Detecting structural and stratigraphic information from seismic data
The present disclosure relates to a method of processing seismic signals comprising: receiving a set of seismic signals, applying a wavelet transformation to the set of signals and generating transformed signals across a plurality of scales. Then for each scale determining coherence information indicative of the transformed signals and generating a comparison matrix comparing the transformed signals, then outputting seismic attribute information based on combined coherence information.
1. A system to detect hydrocarbon deposits, comprising:
at least one memory that stores seismic signal traces obtained from a seismic survey of a land surface or a seabed;
one or more processors in communication with the at least one memory, the one or more processors to:
retrieve, from the at least one memory, the seismic signal traces;
transform, via a wavelet transformation, the seismic signal traces to transformed signals at a first scale and a second scale;
determine scale dependent coherence information comprising a scale dependent covariance matrix for the first scale and the second scale of the transformed signals;
generate, from a combination of the scale dependent coherence information for the first scale and the second scale of the transformed signals, one or more images that indicate at least one of stratigraphic information or a presence of a hydrocarbon deposit; and
provide, to a display unit in communication with the one or more processors, the one or more images to cause the display unit to display the one or more images.
2. The system of claim 1 , comprising the one or more processors to:
generate combined information for the first scale and the second scale of the transformed signals based on the scale dependent coherence information; and
generate, from the combined information for the first scale and the second scale, the one or more images that indicate the stratigraphic information and the presence of the hydrocarbon deposit.
3. The system of claim 1 , comprising the one or more processors to:
generate combined information for the first scale and the second scale of the transformed signals based on the scale dependent coherence information;
identify seismic attribute information based on at least one of an amplitude or a phase of the combined information; and
generate, from the seismic attribute information, the one or more images.
4. The system of claim 1 , comprising the one or more processors to:
generate, for the first scale and the second scale, a comparison matrix that compares the transformed signals for the first scale and the second scale;
determine direction dependent comparison information based on the comparison matrix;
identify seismic attribute information based on the direction dependent comparison information; and
generate, from the seismic attribute information, the one or more images that indicate the stratigraphic information and the presence of the hydrocarbon deposit.
5. The system of claim 1 , comprising the one or more processors to:
generate combined information and a comparison matrix for the first scale and the second scale;
determine direction dependent comparison information based on the comparison matrix;
identify seismic attribute information based on at least one of an amplitude or a phase of the combined information and the direction dependent comparison information; and
generate, from the seismic attribute information, the one or more images that indicate the stratigraphic information and the presence of the hydrocarbon deposit.
6. The system of claim 1 , wherein the scale dependent covariance matrix is indicative of a coherence of the transformed signals at a respective scale of the first scale and the second scale.
7. The system of claim 1 , comprising the one or more processors to generate a seismic map based on the one or more images.
8. The system of claim 1 , comprising the one or more processors to:
generate, based on the one or more images that indicates the at least one of the stratigraphic information or the presence of the hydrocarbon deposit, a topographical image.
9. The system of claim 1 , comprising the one or more processors to:
generate, for the first scale and the second scale, a comparison matrix that compares a pair of transformed signals for the first scale and the second scale;
apply, to the comparison matrix, a filter to modify a directional property of the comparison matrix;
determine direction dependent comparison information based on the directional property of the comparison matrix; and
identify seismic attribute information based on the direction dependent comparison information.
10. The system of claim 9 , wherein the filter to modify the directional property of the comparison matrix comprises an adjacency matrix to indicate information flows to or from the seismic signal traces.
11. The system of claim 9 , wherein the comparison matrix comprises an imaginary part to determine the direction dependent comparison information.
12. The system of claim 1 , comprising the one or more processors to:
apply a filter to generate combined information to the scale dependent coherence information.
13. The system of claim 1 , comprising the one or more processors to:
identify seismic attribute information using a grid; and
generate the one or more images from the seismic attribute information using the grid.
14. The system of claim 1 , comprising the one or more processors to:
identify seismic attribute information using a directed graph; and
generate the one or more images from the seismic attribute information using the directed graph.
15. A method of detecting hydrocarbon deposits, comprising:
retrieving, by one or more processors of a computing device, seismic signal traces from at least one memory in communication with the one or more processors;
transforming, by the one or more processors via a wavelet transformation, the seismic signal traces to transformed signals at a first scale and a second scale;
determining, by the one or more processors, scale dependent coherence information comprising a scale dependent covariance matrix for the first scale and the second scale of the transformed signals;
generating, by the one or more processors, from a combination of the scale dependent coherence information for the first scale and the second scale of the transformed signals, one or more images that indicate at least one of stratigraphic information or a presence of a hydrocarbon deposit; and
providing, by the one or more processors, to a display unit in communication with the one or more processors, the one or more images to cause the display unit to display the one or more images.
16. The method of claim 15 , comprising:
generating, by the one or more processors, combined information for the first scale and the second scale of the transformed signals based on the scale dependent coherence information; and
generating, by the one or more processors, from the combined information for the first scale and the second scale, the one or more images that indicate the stratigraphic information and the presence of the hydrocarbon deposit.
17. The method of claim 15 , comprising:
generating, by the one or more processors, combined information for the first scale and the second scale of the transformed signals based on the scale dependent coherence information;
identifying, by the one or more processors, seismic attribute information based on at least one of an amplitude or a phase of the combined information; and
generating, by the one or more processors, from the seismic attribute information, the one or more images.
18. The method of claim 15 , comprising:
generating, by the one or more processors for the first scale and the second scale, a comparison matrix that compares the transformed signals for the first scale and the second scale;
determining, by the one or more processors, direction dependent comparison information based on the comparison matrix;
identifying, by the one or more processors, seismic attribute information based on the direction dependent comparison information; and
generating, by the one or more processors, from the seismic attribute information, the one or more images that indicate the stratigraphic information and the presence of the hydrocarbon deposit.
19. The method of claim 15 , comprising:
generating, by the one or more processors, combined information and a comparison matrix for the first scale and the second scale;
determining, by the one or more processors, direction dependent comparison information based on the comparison matrix;
identifying, by the one or more processors, seismic attribute information based on at least one of an amplitude or a phase of the combined information and the direction dependent comparison information; and
generating, by the one or more processors, from the seismic attribute information, the one or more images that indicate the stratigraphic information and the presence of the hydrocarbon deposit.
20. The method of claim 15 , comprising:
generating, by the one or more processors for the first scale and the second scale, a comparison matrix that compares a pair of transformed signals for the first scale and the second scale;
applying, by the one or more processors to the comparison matrix, a filter to modify a directional property of the comparison matrix;
determining, by the one or more processors, direction dependent comparison information based on the directional property of the comparison matrix; and
identifying, by the one or more processors, seismic attribute information based on the direction dependent comparison information.