Wildfire modelling project links fire spread with smoke impact

Wildfire modelling and evacuation planning

George Mason University is developing a wildfire digital twin designed to simulate fire behaviour in real time and forecast air pollution impacts during fast-moving incidents in Southern California.

The work is being led by Chaowei “Phil” Yang, professor in the Geography and Geoinformation Science Department in the College of Science, in partnership with researchers from California State University—Los Angeles, NASA Jet Propulsion Laboratory and the City of Los Angeles.

The project was framed against the Palisades and Eaton Fires, which killed 28 people, destroyed more than 16,000 structures and displaced tens of thousands of residents.

Wildfires are difficult to predict because many factors affect their growth, spread and speed.

That uncertainty can slow evacuation decisions and make it harder for response teams to judge who should be moved away from flames or hazardous air pollution.

Yang said: “The goal is to develop an artificial intelligence (AI)-based system that can provide real-time, high-resolution simulation and forecasting of wildfire behavior and model the resulting air pollution and air quality impacts for better informed public health responses.”

Yang added: “Inhaling wildfire smoke can cause serious and long-lasting damage to the breathing system.

“We need to get those people impacted to safety as well as those in direct line of the spreading flames.”

Data sources and system development

George Mason University said the digital twin will combine data from satellites, unmanned aerial vehicles (UAVs), ground observations and citizen reports to simulate wildfire progress and the effect of potential interventions.

The system draws in information on fuel sources, moisture, load and consumption, along with wind speeds, temperatures and real-time fire sensors.

George Mason’s high-performance computing (HPC) cluster is used to automate data interpretation, and machine learning modelling is used to calibrate data sets to improve accuracy.

Model accuracy is expected to improve as more data sets become available.

Yang explained: “When we eventually provide information to firefighters and local agencies, we will give them a range of possibilities and a confidence level in those possibilities, such as ‘the fire will move in this direction with about 90% confidence, or 20% confidence,’

“That’s important for them when they’re trying to make these quick decisions about where to put fire fighters.

“It makes the information actionable instead of just data sets.”

The project also includes student participation from high school level through to post-doctoral research, with work focused on cloud computing and digital transformation.

Anusha Srirenganathan said: “Working closely with researchers from different disciplines helped me grow as a collaborator, and my work on the project strengthened my abilities in large-scale satellite data processing, spatial cloud computing, and AI/ML modeling for environmental applications,”

Yang said the team is also working on a Chesapeake Bay digital twin for flood forecasting and a conflict resolution digital twin with an alert system.

Forest conditions and extreme weather are amplifying wildfire risk, says WMO

Hotter weather and drier forests are driving bigger wildfires

Wildfires are increasingly affecting air quality and atmospheric composition across multiple regions as fire seasons lengthen.

The assessment was set out in a statement delivered to the World Economic Forum in Davos on 22 January 2026 by Celeste Saulo, Secretary-General of the World Meteorological Organization (WMO).

Observations coordinated by the WMO show that large fires release substantial amounts of fine particulate matter and trace gases detected by Global Atmosphere Watch stations operated by National Meteorological and Hydrological Services and partners.

These emissions include carbon monoxide (CO) and carbon dioxide (CO₂).

Rising fire emissions are associated with record increases in atmospheric CO₂.

Repeated burning is reducing a forest’s capacity to absorb carbon, linking warming, more fires and poorer air quality in a reinforcing cycle.

The statement expressed concern that the Amazon rainforest could be shifting from a major carbon sink towards a net source of emissions.

In 2024, wildfire smoke from the Amazon river basin combined with fires in Chile to affect many countries and densely populated urban areas across Latin America.

Mexico recorded its most active fire season on record in 2024.

Canada burned more than twice its long-term average in 2024 and experienced its second costliest wildfire in history.

US fire activity in 2024 ran around 20% above the 2001 to 2020 average.

