Satellites are mapping the biggest CO2 polluters in the world » Yale Climate Connections

On September 2, 2023, a specially equipped aircraft flew to Colstrip, Montana. On this fine late summer morning, the plane flew over the Colstrip coal-fired power plant, one of the largest and dirtiest in the U.S. The plant was generating about 1,500 megawatts of electricity per hour that day. The airplane flew back and forth in tidy parallel paths, making 12 passes over the power plant and its surroundings.

The airplane is called the Global Airborne Observatory, and it measures climate-warming pollution in pinpoint detail. Data from the flyover revealed a billowing plume of carbon dioxide coming from Colstrip’s twin smokestacks, with concentrations reaching beyond 100,000 parts per million. These measurements showed the power plant was emitting about 1.7 million pounds of CO2 an hour, which is what you’d get from burning 4.4 railcars full of coal. 

Satellites are mapping the biggest CO2 polluters in the world » Yale Climate Connections
A plume of carbon dioxide coming from the Colstrip power plant in Montana, measured by the Global Airborne Observatory and viewed in the Carbon Mapper data portal.

The result of the flyover is a visual representation of climate-warming pollution that conveys something that numbers cannot. Most readers already know that a coal-burning power plant is a major source of CO2 emissions. But it strikes a different chord to see a plume of pollution emerging from a power plant and spreading silently over the landscape.

As the Trump administration moves to cancel greenhouse gas reporting by major polluters, a constellation of satellites and aircraft is already taking up the slack. Scores of instruments are peering down through Earth’s atmosphere, finding pollution all across the globe, every day. These programs are run by private companies, nonprofits, and governments, and most of them display their data for free so anyone can see it.

Read part one of this series: Climate polluters may be allowed to stop reporting their emissions. That doesn’t mean they can hide them.  

Carbon Mapper shines a light on CO2 and methane

Carbon Mapper is one of the easiest-to-use tools for observing greenhouse gas pollution. One of the strengths of Carbon Mapper is that it combines data from multiple sources, both government and privately operated missions. Carbon Mapper uses data from three aircraft, its own satellite called Tanager-1, and NASA’s EMIT instrument on the International Space Station. The findings are displayed in a free mapping tool.

Snapshots from above capture a different view than EPA reporting

EPA reporting can be based on direct measurements at some facilities, or a calculation called an “inventory.” An inventory is simply the sum of the amount of fossil fuel burned, multiplied by an average emissions factor for the type of fuel, such as coal, gas, or oil.

Riley Duran, CEO of Carbon Mapper, said that inventory-style measurements don’t capture the full picture. For example, if a power plant generates the same amount of power on two different days, one might reasonably calculate the same rate of emissions. But that’s not necessarily true, said Riley. For every megawatt of power generated, the emissions can vary due to the efficiency of the power plant’s combustion. Riley said that a standardized emissions calculation doesn’t capture these variations, and “outliers can dramatically change the emission rate.”

Riley expects satellite monitoring will generate more accurate measurements of CO2 and methane pollution than inventory calculations, and satellites can fill in gaps in countries with no emissions reporting. This data will become more robust as more satellites are added to the fleet. Carbon Mapper plans to launch three new satellites by the end of next year, and Carbon Mapper is just one of several programs that are finding and mapping climate-warming pollution.

Coal plants are the largest CO2 super-emitters in the U.S.

In the U.S., the largest plumes of CO2 pollution are all coming from coal-burning power plants. In fact, the map of the country’s worst emitters looks exactly like a map of the places that still rely on coal to generate electricity.

a map of the U.S. showing the locations of the largest co2 plumesa map of the U.S. showing the locations of the largest co2 plumes
(Image credit: Background image by August Schwerdfeger / CC BY 4.0; map vector via FreeVector.com)

The list below shows the largest CO2 polluters in the U.S. in the Carbon Mapper database, as of August 2025. More details about these super-emitters are listed in the table at the bottom of this article, and the links for each power plant take you directly to that facility in Carbon Mapper’s data portal.

1. Labadie Energy Center

A carbon dioxide plume from Labadie, MissouriA carbon dioxide plume from Labadie, Missouri
  • Labadie, Missouri
  • Emits 2,646,000 pounds of CO2 per hour
  • Equivalent to burning 6.7 railcars of coal per hour

See it in Carbon Mapper


2. Coal Creek Power Station

A carbon dioxide plume from Underwood, North DakotaA carbon dioxide plume from Underwood, North Dakota
  • Underwood, North Dakota
  • Emits 2,425,500 pounds of CO2 per hour
  • Equivalent to burning 6.1 railcars of coal per hour

