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正弦波信号频率估计快速高精度递推算法的研究 被引量:14

A Research of Fast and Accurate Recursive Algorithm for Frequency Estimation of Sinusoid Signal
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摘要 该文提出了一种正弦波频率估计的频偏校正算法,结合M-Rife算法精度高和频偏校正算法运算量小的特点,研究了一种快速高精度正弦波信号频率估计的递推算法。先对一个较短的截短信号序列用M-Rife算法进行频率初始估计,以此作初始值用频偏校正算法对一个更长的截短信号序列进行估计得到更精确的估计频率,并依此类推,在最后一步递推时,用M-Rife算法得到最终的估计频率。在信号序列较长时,该算法的运算量小于做一次FFT。仿真结果表明,该算法性能稳定,估计方差接近克拉美-罗限(Cramer-Rao Lower Bound,CRLB),与M-Rife算法相仿。该算法便于实时地实现高精度频率估计。 A frequency offset correcting algorithm is presented for frequency estimation of sinusoid signal, and a fast and accurate recursive algorithm for frequency estimation of sinusoid signal is investigated by associating the advantage of high accuracy of the M-Rife algorithm and the advantage of small computational load of the frequency offset correcting algorithm. Firstly, an initial estimation is obtained by the M-Rife algorithm for a truncated signal series which has a few points. Next, with the initial estimation result, a more accurate estimation is obtained by the frequency offset correcting algorithm for a longer truncated signal series. And then, deduce the rest by analogy. Finally, the ultimate estimation is obtained by the M-Rife algorithm for the entire signal series. The computational complexity of the recursive algorithm is lower than that of an FFT operation when the signal series is long. Simulation results show that the performance of this algorithm is stable, and the estimation variance is nearly the same as the M-Rife algorithm, approaching to CRLB(Cramer-Rao Lower Bound). The algorithm is convenient for realizing real-time frequency estimation accurately.
出处 《电子与信息学报》 EI CSCD 北大核心 2009年第4期865-869,共5页 Journal of Electronics & Information Technology
关键词 频率估计 DFT系数 克拉美-罗限 频偏校正 递推算法 Frequency estimation DFT coefficient Cramer-Rao Lower Bound(CRLB) Frequency offset correcting Recursive algorithm
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参考文献7

  • 1Rife D C and Boorstyn R R. Single-tone parameter estimation from discrete-time observation. IEEE Trans. on Inform. Theory, 1974, IT-20(5): 591-598.
  • 2Rife D C and Vincent G A. Use of the discrete Fourier transform in the measurement of frequencies and levels of tones [J]. Bell Syst Tech. J, 1970, 49(2): 197-228.
  • 3邓振淼,刘渝,王志忠.正弦波频率估计的修正Rife算法[J].数据采集与处理,2006,21(4):473-477. 被引量:92
  • 4邓振淼,刘渝.正弦波频率估计的牛顿迭代方法初始值研究[J].电子学报,2007,35(1):104-107. 被引量:56
  • 5Rife D C. Digital tone parameter estimation in the presence of Gaussian noise [D]. New York: Polytech. Inst. Brooklyn. 1973.
  • 6Abatzoglou T J. A fast maximum likelihood algorithm for the frequency estimation of a sinusoid based on New ton's method [J]. IEEE Trans. on ASSP, 1985, 33(1): 77-89.
  • 7Kay S. A fast and accurate single frequency estimator [J] IEEE Trans. on Acoust Speech Signal Process, 1989, 37(12) 1987-1990.

二级参考文献12

  • 1[1]Rife D C,Boorstyn R R.Single-tone parameter es-timation from discrete-time observation[J].IEEE Trans Inform Theory,1974,IT-20(5):591-598.
  • 2[2]Kay S.A fast and accurate single frequency estimator[J].IEEE Trans Acoust Speech Signal Process,1989,37(12):1987-1990.
  • 3[3]Abatzoglou T J.A fast maximum likelihood algorithm for the frequency estimation of a sinusoid based on Newton′s method[J].IEEE Trans ASSP 1985,33(1):77-89.
  • 4[5]Rife D C,Vincent G A.Use of the discrete Fourier transform in the measurement of frequencies and levels of tones[J].Bell Syst Tech J,1970,49:197-228.
  • 5Rife D C,Boorstyn R R.Single-tone parameter estimation from discrete-time observation[J].IEEE Trans Inform Theory,1974,IT-20(5):591-598.
  • 6Rife D C,Boorstyn R R.Multiple tone parameter estimation from discrete time observations[J].Bell SystTech J,1976,55(9):1389-1410.
  • 7Rife D C,Vincent G A.Use of the discrete Fourier transform in the measurement of frequencies and levels of tones[J].Bell Syst Tech J,1970,49(2):197-228.
  • 8Rife D C.Digital tone parameter estimation in the presence of Gaussian noise[D].NewYork:Polytech.Inst.Brooklyn,1973.
  • 9Abatzoglou T J.A fast maximum likelihood algorithm for the frequency estimation of a sinusoid based on Newton's method[J].IEEE Trans ASSP,1985,33(1):77-89.
  • 10贾朝文.实时高精度频率估计算法[J].电子对抗技术,2000,15(3):11-14. 被引量:3

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