algorithm in the non-Gaussian reverberation

机译:非高斯混响中基于GLD算法的AR模型白化与信号检测

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摘要

The paper analyzes the characteristics of shallow sea reverberation such as divergent variance and heavy tails in probability density distribution and matches it to symmetric alpha stable (SoS) distribution. After analyzing the AR model whitening method based on Gaussian distribution and Levinson-Durbin algorithm, the paper proposes and derives the generalized Levinson-Durbin (GLD) algorithm based on covariation theory of alpha stable distribution. The GLD algorithm can estimate the order and parameters of AR SocS model by iterations which are fast and effective in calculating, and then the performance tests by simulations are given. The AR model whitening method using GLD algorithm has a faster speed and a better detection performance than AR Gaussian whitening method in impulsive reverberation. At last the Monte Carlo simulating tests are used to validate the validity of the new method.
机译:本文分析了概率密度分布中浅海混响的特征,如发散方差和重尾等,并将其与对称α稳定(SoS)分布相匹配。在分析了基于高斯分布和Levinson-Durbin算法的AR模型白化方法之后,提出并推导了基于α稳定分布的协变理论的广义Levinson-Durbin(GLD)算法。 GLD算法可以通过迭代来估计AR SocS模型的阶数和参数,从而快速,有效地进行计算,然后通过仿真进行性能测试。在脉冲混响中,采用GLD算法的AR模型白化方法比AR高斯白化方法具有更快的速度和更好的检测性能。最后,使用蒙特卡罗模拟测试来验证新方法的有效性。

著录项

  • 来源
    《Applied Acoustics》 |2012年第10期|p.1045-1051|共7页
  • 作者单位

    College of Mechatronics Engineering and Automation, National University of Defense Technology, Changsha 410073, PR China;

    College of Mechatronics Engineering and Automation, National University of Defense Technology, Changsha 410073, PR China;

    College of Mechatronics Engineering and Automation, National University of Defense Technology, Changsha 410073, PR China;

    College of Mechatronics Engineering and Automation, National University of Defense Technology, Changsha 410073, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    non-gaussian reverberation; symmetric alpha stable distribution; AR model; CLD algorithm; signal detection;

    机译:非高斯混响;对称的α稳定分布;AR模型;CLD算法;信号检测;

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