Frequency estimation algorithm for multi-tone sinusoidal signals with noises

CHEN Peng,LIU Chunhua,SU Xin,TU Yaqing,ZHAO Shaomei

Journal of Vibration and Shock ›› 2021, Vol. 40 ›› Issue (14) : 138-143.

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Journal of Vibration and Shock ›› 2021, Vol. 40 ›› Issue (14) : 138-143.

Frequency estimation algorithm for multi-tone sinusoidal signals with noises

  • CHEN Peng1,2,LIU Chunhua2,SU Xin2,TU Yaqing3,ZHAO Shaomei2
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Abstract

To suppress the spectrum leakage influence of non-estimated frequency components of a multi-tone signal, a new frequency estimation algorithm was proposed.Firstly, the sampled signal was preprocessed by fast Fourier transform (FFT) algorithm to get the spectrum index of each frequency component, and the coarse estimation values of the amplitude and initial phase of each frequency component were obtained sequentially.Then, the non-estimated frequency components of the multi-tone single were filtered by afrequency shift strategy to obtain a down frequency signal.Finally, the down frequency signal was processed by spectrum analysis, and the more accurate estimation values of frequency, amplitude and initial phase estimates of each frequency component were achieved with an iterative procedure.Moreover, simulation experiments were carried out in different conditions, such as no noise, different signal to noise ratio, etc.The simulation results indicate that the proposed algorithm has a good frequency estimation performanceand improves the frequency estimation accuracy , which effectively suppresses the spectrum leakage influence of the multi-tone signal and is superior to the existing excellent algorithms.

Key words

frequency estimation / spectrum leakage / frequency shift strategy / multi-tone signal

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CHEN Peng,LIU Chunhua,SU Xin,TU Yaqing,ZHAO Shaomei. Frequency estimation algorithm for multi-tone sinusoidal signals with noises[J]. Journal of Vibration and Shock, 2021, 40(14): 138-143

References

[1]CHANDRASEKHAR K, HAMSAPRIYE, LAKSHMEESHA V K.Analysis of pisarenko harmonic decomposition-based subNyquist rate spectrum sensing for broadband cognitive radio[J].Defence Science Journal, 2017,67(1): 80-87.
[2]陈鹏,涂亚庆,刘言,等.相减策略的实复转换式参数估计算法[J].振动与冲击, 2020,39(21): 211-216.
CHEN Peng, TU Yaqing, LIU Yan, et al.Real-complex conversion parametric estimation algorithm based on subtraction strategy[J].Journal of Vibration and Shock, 2020,39(21): 211-216.
[3]WEN H, ZHANG J H, MENG Z, et al.Harmonic estimation using symmetrical interpolation FFT based on triangular self-convolution window[J].IEEE Transactions on Industrial Informatics, 2017,11(1): 16-26.
[4]SO H C, CHAN Y T.Short-time frequency estimation of a real sinusoid[J].IEICE Transactions on Fundamentals of Electronics Communications and Computer Sciences, 2005,88(9): 2455-2459.
[5]KAY S M.Fundamentals of statistical signal processing, volume III (paperback)[J].Detection Theory, 1993,37(4): 465-466.
[6]STOICA P, ARYE N.MUSIC, maximum likelihood, and Cramer-Rao bound[J].IEEE Transactions on Acoustics, Speech and Signal Processing, 1989,37(5): 720-741.
[7]陈鹏, 涂亚庆, 沈艳林,等.实复转换式衰减信号参数估计算法[J].振动与冲击, 2020,38(14): 53-58.
CHEN Peng, TU Yaqing, SHEN Yanlin, et al.Real-to-complex-transformation parameter estimation algorithm for damped real-value sinusoidal signal[J].Journal of Vibration and Shock, 2020,38(14): 53-58.
[8]ABOUTANIOS E, MULGREW B.Iterative frequency estimation by interpolation on fourier coefficients[J].IEEE Transactions on Signal Processing, 2005,53(4): 1237-1242.
[9]CANDAN C.Fine resolution frequency estimation from three DFT samples: case of windowed data[J].Signal Processing, 2015,114: 245-250.
[10]YE S L, ABOUTANIOS E.An algorithm for the parameter estimation of multiple superimposed exponentials in noise[C]//IEEE International Conference on Acoustics, Speech and Signal Processing.South Brisbane: IEEE, 2015.
[11]YE S L, ABOUTANIOS E.Rapid accurate frequency estimation of multiple resolved exponentials in noise[J].Signal Processing, 2017,132: 29-39.
[12]AHMET S, KHALID Q.A fast method for estimating frequencies of multiple sinusoidals[J].IEEE Signal Processing Letters, 2020,27: 386-390.
[13]DJUKANOVIC S.An accurate method for frequency estimation of a real sinusoid [J].IEEE Signal Processing Letters, 2016,23(7): 915-918.
[14]DJUKANOVIC S, POPOVIC V.Efficient and accurate detection and frequency estimation of multiple sinusoids[J].IEEE Access, 2019,7: 1118-1125.
[15]YE S L, SUN J D, ABOUTANIOS E.On the estimation of the parameters of a real sinusoid in noise[J].IEEE Signal Processing Letters, 2017,24(99): 638-642.
[16]KOCHERRY D L, YE S L, ABOUTANIOS E.Estimating parameters of multiple damped complex sinusoids with model order estimation[C]// IEEE International Workshop on Signal Processing Systems.Dallas: IEEE, 2016.
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