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A Method of Seismic Attribute Fusion Based on Trigonometric Kernel Function

A technology of seismic attributes and fusion methods, applied in complex mathematical operations, instruments, calculations, etc., can solve problems such as unfavorable interpretation and analysis, complex display results, etc., and achieve the effect of reducing the difficulty of parameter optimization

Active Publication Date: 2020-03-24
SOUTHWEST PETROLEUM UNIV
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AI Technical Summary

Problems solved by technology

Although the seismic attribute fusion algorithm of PCA and RGBA does not require too much human intervention in the process of implementation, the algorithm itself needs to calculate eigenvalues ​​and eigenvectors
And because the obtained results are affected by the value of RGBA, the obtained display results are sometimes complicated, which is not conducive to further interpretation and analysis by interpreters

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  • A Method of Seismic Attribute Fusion Based on Trigonometric Kernel Function
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  • A Method of Seismic Attribute Fusion Based on Trigonometric Kernel Function

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Embodiment Construction

[0071] Below in conjunction with embodiment the present invention is described further.

[0072]A kind of seismic attribute fusion method based on trigonometric kernel function of the present invention, comprises following step S10, imports the seismic attribute to be fused, and extracts the original data of seismic attribute by following formula:

[0073] X={x 1 ,x 2 ...x n},x i ∈ R m

[0074] In the formula: X is the collection of multi-dimensional seismic attribute sample points; x i is the i-th multi-dimensional seismic attribute sample point; R is the input space; m is the dimension of the input space;

[0075] S20, using a nonlinear mapping function to obtain the feature space of the original data;

[0076] S30, standardize the data obtained in the step S20, unify weights and measures, select the trigonometric function as the kernel function, and calculate the kernel matrix; the selected kernel function is as follows:

[0077]

[0078] In the formula: K is the...

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Abstract

The present invention discloses a method of earthquake attribute attributes based on the triangular nuclear function, including the following steps: imported the original data of the earthquake attribute to be integrated, and extract the original data of the earthquake attributes; use non -linear mapping functions to find the characteristic space of the original data; the data is standardized for standardization, Unified measurement, select the triangular function as the core function, calculate the nuclear matrix; then calculate the feature value and feature vector of the nuclear matrix, and arrange from large to small according to the value, and the first Q feature value and the large significant contribution rate of the special signing value andThe corresponding feature vector; the feature vector of the high -dimensional space is calculated by the lower formula; the redundant data is used according to the Bayesian probability model; and finally the fusion calculation is performed through the lower formula.This method can map non -linear relations between polyphones, integrate the common characteristics of different attributes, and extract one or a few main characteristics reflecting the reservoir, thereby achieving comprehensive processing of attributes, elimination of redundant information, and improving the purpose of the purposeThe purpose of layer prediction.

Description

technical field [0001] The invention relates to the technical field of seismic attribute fusion, in particular to a seismic attribute fusion method based on a trigonometric kernel function. Background technique [0002] Seismic attribute fusion technology is an attribute analysis method that has emerged in recent years. Because different seismic attributes have different sensitivities to geological features, the single seismic attribute analysis is increasingly unable to satisfy the interpretation of seismic data today. As more and more seismic attributes are proposed, the optimization of seismic attributes and the comprehensive interpretation of multidimensional seismic attributes become particularly important. The fusion technology of multi-dimensional seismic attributes is to apply mathematical methods to fuse multiple attributes reflecting the target reservoir. Influence factors on the target reservoir, and finally get the optimal result. Conventional multi-dimensiona...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06K9/62G06F17/15
CPCG06F17/15G06F18/24155G06F18/253
Inventor 赵虎罗磊尹成张金淼王建花刘志鹏
Owner SOUTHWEST PETROLEUM UNIV
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