Seismic Stratigraphic Surface Classification
First Claim
1. A method of managing the production of hydrocarbons using computer classification of one or more seismic surfaces or surface patches based on measurements from seismic data, the method comprising:
- obtaining, by a computer, a training set including a plurality of previously obtained and labeled seismic surfaces or surface patches and one or more training seismic attributes measured or calculated at, above, and/or below the seismic surfaces;
obtaining, by the computer, one or more unclassified seismic surfaces or surface patches and one or more seismic attributes measured or calculated at, above, and/or below the unclassified seismic surfaces;
learning, by the computer, a classification model from the previously obtained and labeled seismic surfaces or surface patches and the one or more training seismic attributes;
classifying, by the computer, the unclassified seismic surfaces or surface patches based on the application of the classification model to the unclassified seismic surfaces or surface patches; and
using the classification of the unclassified seismic surfaces or surface patches to manage the production of hydrocarbons.
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Abstract
A method to classify one or more seismic surfaces or surface patches based on measurements from seismic data, including: obtaining, by a computer, a training set including a plurality of previously obtained and labeled seismic surfaces or surface patches and one or more training seismic attributes measured or calculated at, above, and/or below the seismic surfaces; obtaining, by the computer, one or more unclassified seismic surfaces or surface patches and one or more seismic attributes measured or calculated at, above, and/or below the unclassified seismic surfaces; learning, by the computer, a classification model from the previously obtained and labeled seismic surfaces or surface patches and the one or more training seismic attributes; and classifying, by the computer, the unclassified seismic surfaces or surface patches based on a comparison between the classification model and the unclassified seismic surfaces or surface patches.
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Citations
18 Claims
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1. A method of managing the production of hydrocarbons using computer classification of one or more seismic surfaces or surface patches based on measurements from seismic data, the method comprising:
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obtaining, by a computer, a training set including a plurality of previously obtained and labeled seismic surfaces or surface patches and one or more training seismic attributes measured or calculated at, above, and/or below the seismic surfaces; obtaining, by the computer, one or more unclassified seismic surfaces or surface patches and one or more seismic attributes measured or calculated at, above, and/or below the unclassified seismic surfaces; learning, by the computer, a classification model from the previously obtained and labeled seismic surfaces or surface patches and the one or more training seismic attributes; classifying, by the computer, the unclassified seismic surfaces or surface patches based on the application of the classification model to the unclassified seismic surfaces or surface patches; and using the classification of the unclassified seismic surfaces or surface patches to manage the production of hydrocarbons. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 18)
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16. (canceled)
Specification