Geologic analogue search framework
AssigneeSchlumberger Technology Corporation
InventorsYannick Fuchey, Valerian Guillot
Life of this patent
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Abstract
A method can include, responsive to receipt of a search instruction that includes one or more search criteria, accessing a data structure for subsurface geologic regions categorized at least in part according to parameters that describe depositional environments, where the data structure includes one or more includes virtual distances between the parameters; generating a search result using the one or more search criteria and the data structure, where the search result represents an organization of at least a portion of subsurface geologic regions as closest analogues to the one or more search criteria; and transmitting search result information for graphically rendering the search result to a display as part of an interactive graphical user interface.
Claims20
A method comprising:
- responsive to receipt of a search instruction that comprises one or more search criteria representative of an analogue for a subsurface geologic region, accessing a data structure for subsurface geologic regions categorized at least in part according to parameters that describe lithological properties of depositional environments, wherein the data structure is generated using a machine learning model configured to generate clusters of nodes based on lithological data, wherein the clusters of nodes correspond to the parameters, wherein the parameters correspond to porosity, permeability, pore pressure, or any combination thereof, wherein the data structure comprises virtual distances between the parameters, and wherein each of the virtual distances corresponds to:
- an amount of similarity between respective parameters;
- and
- a Fibonacci number;
- generating a search result using the one or more search criteria, the data structure, and the virtual distances, wherein the search result represents an organization of at least a portion of the subsurface geologic regions as closest analogues to the one or more search criteria;
- transmitting the search result for graphically rendering the search result to a display as part of an interactive graphical user interface;
- determining whether a prospect is present in the subsurface geologic region based on the search result, wherein the prospect corresponds to a reservoir;
- and
- based on the determining,
- continuing drilling a borehole into the subsurface geologic region to penetrate the reservoir using drilling equipment in response to determining that the prospect is present in the subsurface geologic region;
- or
- discontinuing the drilling of the borehole into the subsurface geologic region using the drilling equipment in response to determining that the prospect is not present in the subsurface geologic region.
A system comprising:
- one or more processors;
- memory accessible to the one or more processors;
- processor-executable instructions stored in the memory and executable to instruct the one or more processors of the system to:
- responsive to receipt of a search instruction that comprises one or more search criteria representative of an analogue for a subsurface geologic region, access a data structure for subsurface geologic regions categorized at least in part according to parameters that describe lithological properties of depositional environments, wherein the data structure is generated using a machine learning model configured to generate clusters of nodes based on lithological data, wherein the clusters of nodes correspond to the parameters, wherein the parameters correspond to porosity, permeability, pore pressure, or any combination thereof, wherein the data structure comprises virtual distances between the parameters, and wherein each of the virtual distances corresponds to:
- an amount of similarity between respective parameters;
- and
- a Fibonacci number;
- generate a search result using the one or more search criteria, the data structure, and the virtual distances, wherein the search result represents an organization of at least a portion of the subterranean geologic regions as closest analogues to the one or more search criteria;
- transmit the search result for graphically rendering the search result to a display as part of an interactive graphical user interface;
- determine whether a prospect is present in the subsurface geologic region based on the search result, wherein the prospect corresponds to a reservoir;
- and
- based on the determining,
- continue drilling a borehole into the subsurface geologic region to penetrate the reservoir using drilling equipment in response to determining that the prospect is present in the subsurface geologic region;
- or
- discontinue the drilling of the borehole into the subsurface geologic region using the drilling equipment in response to determining that the prospect is not present in the subsurface geologic region.
One or more tangible, non-transitory machine-readable media comprising instructions that, when executed by processing circuitry, cause the processing circuitry to perform operations comprising:
- responsive to receipt of a search instruction that comprises one or more search criteria representative of an analogue for a subsurface geologic region, accessing a data structure for subsurface geologic regions categorized at least in part according to parameters that describe lithological properties of depositional environments, wherein the data structure is generated using a machine learning model configured to generate clusters of nodes based on lithological data, wherein the clusters of nodes correspond to the parameters, wherein the parameters correspond to porosity, permeability, pore pressure, or any combination thereof, wherein the data structure comprises virtual distances between the parameters, and wherein each of the virtual distances corresponds to:
- an amount of similarity between respective parameters;
- and
- a Fibonacci number;
- generating a search result using the one or more search criteria, the data structure, and the virtual distances, wherein the search result represents an organization of at least a portion of the subterranean geologic regions as closest analogues to the one or more search criteria;
- transmitting the search result for graphically rendering the search result to a display as part of an interactive graphical user interface;
- determining whether a prospect is present in the subsurface geologic region based on the search result, wherein the prospect corresponds to a reservoir;
- and
- based on the determining,
- continuing drilling a borehole into the subsurface geologic region to penetrate the reservoir using drilling equipment in response to determining that the prospect is present in the subsurface geologic region;
- or
- discontinuing the drilling of the borehole into the subsurface geologic region using the drilling equipment in response to determining that the prospect is not present in the subsurface geologic region.
Dependencies are inferred from the claim text.