OMB Individually Reported
Machine Learning for geophysical data inversion
Low riskExact public inventory row
Description
Leak detection.
Detailed example
Synthetic seismic and gravity data.
AI / analytics pattern
Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relationships.
Automation level / stage
c) Deployed – The use case is being actively authorized or utilized to support the functions or mission of an agency.
Expected benefit
Faster/better leak detection.
Audit / financial statement impact
R&D use case that is NOT being used to control or significantly influence a decision or outcome about individuals and does not have an approved agreement for transition into agency operations.
Controls / human review
ATO: No; PIA: Not published
Data needed
Seismic and gravity data, potentially geological models and leak locations for training labels.