Wildfire activity in 2024 coincided with above-average PM2.5 levels in Canada, Siberia and central Africa, with the largest anomaly recorded in the Amazon basin in the WMO Air Quality and Climate Bulletin.

Copernicus Atmosphere Monitoring Service data indicate that Europe experienced its highest annual total fire emissions since records began in 2003 during 2025, with Canada registering its second-highest yearly emissions in the same period.

Weather, satellites and early warning

Saulo outlined how climate and weather extremes are changing fire behaviour and management needs.

Hotter temperatures, prolonged droughts and more frequent heatwaves are drying vegetation and extending fire seasons.

Stronger and more erratic winds are allowing fires to spread faster and cross natural barriers.

Risk varies by region, particularly where forests meet large populations, making practices such as thinning and prescribed burning central to risk reduction.

In remote areas where fires are often ignited by lightning and ground access is limited, satellite monitoring is central to response.

Real-time and long-term fire detection depends on the rapid exchange of satellite data, which the WMO has supported.

In northern Australia, land managers use a satellite-based fire information system developed with the Bureau of Meteorology to track burned areas across vast and inaccessible terrain and to plan fuel management and resource deployment.

After Cyclone Chido in Mayotte in 2024, meteorological analysis identified that dead vegetation would become highly flammable once dry, allowing fire agencies to adjust preparedness in advance.

Seasonal forecasts now provide probabilistic guidance in places such as Réunion and northern Australia, informing decisions on when to conduct prescribed burns, reduce fuel loads and prepare for more intense firefighting.

In France, Météo-France produces a daily meteorological danger map that is translated into a five-level wildfire risk map for each forest area to guide operational decisions.

Regional smoke forecasting centres operate under the WMO Vegetation Fire and Smoke Pollution Warning and Advisory System, including a North American hub hosted by Environment and Climate Change Canada and a Southeast Asian centre in Singapore, providing cross-border smoke forecasts during severe fire seasons.

Saulo said: “In the next five years, we must stop treating wildfires as surprises and start managing forests as critical infrastructure, using science, early warning, AI and strong partnerships to act early, protect people from smoke and heat, and ensure forests reduce risk rather than fuel the next crisis.”

Bushfires destroy hundreds of buildings across Victoria

Bushfires: deaths, damage and emergency response

One person has died and hundreds of buildings have been destroyed as bushfires burn across south-east Australia, prompting a state of emergency in Victoria.

BBC News coverage published on 11 January reports that fires have been active for several days across Victoria and parts of New South Wales, driven by hot, dry and windy conditions.

Thousands of firefighters and more than 70 aircraft have been deployed, with residents in more than a dozen communities advised to leave their homes.

Victoria’s Premier Jacinta Allan said 30 active fires were burning across the state, including 10 of particular concern, with about 350,000 hectares burned as of Sunday morning.

Jacinta Allan said: “We will see fires continue for some time across the state and that is why we are not through the worst of this by a long way.

“There are fires that are continuing right now that are threatening homes and property.”

Police confirmed that human remains were found in the village of Gobur near Longwood, with the victim later identified as Max Hobson.

Smoke from the fires has affected air quality across large parts of Victoria, including metropolitan Melbourne.

Scientists told BBC News that climate change is making hot and dry conditions linked to bushfires more common, while noting that land management practices also influence fire behaviour.

Communities affected as homes destroyed

Several towns have suffered extensive damage, with Harcourt among the hardest hit after dozens of homes and businesses were destroyed.

Firefighter Tyrone Rice lost his own home while responding to fires in the area.

Rice said losing his home was “like a kick in the guts”.

Volunteer firefighter Jess Bell said embers landed on her property before she was forced to evacuate, with her house later spared after a containment line was cut behind it.

Bell said: “Our home was one of the fortunate houses to remain standing.

“Harcourt is devastating to see.”

