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July 28, 2025

New satellite tech can map wildfire smoke plumes in 3D for air quality alerts at neighborhood scale

Aerosol particles in high smoke plumes reflect more light back into space. Closer to Earth’s surface, there is more oxygen to absorb light at the 688 nanometer wavelength, so less light is reflected. Satellites can detect the difference, and that can be used to determine the height of the smoke plume. Credit: ,
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Aerosol particles in high smoke plumes reflect more light back into space. Closer to Earth’s surface, there is more oxygen to absorb light at the 688 nanometer wavelength, so less light is reflected. Satellites can detect the difference, and that can be used to determine the height of the smoke plume. Credit: ,

Canada is facing another dangerous wildfire season, with burning forests sending smoke plumes across the provinces and into the U.S. again. The is reminiscent of the , which in North America to hazardous smoke levels.

For most of the past decade, forecasters have been able to use satellites to , but the view was only two-dimensional: The satellites couldn't determine how close the smoke was to Earth's surface.

The altitude of the smoke matters.

If a plume is high in the atmosphere, it won't affect the air people breathe—it simply floats by, far overhead.

But when smoke plumes are close to the surface, people are breathing in . Those particles, known as PM2.5, can get deep into the lungs and exacerbate asthma and other respiratory and cardiac problems.

The Environmental Protection Agency uses a network of ground-based air quality monitors to issue air quality alerts, but the monitors are , meaning forecasts have been broad estimates in much of the country.

Now, a new satellite-based method and colleagues at universities and federal agencies have been working on for the past two years is able to give scientists and air quality managers a 3D picture of the smoke plumes, providing detailed data of the risks down to the neighborhood level for urban and rural areas alike.

An animation on May 30, 2025, shows a thick smoke plume from Canada moving over Minnesota, but the air quality monitors on the ground detected minimal risk, suggesting it was a high-level smoke plume. Credit: NOAA NESDIS Center for Satellite Applications and Research
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An animation on May 30, 2025, shows a thick smoke plume from Canada moving over Minnesota, but the air quality monitors on the ground detected minimal risk, suggesting it was a high-level smoke plume. Credit: NOAA NESDIS Center for Satellite Applications and Research

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Building a nationwide smoke monitoring system

The new method uses data from a satellite that NASA launched in 2023 called the .

TEMPO makes it possible to determine a smoke plume's height by providing data on how much the oxygen molecules absorb sunlight at the 688 nanometer wavelength. Smoke plumes that are high in the atmosphere reflect more at this wavelength back to space, while those lower in the atmosphere, where there is more oxygen to absorb the light, reflect less.

Understanding the physics allowed scientists to develop algorithms that use TEMPO's data to infer the smoke 's altitude and map its 3D movement in nearly real time.

By combining TEMPO's data with measurements of particles in the atmosphere, taken by the , forecasters can better assess the health risk from smoke plumes in almost real time, provided clouds aren't in the way.

That's a big jump from relying on , which may be hundreds of miles apart. Iowa, for example, had air quality monitors reporting data on a recent day for a state that covers 56,273 square miles. Most of those monitors were clustered around its largest cities.

NOAA's currently provides a near-real-time stream of smoke images from its GOES-R satellites, and the agency plans to incorporate TEMPO's height data. A prototype of this system from my team's NASA-supported research project on fire and air quality, called FireAQ, shows how users can zoom in to the neighborhood level to , however the prototype is currently only updated once a day, so the data is delayed, and it isn't able to provide smoke height data where clouds are also overhead.

Data from the TEMPO satellite shows the height of the smoke plume, measured in kilometers. Light blue areas are closest to the ground, suggesting the worst air quality. Pink areas suggest the smoke is more than 2 miles (3.2 kilometers) above the ground, where it poses little risk to human health. The data aligns with air monitor readings taken on the ground at the same time. Credit: NOAA NESDIS Center for Satellite Applications and Research
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Data from the TEMPO satellite shows the height of the smoke plume, measured in kilometers. Light blue areas are closest to the ground, suggesting the worst air quality. Pink areas suggest the smoke is more than 2 miles (3.2 kilometers) above the ground, where it poses little risk to human health. The data aligns with air monitor readings taken on the ground at the same time. Credit: NOAA NESDIS Center for Satellite Applications and Research

Wildfire health risks are rising

Fire risk is increasing across North America as rise and .

While air quality in most of the U.S. improved between 2000 and 2020, thanks to stricter emissions regulations on vehicles and , in parts of the western U.S. Research has found that wildfire smoke has effectively of air quality progress there.

Our mark a new era in air quality forecasting, offering more accurate and timely information to better protect in the face of these escalating wildfire threats.

Provided by The Conversation

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A new satellite-based method enables three-dimensional mapping of wildfire smoke plumes, allowing for neighborhood-scale air quality alerts. By combining data from NASA's TEMPO satellite and NOAA's GOES-R satellites, this approach improves assessment of surface-level smoke exposure and associated health risks, addressing limitations of sparse ground-based monitors and supporting more precise public health protection.

This summary was automatically generated using LLM.