See it in Carbon Mapper


3. Oak Grove Steam Electric Station

A carbon dioxide plume from Franklin, TexasA carbon dioxide plume from Franklin, Texas
  • Franklin, Texas
  • Emits 1,905,800 pounds of CO2 per hour
  • Equivalent to burning 4.8 railcars of coal per hour

See it in Carbon Mapper


4. Jim Bridger Power Plant

A carbon dioxide plume from Rock Springs, WyomingA carbon dioxide plume from Rock Springs, Wyoming
  • Rock Springs, Wyoming
  • Emits 1,847,300 pounds of CO2 per hour
  • Equivalent to burning 4.6 railcars of coal per hour

See it in Carbon Mapper


5. Colstrip Generating Plant

A carbon dioxide plume from Colstrip, MontanaA carbon dioxide plume from Colstrip, Montana
  • Colstrip, Montana
  • Emits 1,663,700 pounds of CO2 per hour
  • Equivalent to burning 4.2 railcars of coal per hour

Note: This is an aggregate of the aircraft measurement described earlier in this article, plus a measurement from space.

See it in Carbon Mapper


6. Iatan Generating Station

A carbon dioxide plume from Weston, MissouriA carbon dioxide plume from Weston, Missouri
  • Weston, Missouri
  • Emits 1,502,700 pounds of CO2 per hour
  • Equivalent to burning 3.8 railcars of coal per hour

See it in Carbon Mapper


7. Robert W. Scherer Power Plant

A carbon dioxide plume from Juliette, GeorgiaA carbon dioxide plume from Juliette, Georgia
  • Juliette, Georgia
  • Emits 1,498,100 pounds of CO2 per hour
  • Equivalent to burning 3.8 railcars of coal per hour

See it in Carbon Mapper


8. James H. Miller Electric Generating Plant

A carbon dioxide plume from Adamsville, AlabamaA carbon dioxide plume from Adamsville, Alabama
  • Adamsville, Alabama
  • Emits 1,255,500 pounds of CO2 per hour
  • Equivalent to burning 3.2 railcars of coal per hour

See it in Carbon Mapper


9. Fayette Power Project, aka Sam Seymour Power Plant

A carbon dioxide plume from La Grange, TexasA carbon dioxide plume from La Grange, Texas
  • La Grange, Texas
  • Emits 1,222,000 pounds of CO2 per hour
  • Equivalent to burning 3.1 railcars of coal per hour

See it in Carbon Mapper


10. Four Corners Steam Electric Station

A carbon dioxide plume from Waterflow, New MexicoA carbon dioxide plume from Waterflow, New Mexico
  • Waterflow, New Mexico
  • Emits 1,207,900 pounds of CO2 per hour
  • Equivalent to burning 3 rail cars of coal per hour

See it in Carbon Mapper


The 10 largest CO2 plumes in the U.S., as measured by Carbon Mapper

Plant name Location Emissions per hour, measured from air or space Most recent measurement 2023 annual emissions as reported by the EPA Rank as biggest emitter, according to EPA data
Labadie Energy Center Labadie, Missouri  2,646,000 pounds of CO2 per hour1,200,000 kg CO2 per hour April 2025 16,829,999 tons 2nd
Coal Creek Power Station Underwood, North Dakota 2,425,500 pounds of CO2 per hour1,100,000 kg CO2 per hour Oct. 2024 8,440,757 tons 21st
Oak Grove Steam Electric Station Franklin, Texas 1,905,800 pounds of CO2 per hour864,300 kg of CO2 per hour April 2024 13,433,250 tons 4th
Jim Bridger Power Plant Rock Springs, Wyoming 1,847,300 pounds of CO2 per hour837,800 kg of CO2 per hour Oct. 2024 9,813,084 tons 16th
Colstrip Generating Plant Colstrip, Montana 1,663,700 pounds of CO2 per hour754,500 kg of CO2 per hour June 2025 11,992,412 tons  10th
Iatan Generating Station Weston, Missouri 1,502,700 pounds of CO2 per hour681,500 kg of CO2 per hour Oct. 2024 5,113,905 tons 54th
Robert W. Scherer Power Plant Juliette, Georgia 1,498,100 pounds of CO2 per hour679,400 kg of CO2 per hour Feb. 2025 8,325,584 tons 22nd
James H. Miller Electric Generating Plant Adamsville, Alabama 1,255,500 pounds of CO2 per hour569,400 kg of CO2 per hour June 2025 18,109,178 tons 1st
Fayette Power Project, aka Sam Seymour Power Plant La Grange, Texas 1,222,000  pounds of CO2 per hour554,200 kg of CO2 per hour Sept. 2024 9,248,092 tons 19th
Four Corners Steam Electric Station Waterflow, New Mexico 1,207,900 pounds of CO2 per hour547,800 kg of CO2 per hour Feb. 2024 7,852,750 tons 27th

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