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Volume 29 Issue 10
Jan.  2011
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Zhang Kun-lei, Wang Shu-xun, Wang Fei. Cumulant Projection Method for Two-Dimentional Harmonics Frequency Estimation in Colored Non-Gaussian Noise[J]. Journal of Electronics & Information Technology, 2007, 29(10): 2309-2312. doi: 10.3724/SP.J.1146.2006.00956
Citation: Zhang Kun-lei, Wang Shu-xun, Wang Fei. Cumulant Projection Method for Two-Dimentional Harmonics Frequency Estimation in Colored Non-Gaussian Noise[J]. Journal of Electronics & Information Technology, 2007, 29(10): 2309-2312. doi: 10.3724/SP.J.1146.2006.00956

Cumulant Projection Method for Two-Dimentional Harmonics Frequency Estimation in Colored Non-Gaussian Noise

doi: 10.3724/SP.J.1146.2006.00956
  • Received Date: 2006-06-30
  • Rev Recd Date: 2006-11-21
  • Publish Date: 2007-10-19
  • The problem of concern here was the two-dimensional (2-D) harmonic frequency estimation in colored non-Gaussian noise. The 2-D cumulant projection theorem of complex linear non-Gaussian process was presented. The noise auto-correlation estimation was obtained based on this theorem by skillfully constructing a high-order cumulant of the complex noisy harmonic. Then a generalized eigen-value problem was solved to prewhiten the noise space. Finally 2-D MUSIC was employed to retrieve the 2-D harmonic frequencies. This method can effectively extract frequencies from colored non-Gaussian noise, even though the noise is symmetrically-distributed or there exists quadratic phase coupling. Theory and algorithm are illustrated by simulation examples.
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  • Hosnym Ibrahim and Reda R Gharieb. Estimating two dimensional frequencies by a cumulant-based fblp method [J].IEEE Trans on Signal Processing.1999, 47(1):262-266[2]Gharieb R R. Cumulant-based LP method for two-dimensional spectral estimation [J].IEE Proc-Vis Singal Process.1999, 146 (6):307-312[3]汪飞, 王树勋, 窦慧晶.色噪声背景下的二维谐波频率估计电子学报, 204, 32(6):973-976. Wang Fei, Wang Shu-xun, and Dou Hui-jing. Estimating two- dimensional frequencies by extended ESPRIT Type Method. Acta Electronica Sinica, 2004, 32(6): 973-976.[4]Wang Fei, Wang Shu-xun, and Dou Hui-jing. Estimating two-dimensional frequency pairs by extended ESPRIT- type method. 2003 International Conference on Communi- cation Technology (ICCT2003), Beijing, China, April, 9-11, 2003.[5]Giannakis G and Delopoulos A. Non-parametric estimation of autocorrelation and spectra using cumulants and polyspectra In: Proc SP IE90 (San Diego, CA). 1990: 503-517.[6]Sadler B and Giannakis G. Noise subspace techniques in non-Gaussian noise using cumulants. IEEE Transon. on AES, 1995, 31: 1009-1018.[7]张严, 王树勋. 非高斯有色噪声中谐波恢复的累积量投影方法. 通信学报, 1998, 19(11): 30-37. Zhang Yan and Wang Shu-xun.Cumulant projection method for harmonic retrieval in colored non-gaussian Noise. Journal of China Institute of Communications, 1998, 919(11): 30-37.[8]Therrien W. Discrete random signals and statistical signal processing. Englewood Cliffs, NJ: Prentice Hall, 1992.
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