ABC News live coverage reports that residents returning briefly to fire-affected areas were warned to prepare for emotional distress, with access restricted in some locations due to hazardous trees and fallen powerlines.

Farmers across affected regions reported heavy livestock losses, with the Victorian Farmers Federation estimating that more than 15,000 animals have been lost, a figure expected to rise as assessments continue.

Government and interstate support for response

Interstate assistance has been deployed to support local crews as fire conditions remain severe.

Government of Western Australia confirmed that 38 emergency services specialists were sent to Victoria following a request coordinated through the National Resource Sharing Centre.

The deployment includes frontline firefighters and an Incident Management Team supporting operations in the Barwon South West and Gippsland regions.

Western Australia Emergency Services Minister Paul Papalia said: “Our thoughts are with all Victorians who have been impacted by these catastrophic bushfires.

“They will play key roles in the emergency response.”

Fire and Emergency Services Commissioner Darren Klemm said resource sharing allows specialist teams to rotate and provide sustained support.

Additional measures reported by ABC News include mental health support services, emergency grants for uninsured households and recovery hubs offering access to power, water and essential services.

Authorities continue to urge residents to monitor official warnings and prepare for changing conditions as bushfires remain active across multiple regions.

Wildfire emissions in 2025 reach records for Europe and Canada

Why 2025 wildfire emissions are reshaping air quality risk worldwide

The Copernicus Atmosphere Monitoring Service (CAMS) has reported that global wildfire emissions from January to November 2025 reached around 1,380 megatonnes of carbon, with record European Union emissions and Canada recording its second highest annual total in the CAMS dataset.

CAMS compared the 2025 figure with estimated emissions of 1,850 megatonnes of carbon from January to November 2024 and 1,940 megatonnes over the full year 2024.

According to CAMS, Canada contributed an estimated 263 megatonnes of carbon to the 2025 total, with only 2023 recording a higher annual figure in the 23 year dataset that began in 2003.

CAMS noted that biomass burning in tropical Africa remains the largest contributor to global biomass burning emissions, and that this region has driven an overall decline over the past two decades because of fewer savanna fires.

In contrast, CAMS data show rising emissions in recent years in other regions, including North America between 2023 and 2025 and the record fire season in South America in 2024.

The service found that more extreme fire emissions have been increasing at different continental scales, even though year to year variability remains high.

CAMS uses its Global Fire Assimilation System (GFAS) to group estimated total carbon emissions from biomass burning by continent and to produce a 23 year time series up to 2025.

Mark Parrington, CAMS Senior Scientist, said: “What we have seen in 2025 is extreme wildfires in North America and Europe and impacts on atmospheric composition far from where the fires are burning.

“Our global fire emissions monitoring shows extreme wildfire intensity and emissions occurring when dry conditions and high temperatures converge around the world.

“The global perspective of CAMS highlights the local and larger scales that smoke emitted from these wildfires can have in significantly degrading air quality and potentially affecting human health.”

Wildfire emissions and air quality in Europe

CAMS reported that summer fire activity in 2025 produced the highest annual total wildfire emissions on record for the European Union at just under 13 megatonnes of carbon.

While CAMS stated that fires in Europe do not make a large contribution to global carbon dioxide emissions, the service uses carbon as a proxy for other pollutants such as PM2.5 and nitrogen oxides that affect regional air quality.

Large wildfires developed in Spain and Portugal in late July and intensified through August, driven by persistent heatwaves, very dry conditions and strong winds.

In northern Portugal, extensive fires that began in late July continued into early August, leading to a state of emergency and the deployment of more than 3,600 firefighters.

CAMS reported that in Spain the situation deteriorated rapidly in mid August, with fires intensifying across Castilla y León, Galicia, Asturias and Extremadura.

The fires in Spain killed at least three people, forced thousands of residents to evacuate and burned an estimated 120,000 hectares in August alone.

GFAS monitoring showed that emissions in the Iberian Peninsula were close to seasonal norms at first, then rose sharply in the cumulative carbon emissions record during the second week of August.

