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Locating Undocumented Wells Using Historical Oil and Gas Exploration Maps: A Case Study in Osage County, Oklahoma
Jaisree Iyer1, Janice Yang1, Whitney Kirkendall1
1Lawrence Livermore National Laboratory , 7000 East Ave., Livermore, California94550, United States.
Environmental Science & Technology
|July 16, 2026
Summary
Researchers identified over 500 potential undocumented oil and gas wells in Oklahoma using historical maps and AI. This aids in managing risks and environmental contamination from these forgotten wells.
Area of Science:
- Geosciences
- Environmental Science
- Computer Science
Background:
- Undocumented oil and gas wells pose risks due to unknown locations and characteristics.
- These wells can cause project delays, increased costs, and environmental contamination if not properly managed.
Purpose of the Study:
- To develop and apply a method for identifying undocumented oil and gas wells using historical maps.
- To assess the utility of integrating historical cartography with modern geospatial and machine learning techniques.
Main Methods:
- Georeferencing and analyzing historical United States Geological Survey petroleum exploration maps from the early 20th century.
- Employing a computer vision model to detect well symbols on the maps.
- Comparing detected well locations with existing databases to identify potential undocumented wells.
Main Results:
- Over 500 potential undocumented oil and gas wells were identified in Osage County, Oklahoma.
- Dry holes represented the largest fraction of the identified potential wells.
- Field verification confirmed the existence of some undocumented wells, validating the method.
Conclusions:
- Historical oil and gas maps are valuable resources for locating undocumented wells.
- Integrating historical maps with geospatial and machine learning techniques is effective for identifying and managing undocumented wells.
- This approach complements existing methods and improves resource management and environmental protection.

