SSD and GZC machine state monitoring method and device
A machine state and algorithm technology, applied in the direction of measuring devices, machine/structural component testing, mechanical component testing, etc., can solve the difficulty of determining the order of the fitting polynomial trend, the destruction of the fractal structure of the original signal, and the manual determination of the analysis scale, etc. problem, to achieve the effect of avoiding negative frequency phenomenon, high accuracy rate, high accuracy and precision
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[0102] Examples such as figure 1 , figure 2 Shown, a kind of SSD and GZC machine status monitoring method, it is characterized in that: comprise the following steps:
[0103] Step 1: Use the acceleration sensor to measure the equipment vibration signal x(k) at the sampling frequency fs, k=1, 2, ..., N, N is the length of the sampling signal;
[0104] Step 2: Use the Singular Spectrum Decomposition (SSD) algorithm to decompose the signal x(k) into the sum of n components and a trend item, namely , where c i (k) represents the i-th component obtained by the SSD algorithm, r n (k) represents the trend item obtained by the SSD algorithm, in this example, n=10;
[0105] Step 3: Use nonlinear discriminant algorithm to exclude noise components and trend items from SSD decomposition results, and retain the component c containing fractal features f (k), f=1,2,...,p, p represents the number of residual components after filtering; the SSD algorithm is known, see literature
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