By 17 August, CAMS data showed a marked increase in fire intensity and smoke emissions across the region, and Spain reached its highest annual total fire emissions in 23 years.

Surface PM2.5 concentrations across much of the Iberian Peninsula exceeded World Health Organization 24 hour guideline levels, while smoke travelled hundreds of kilometres and affected areas including France, the UK and northwestern Europe.

CAMS noted that France saw several large summer outbreaks, including a fire in the Aude Département that started on 4 August between Carcassonne and Perpignan, with satellite observations showing smoke moving over the Mediterranean.

Eastern Mediterranean and UK wildfire emissions

Across the eastern Mediterranean, CAMS reported very severe wildfire activity during summer 2025, with Greece and Turkey facing major outbreaks from late June into July.

Thousands of residents in both countries were evacuated, and CAMS reported that at least 10 forest workers died in Turkey.

Cyprus experienced its worst July wildfires in more than 50 years, which caused two fatalities and generated the island’s highest annual emissions total after only two days of burning.

CAMS reported that extreme conditions continued into August, with wildfire emissions in Turkey remaining well above the long term average.

Syria also recorded its highest August wildfire carbon emissions in the CAMS dataset, and CAMS stated that this was by a wide margin.

Wildfire activity extended across the wider Balkan region, with Albania, Montenegro, North Macedonia and Serbia all experiencing extreme fires during summer 2025.

In the UK, CAMS reported that Northern Scotland experienced large wildfires in late June and early July, producing the highest total estimated wildfire emissions for the UK in the 23 year GFAS record.

Canada and North American wildfire emissions

CAMS reported that Canada experienced its third intense wildfire year in succession, with the 2025 season starting early and strengthening rapidly.

Total wildfire carbon emissions in Canada reached around 250 megatonnes of carbon by 1 October and 263 megatonnes by the end of November, with only 2023 recording a higher total in the CAMS dataset.

CAMS noted that severe wildfire activity developed across Saskatchewan, Manitoba and Ontario in April and May, marking only the second year in the record with such an intense early season after 2023.

GFAS data showed that Fire Radiative Power (FRP) values in these provinces remained well above the 23 year average during June and July.

By mid summer, estimated cumulative carbon emissions had reached record levels of just over 66 megatonnes in Saskatchewan and around 44 megatonnes in Manitoba.

CAMS reported that smoke plumes from Canadian fires repeatedly covered large parts of Canada and North America, with several events sending smoke across the Atlantic to western, central and eastern Europe.

In Alaska, CAMS noted that wildfire activity mainly occurred in June and July, with some days of increased emissions during both months and more than one million acres burned.

Fires persisted across Canada and the wider boreal region in August and through September, with the largest fires recorded in British Columbia, the Northwest Territories and the Yukon.

In the Pacific Northwest, CAMS reported that Washington state recorded its highest September wildfire carbon emissions in the dataset at over 1.5 megatonnes, and emissions in neighbouring British Columbia were second only to the record year of 2023 at just under 5 megatonnes.

CAMS stated that smoke impacts on PM2.5 concentrations from many of these fires were often local, but high aerosol optical depth values showed that smoke transport extended across substantial parts of North America.

Severe air quality impacts from Los Angeles wildfires

CAMS reported that a major wildfire outbreak affected the Los Angeles region in early January 2025, driven by very dry vegetation and strong Santa Ana winds.

According to the European Centre for Medium Range Weather Forecasts, the event followed a “hydro climate whiplash” pattern, where a wetter than usual 2023 to 2024 spring and summer was followed by a very dry autumn and early winter that left large volumes of flammable vegetation.

The first ignitions were recorded around 7 January, and GFAS daily FRP values for California increased sharply on 7 and 8 January compared with the 2003 to 2024 mean.

