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噪声对贝叶斯频谱估计精度的影响

Influence of Noise on the Accuracy of Bayesian Spectrum Estimation
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摘要 研究了贝叶斯频谱估计的基本理论和基本方法 ,分别对无噪声和有噪声的简谐正弦信号进行了频谱估计。计算结果显示 :无噪声信号频率估计偏倚为零 ;当信号噪声系数S/N =1时 。 This article discusses the rationale and principle of Bayesian spectrum analysis, and does some spectrum analysis about noiseless and noisy harmonic sine signal. The result of the calculation reveals that the estimated spectrum bias of the noiseless signal is zero, and when S/N=1, the bias of Bayesian frequency is consistent with the theoretical value of Jaynes.
出处 《青岛科技大学学报(自然科学版)》 CAS 2004年第3期279-282,共4页 Journal of Qingdao University of Science and Technology:Natural Science Edition
关键词 贝叶斯频谱估计 偏倚 信号噪声系数 bayesian spectrum estimation bias signal-to-noise ratio
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参考文献4

  • 1Bretthorst G L. Bayesian spectrum analysis and parameter estimation[D]. St, Louis, Mossouri: Washington University, 1987
  • 2郑南宁.数字信号处理[M].西安:西安交通大学出版社,1995..
  • 3Bretthorst G L. Bayesian analysis ( Ⅱ ) signal detection and model selection [J]. Journal of Magnetic Resonance, 1990,88:552~570
  • 4Jaynes E T. Bayesian spectrum and chirp analysis. Proceedings of the Third Woorkshop on Maximum-Entropy and Bayesian Methods(1983)[C]. Boston: Simth C R, Reidel D.1987

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