High-frequency resolution harmonic and inter-harmonic Prony method and device
A resolution and harmonic technology, applied in frequency measurement devices, circuit devices, spectral analysis/Fourier analysis, etc., can solve the problem of high computational burden of subspace methods, and achieve the effect of reducing computational burden and improving accuracy
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example 1
[0129] Example 1: The model of the sample signal is as follows: x(t)=sin(2π50.1t). There is only one sine wave in the sampling signal, and the deviation of the fundamental frequency is 0.1Hz.
[0130] First, the number of estimates is correctly set to M=1, both the traditional Prony method and the improved Prony method provided by the embodiment of the present invention can give accurate analysis. However, if the number of estimations is not set correctly, for example, M=2, 3, ..., 31, the traditional Prony method will give a large error analysis, but the improved Prony method provided by the embodiment of the present invention can still be in a large Gives accurate analysis most of the time.
[0131] figure 2 The FPE schematic diagram of Example 1 provided for the embodiment of the present invention, wherein figure 2 (a) figure is the FPE schematic diagram of the improved Prony method that the embodiment of the present invention provides, M=30, figure 2 Figure (b) in t...
example 2
[0133] Example 2: The model of the sample signal is as follows:
[0134]
[0135] Here the fundamental frequency deviation is 0.1Hz, and there are 20% of the second, third and fourth harmonics in the signal.
[0136] There are four sinusoids in the sampled signal, experiments show that the traditional Prony method cannot give an accurate estimate even if the number of estimates is correctly set to M=4. However, when M≥4, the modified Prony method can give accurate estimates for all components.
[0137] image 3 The FPE schematic diagram of Example 2 provided for the embodiment of the present invention, wherein image 3 (a) figure is the FPE schematic diagram of the improved Prony method that the embodiment of the present invention provides, M=30, image 3 Figure (b) in the figure is the FPE schematic diagram of the traditional Prony method, M=21, such as image 3 As shown, it shows that for the traditional Prony method, the value of FPE is very large, and the minimum va...
example 3
[0138] Example 3: The model of the sampled signal is as follows:
[0139]x(t)=[1+0.1sin(2π1t)]sin(2π50t),
[0140] There is 1Hz amplitude modulation in the signal.
[0141] The sampled signal can be expressed as:
[0142] x(t)=sin(2π50t)-0.05cos(2π49t)+0.05cos(2π51t),
[0143] There are three sinusoidal components with close frequencies at 49Hz, 50Hz and 51Hz in the sampled signal, and it is difficult to separate these three components with a short data window of 40ms.
[0144] Calculate the value of FPE. For the modified Prony method, the minimum value of FPE is obtained at M=30, FPE=1.4e-17. For the traditional Prony method, the minimum value of FPE is obtained when M=1, FPE=1.3e-4.
[0145] Figure 4 The FPE schematic diagram of Example 3 provided for the embodiment of the present invention, wherein Figure 4 (a) figure is the FPE schematic diagram of the improved Prony method that the embodiment of the present invention provides, Figure 4 Figure (b) in (b) is a sc...
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