CAMS reported that the fires spread rapidly through the wildland urban interface around Los Angeles and into densely built areas.

The event destroyed thousands of buildings, forced around 200,000 residents to evacuate and caused economic losses projected at about US$150 billion, placing it among the costliest US wildfire events in history.

CAMS stated that surface PM2.5 concentrations in and around Los Angeles rose far above safe levels during the fires.

Although winds carried much of the smoke out over the Pacific, local air quality monitoring showed hazardous levels of exposure during the peak of the event.

South American wildfire emissions fall in 2025

CAMS reported that South America recorded one of its lowest wildfire emission years in the GFAS dataset in 2025.

In Argentina, wildfires started in late January and continued into early February, with estimated wildfire carbon emissions for the month of around 1.8 megatonnes.

Chile recorded increased wildfire activity towards the end of March, and CAMS estimated total carbon emissions for the month at around 0.5 megatonnes.

Later in the year, in August and September, CAMS reported that both the number of fires and total emissions in Bolivia and Brazil were far lower than during the record fire year of 2024 and lower than many other years in the dataset.

CAMS stated that as a result of this low fire activity, aerosol optical depth and surface PM2.5 concentrations in both its forecasts and independent observations were at low to moderate levels.

By the end of November, CAMS estimated that Brazil’s year to date wildfire carbon emissions were at their lowest level in the GFAS record at around 80 megatonnes.

In the same period, Bolivia recorded wildfire emissions of around 12 megatonnes.

Russia, Australia and Asia wildfire activity

CAMS reported that large wildfires burned across Russia’s Far Eastern Federal District from early April 2025.

Major outbreaks occurred in the Republic of Buryatia and Zabaykalsky Krai east of Lake Baikal, with additional fires later in the Sakha Republic including within the Arctic Circle, although these were not large in scale.

GFAS data showed that FRP values across the Far Eastern Federal District were close to average until mid May, when they increased quickly.

In Buryatia, FRP values were above average in early April, eased, then rose again in mid May, while in Zabaykalsky Krai FRP was average to well above average from April to mid May.

CAMS reported that emissions for the Far Eastern Federal District reached their highest level for this part of the year since 2018 at just under 40 megatonnes.

Buryatia recorded its highest emissions since 2016 at around 6 megatonnes, and Zabaykalsky Krai recorded almost 25 megatonnes, its highest level since 2015.

Fire activity continued east of Lake Baikal into mid May, with GFAS data showing further fires developing in Amur Oblast and smoke plumes transported towards northeast China and northern Japan.

In Australia, CAMS reported above average seasonal bushfire intensity and emissions in October and early November 2025, especially in northern tropical regions.

The ten largest fires occurred in the Northern Territory, which experienced its hottest October on record and an estimated 8 million hectares burned.

CAMS aerosol optical depth analyses and forecasts also showed smoke spreading across central Australia during this period.

Earlier in the year, CAMS reported that Queensland recorded its highest January wildfire emissions since 2014 and the Northern Territory its highest January emissions since 2013.

Overall, CAMS estimated total wildfire carbon emissions for Australia of around 120 megatonnes up to the end of November, a figure very close to the 2003 to 2024 average.

In Southeast Asia, CAMS reported that seasonal wildfire activity across the upper Association of Southeast Asian Nations (ASEAN) region between January and April was generally below average.

Despite this, the fires contributed to haze events and heavily degraded air quality in parts of the region.

Quality assured wildfire emissions data from CAMS

CAMS explained that its GFAS provides a 23 year dataset of biomass burning location and estimated emissions, including wildfires and open burning, updated in near real time using satellite observations of FRP.

The service noted that emissions estimates carry uncertainties linked to assumptions about fuel type, shape and distribution and about how much fuel is burned and released as emissions.

CAMS uses the estimated emissions in its global and regional air quality forecasts and analyses to track wildfire smoke transport, composition and potential air quality impacts.

