Geologic reservoir analyses using AI/ML
: AI for Multi-use Geologic Reservoir Utilization
Data managementML methods and techniquesML results
Data selection and loadingData mapData scatter plotData table
Select preloaded dataset for analysis:
Select preloaded dataset for analysis:
Select data subset for analysis
Select data subset for analysis:
Upload data (currently disabled):
Uploading external datasets is currently disabled. Tiered licensing support will be provided.
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Uploading external datasets is currently disabled. Tiered licensing support will be provided.
Map of data locations and data attributes
Select data attribute to plot on the map
Point size on the map
Map styles for alternative visualizations
Map engines for alternative visualizations
Map of data locations and data attributes
Select data attribute to plot on the map
Map engines for alternative visualizations
Data Plot:
Data:
ML methods and propertiesVisualizations settingsML demonstration
Select ML method for data analyses
Select the number of signatures (clusters) to extract
Select the number of interations
Select ML method for reservoir predictions
Permeability field generated internally by the code. In the future, users would be able permeability fields and reservoir properties representative of their sites.

Permeability [log10(m2)]:

ML analysis predicted injection/extraction rates and pressures given a permeability field

Pressure [m]:

Generate a new random permeability field
Execute ML analysis predicting injection/extraction rates and pressures given a permeability field
ML predicted extraction rate

Predicted extraction rate: m3/s

ML predicted pressure at a distance away from the wells

Predicted pressure: m

Select a ML model to predict the utlization
Distance between injection/extraction wells
Pressure increase at a radial distance around the injection/extraction will be less than or equal to specified target
Radial distance around the injection/extraction wells at which pressure will be less than or equal to the specified target
ML Analytics mapsML-generated Prospectivity mapsML-generated Prospectivity mapsData and ML-generated figuresData and ML-generated figuresSignature matricesData tablesData and ML-generated figures
Map of extracted reservoir features
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Map styles for alternative visualizations
Map engines for alternative visualizations
Map of extracted reservoir features
Map engines for alternative visualizations
Map of extracted reservoir features
Select extracted feature to plot
Point size on the map
Map styles for alternative visualizations
Map engines for alternative visualizations
Map of extracted reservoir features
Select extracted feature to plot
Map engines for alternative visualizations
Map of alternative reservoir utilizations
Select utilization type to plot. Geothermal and fluid disposal utilizations are currently supported; more to come soon!
Point size on the map
Map styles for alternative visualizations
Map engines for alternative visualizations
Distance between injection/extraction wells
Pressure increase at a radial distance around the injection/extraction will be less than or equal to specified target
Radial distance around the injection/extraction wells at which pressure will be less than or equal to the specified target
Data Plot:
Cluster Plot:
Signature BiPlot related to Locations:
Signature BiPlot related to Attributes:
Locations / Signatures Matrix:
Attributes / Signatures Matrix:
Data:
Denerated dendogram outputs
Denerated dendogram outputs