Short interval frequency estimation method of undersampled waveform, and estimator
A technology of frequency estimation and undersampling, which is applied in the field of array signal analysis and processing, can solve the problems of increasing DFT and high computational complexity, and achieve the effects of improving anti-noise robustness, improving estimation accuracy, and reducing computational complexity
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Embodiment 1
[0056] The embodiment of the present invention performs a comprehensive error analysis on the CRT-based frequency estimator in the prior art, and the error analysis consists of two parts: DFT resolution error and noise error.
[0057] To eliminate the DFT resolution error, existing CRT-based estimators only consider a special case, the signal frequency f 0 Exactly equal to an integer multiple Δf of the frequency resolution of the DFT, where the resolution error of the zero-filled DFT is negligible.
[0058] However, the signal frequency f 0 is more likely to be equal to a fractional multiple of Δf, i.e. the DFT resolution error is not negligible. Therefore, a spectral corrector should be introduced to reduce the resolution error.
[0059] In addition, the choice of spectral corrector is important because choosing an inappropriate corrector may introduce undesired corrector errors. Therefore, using the Candan spectral corrector [10][11] . Therefore, compared with the CRT-b...
Embodiment 2
[0068] Below in conjunction with specific calculation formulas, examples further introduce the scheme in embodiment 1, see the following description for details:
[0069] 1. Estimation model based on CRT
[0070] Suppose a high frequency signal model looks like this:
[0071] x(t)=α exp(j2πf 0 t)+ω(t) (1)
[0072] Among them, f 0 is the frequency to be measured, α is the amplitude, and ω(t) is additive white noise.
[0073] In order to estimate the frequency to be measured f 0 , L low-sampling-rate A / D converters are needed to discretize the high-frequency signal x(t). Suppose the sampling rate of the high-frequency signal x(t) is M 1 ~ M L , and the greatest common divisor of the sampling rate is M, let:
[0074] Γ i = M i / M, 1
[0075] Among them, Γ 1 ~Γ L Pairs of each other.
[0076] Assuming that the observation time is T, the undersampling sequence is:
[0077]
[0078] Further, in this embodiment of the present invention, M i Do DFT to get th...
Embodiment 3
[0136] The feasibility of the method in Embodiment 1 and 2 is verified below in conjunction with specific simulation experiments, see the following description for details:
[0137] In this part, the embodiment of the present invention compares the estimation method designed in the embodiment of the present invention with the original CRT estimation method in terms of anti-noise robustness and estimation accuracy. The parameters involved in formulas (1) to (4) are set as follows:
[0138] L=2,f 0 =120000.3Hz, M 1 =13600Hz, M 2 = 14400Hz (mutual prime integer is Γ 1 =17,Γ 2 =18, M 1 , M 2 The common divisor of M=800). If the observation interval is short T=0.05s, then the first channel and the second channel sample 680 and 720 respectively.
[0139] 1. Comparison of anti-noise robustness in the case of low signal-to-noise ratio
[0140] In the experiment, the SNR increases in [-34,-18], and for each SNR, 10,000 Monte Carlo experiments are performed in the embodiment of...
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