The organisation stated that GFAS is developed by a consortium led by the Norwegian Climate and Environmental Research Institute NILU.

CAMS reported that ongoing developments aim to extend GFAS to include FRP observations from additional satellite sensors, in order to maintain continuity in estimated wildfire emissions for its forecast systems.

CAMS provides further information on its global fire monitoring methods and products on its dedicated wildfire and smoke monitoring pages.

Wildfire emissions data for operational planning

CAMS regional breakdowns of wildfire emissions in 2025 provide a global view of where biomass burning is contributing most to carbon release and smoke transport.

The record European Union emissions, extreme fire years in Canada and elevated activity in parts of Russia and Australia show that long range smoke transport can affect regions far from the fire source.

Fire and rescue chiefs, senior officers and emergency and disaster response managers can use CAMS information on PM2.5 and aerosol optical depth to understand when wildfire smoke may degrade local air quality, even when fires are burning in other countries.

Government departments, risk assessors and fire engineering consultants can reference GFAS datasets and CAMS forecasts when assessing exposure patterns from prolonged wildfire seasons and planning responses to repeat smoke events.

Facility managers at airports, mass transit hubs and industrial sites in regions such as the Iberian Peninsula, the Pacific Northwest and the eastern Mediterranean can look at emissions time series and smoke transport analyses to understand when on site operations may face reduced visibility or poor air quality during future fire seasons.

Training officers and instructors can incorporate CAMS findings on early season activity in Canada, the Los Angeles January fires and South American year to year variability into exercises that focus on changing wildfire risk profiles and cross border smoke impacts.

Washing machines contribute to a reduction in the share of fine particles in fire stations, says study

Study compares particulate matter levels in two Polish fire stations

A study conducted by researchers aimed to compare particulate matter (PM) levels at two Polish fire stations, one equipped with a washing machine for decontaminating uniforms and the other without.

As reported by Bralewska et al., the study measured PM concentrations in the truck bays and changing rooms of both stations to assess the impact of washing machines on reducing PM levels.

The results showed that PM concentrations at the fire station with the washing machine were generally lower, particularly in the truck bays, suggesting the machine’s effectiveness in limiting dust resuspension.

Differences in PM concentrations between fire stations

The study found that while the average PM concentrations in both fire stations were similar, significant differences were observed in the distribution of these concentrations throughout the day.

Peaks in PM levels were more than three times higher at the station without a washing machine.

These spikes were linked to activities such as opening doors and moving uniforms, indicating that washing machines may reduce the extent of PM resuspension at fire stations.

Impact of fine particulate matter on firefighter health

The study highlighted the dominance of fine particles (those with diameters smaller than 2.5 µm) in the total mass of PM within the fire stations, comprising 65-75% of the total particulate matter.

Fine particles pose a higher risk as they can penetrate deeper into the lungs, leading to greater health risks.

The study noted that the presence of washing machines likely contributed to the reduction of these fine particles, thereby potentially lowering the health exposure of firefighters.

Need for further research and additional solutions

The study concluded that while washing machines appear to contribute to the reduction of fine particles in fire stations, they should not be the sole solution for improving air quality.

The researchers recommended further studies across more fire stations to verify these findings.

They also suggested exploring other methods to reduce particulate matter, such as improving ventilation and conducting comprehensive analyses of other pollutants present in fire stations.

Impact of washing machines on reducing particulate matter in fire stations in Poland: Summary

This study compared the effectiveness of washing machines in reducing particulate matter (PM) levels at two fire stations in Poland.

The fire station equipped with a washing machine generally had lower PM concentrations, particularly in the truck bays, compared to the station without one.

The study identified fine particles as a significant component of the PM, making up 65-75% of the total mass.

These fine particles are more harmful to health as they can penetrate deeper into the respiratory system.

While the study suggests that washing machines help reduce PM levels, it emphasizes the need for further research and additional methods to improve air quality in fire stations.