GeoML

Geologic reservoir analyses using AI/ML

: AI for Multi-use Geologic Reservoir Utilization

Data management

ML methods and techniques

ML results

Data selection and loading

Data map

Data scatter plot

Data table

Select preloaded dataset for analysis:

Select data subset for analysis

Selected dataset includes several subsets!

Select data subset for analysis:

Upload data (currently disabled):

Uploading external datasets is currently disabled. Tiered licensing support will be provided.

Alert

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

Data Plot:

Data:

ML methods and properties

Visualizations settings

ML 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 maps

ML-generated Prospectivity maps

Data and ML-generated figures

Signature matrices

Data tables

Data and ML-generated figures

Map of extracted reservoir features

Point size on the map

Map styles for alternative visualizations

Map of extracted reservoir features

Select extracted feature to plot

Point size on the map

Map styles 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

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

: AI for Multi-use Geologic Reservoir Utilization

Select preloaded dataset for analysis:

Selected dataset includes several subsets!

Select data subset for analysis:

Upload data (currently disabled):

Data Plot:

Data:

Data Plot:

Cluster Plot:

Signature BiPlot related to Locations:

Signature BiPlot related to Attributes:

Locations / Signatures Matrix:

Attributes / Signatures Matrix:

Data: