AI Uncovers Forgotten Oil Wells: A High-Tech Solution to Environmental Hazards

Researchers are using artificial intelligence, drones, and sensors to locate and assess undocumented orphaned oil and gas wells, addressing their environmental and climate risks by identifying high-priority sites for plugging and methane mitigation.

2 minute read

December 22, 2024, 11:00 AM PST

By Clement Lau


Old oil well with red brick building in the background.

Azovsky / Adobe Stock

Undocumented orphaned oil and gas wells scattered across the United States pose significant environmental and climate risks, with potential leaks contaminating air, water, and emitting methane, a potent greenhouse gas. Leveraging artificial intelligence (AI), researchers are analyzing historical topographic maps to identify these hidden wells, combining this data with modern tools like drones, sensors, and magnetometers to locate and assess the sites. The AI technology, trained to recognize symbols denoting wells on old maps, has already pinpointed thousands of potential undocumented wells, which are then verified through satellite imagery and fieldwork.

The research is part of the Consortium Advancing Technology for Assessment of Lost Oil & Gas Wells (CATALOG), a collaborative effort among national labs to address the growing issue of orphan wells. Once discovered, these wells are assessed for methane emissions using both high-tech and low-cost sensors to prioritize the most hazardous sites for plugging. This approach not only curbs greenhouse gas emissions but also prevents contaminants like benzene and hydrogen sulfide from endangering nearby ecosystems and communities.

Innovative field tools, such as drones equipped with methane sensors and magnetometers, allow researchers to survey large areas more efficiently than on foot. These technologies are paired with traditional mapping techniques to create a multi-layered approach for uncovering wells. The combination of historical data and cutting-edge equipment ensures even wells buried under decades of development or natural regrowth can be identified and addressed.

Through partnerships with stakeholders like Native American tribes and federal agencies, CATALOG’s efforts aim to scale these methods nationwide. By integrating diverse datasets and tools, the project seeks to minimize environmental harm from orphan wells, reducing methane emissions and protecting communities from the legacy of early oil and gas exploration.

Wednesday, December 4, 2024 in Berkeley Lab

Young Professional

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching. Mary G., Urban and Environmental Planner

I love the variety of courses, many practical, and all richly illustrated. They have inspired many ideas that I've applied in practice, and in my own teaching.

Mary G., Urban and Environmental Planner

Get top-rated, practical training for planners

"Planetizen federal action tracker" logo superimposed over black and white image of US Capitol dome.

Planetizen Federal Action Tracker

A weekly monitor of how Trump’s orders and actions are impacting planners and planning in America.

September 16, 2026 - Zachary Whalen

Overlapping highways

The state-sanctioned urbicide of Austin

People don’t kill cities. Freeways do.

September 8, 2026 - Benjamin Schneider

The Hoover Dam blocking the Colorado River. The river's water level is noticeably low. The cliffs surrounding the blue water are brown and jagged.

US to reduce Colorado River water deliveries to Mexico

A new Colorado Treaty amendment reduces Mexico’s Colorado River water allocation by 250,000 acre feet.

September 11, 2026 - The Arizona Republic

A cluster of wind turbines beneath a stormy sky, above a forest where the leaves are beginning to change colors.

5 New England states march closer to 800 megawatt wind energy project

Securing federal approval for the project may be complicated under the Trump administration, which has historically been hostile towards domestic wind power.

4 hours ago - Inside Climate News

People boarding a bus on Maryland's Orange Route.

Baltimore to break ground on $50 million Transit Priority Project

The project will bring faster bus trips, safer streets and better bike connections to Baltimore.

5 hours ago - Mass Transit

A brick building with a circular sign with the Airbnb logo hanging off of it.

Airbnb launches $250 million 'last-dollar financing' housing accelerator, makes first investment in Austin

The company will put $6.4 million towards affordable housing development in Texas’ capital.

6 hours ago - Smart Cities Dive

FREE Course: Walkable City 1: Why Walkability?

After describing his path towards focusing on walkability as the essence of good planning, Jeff Speck marches through his five principal reasons for making more walkable places.

Reinventing Malls: Planning Alchemy—Turning Gray Fields Into Gold

The course focuses on the opportunities and imperatives that shape reinvention of mall sites.