Prestack seismic texture analysis method based on gradient co-occurrence matrix
A technology of co-occurrence matrix and texture analysis, applied in seismic signal processing, seismology, geophysical measurement, etc. The effect of reducing the influence of noise
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[0026] The present invention introduces the gradient co-occurrence matrix as a texture analysis method, and on the basis of using the gray co-occurrence matrix to study the spatial correlation characteristics of gray levels, gradient information is added to improve data resolution and reduce the influence of noise.
[0027] Adding adjacent cells to calculate the gradient can calculate the gradient through the multi-point central difference formula to reduce the effect of noise. When using two adjacent points to calculate the gradient, use the 3-point center difference formula. The gradient calculation method is as follows:
[0028]
[0029] Where d stands for sample point z 2 The gradient at z i (i=1, 2, 3) is the value of three adjacent sample points, and Δx is the sample point interval.
[0030] When the noise is large, the effect of using the 3-point central difference formula to calculate the gradient to reduce the noise is not obvious. For this reason, more adjacent cells need t...
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