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基于分数阶共变的有色谐波信号频谱估计 被引量:3

Spectrum Estimation of Colored Harmonic Signal Based on Fractional Order Covariation
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摘要 在alpha稳定分布噪声下,传统的谐波信号的频谱估计方法会失去其韧性。本文简要分析了分数阶共变矩阵的结构,在此基础上提出了基于分数阶统计量的谐波信号的频谱估计新方法:基于分数阶共变的Pisarenko谐波分解(FOC-PHD)算法和多信号分类法(FOC-MUSIC)算法。这种方法将信号频谱估计的范围从二阶矩扩大到p阶矩(1<p<α≤2)。通过对给定的alpha稳定分布噪声中正弦信号的估计与分辨进行仿真,详细比较了传统的谐波信号频谱估计和FOC-PHD、FOC-MUSIC频谱估计算法的性能,仿真结果表明,本文提出的方法明显优于传统的频谱估计算法,具有良好的韧性。 Under the alpha stable distribution noise , the convential harmonic signal spectrum estimate algorithm would lose its capability. This paper briefly analyzes the frame of fractional order covariation, proposes some new methods for frequency estimation under alpha-stable noise conditions: Fractional Order Covariation Pisarenko harmonic decomposition (FOC-PHD) and Fractional Order Covariation Multiple Signal Classification (FOC-MUSIC). This method extends the range from 2 to p (l〈p〈a~_2). By estimating the sinusoidal signals embedded in the a stable noise, the convential harmonic signal spectrum estimate algorithm and FOC-PHD, FOC-MUSIC algorithm are compared in detail. Simulation results show that the new methods are robust, and their resolution capability and probability of resolution are better than conventional algorithm.
出处 《通信技术》 2008年第12期46-49,共4页 Communications Technology
基金 国家自然科学基金(NO.60772037) 江西省卫生厅科技计划项目(No.20072048)
关键词 ALPHA稳定分布 频谱估计 分数阶共变 Pisarenko谐波分解 多信号分类 Alpha stable distribution Spectrum Estimation Fractional Order Covariation Pisarenko HarmonicDecomposition Multiple Signal Classification
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参考文献8

  • 1Nikias C L, shao M. Signal Processing with Alpha-Stable Distributions and Applications. New York: John Wiley & Sons Inc., 1995.
  • 2shao M, Nikias C L. Signal Processing with fractional lower order moments: stable processes and their applications, proceedings of IEEE, 1993,81(07): 986-1010.
  • 3Lin T H, Mendel J M. A subspace-based direction finding algorithm using fractional lower order statistics[J]. IEEE Trans. on Signal Processing, 2001,49(08).
  • 4Kannan B, Fitzgerald W J. Beamforming in additive alpha-stable noise using fractional lower order statistics(FLOS), IEEE Proc. 1999
  • 5Totarong P, El-Jaroudi A. Robust high-resolution direction- of-arrival estimation via signal eigenvector domain, Oceanic Engineering, IEEE Journal of , 1993,18(04):491-499.
  • 6Dimitris G. Manolakis, Vinay K. Ingle, Stephen M. Kogon,Statistical and Adaptive Signal Processing ( 中译版),电子工业出版社,2003.
  • 7Zhang Q T. Probability of resolution of theM USIC algorithm, Signal Processing, IEEE Transactions on, 1995,43 (04):978 - 987.
  • 8Kaveh, M. ;Barabell A. The statistical performance of the MUSIC and the minimum-norm algorithms in resolving plane waves in noise, Acoustics, Speech, and Signal Processing , IEEE Transactions on , 1986,34(02):331-341.

同被引文献23

  • 1查代奉,高小英.基于SαSG分布噪声模型的自适应混合矩滤波方法[J].通信学报,2006,27(7):1-6. 被引量:1
  • 2王首勇,朱晓波.基于FLOC的ARMA SαS模型α谱估计方法[J].通信学报,2007,28(7):98-103. 被引量:4
  • 3Nikias C L,Shao M.Signal processing with alpha-stable distributions and applications[M].New York:John Wiley & Sons Inc,1995.
  • 4Shao M,Nikias C L.Signal processing with fractional lower order moments:Stable processes and their applications[J].Proceedings of IEEE, 1993,81(7) :986-1010.
  • 5Yang J.Sequence detection and parameter estimation over the wireless multi-channel based on fractional and higher order statistics[D]. USA:University of Southern California,2001.
  • 6Georgiadis A T,Mulgrew B.Adaptive Bayesian decision feedback equalizer for alpha-stable noise environments[J].Signal Processing, 2001,81 : 1603-1623.
  • 7Hardin C D.On the spectral representation of symmetric stable process[J].Multivariate Analysis, 1982,12:385-401.
  • 8Hsing T.Limit theorems for stable processes with application to spectral density estimation[J].Stochastic Processes and Their Applications, 1995,57(5) : 39-71.
  • 9Masry E,Cambanis S.Spectral density estimation for stationary stable processes[J].Stochastic Processes and Their Applications, 1984,18(6) : 1-31.
  • 10Gonzalez J G,Arce G R.Weighted myriad fihers:A robust filtering framework derived from alpha-stable distributions[C]//Proceedings IEEE International Conference on Acoustics,Speech,and Signal Processing,ICASSP-96,7-10 May 1996,5.

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