Wildfire Science
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Wildfire Preparedness, Prescribed Fire, and Fire-Resilient Communities
Prescribed Fire and Fuel Reduction
Prescribed fire is increasingly recognized as a major tool for reducing future wildfire intensity, smoke pollution, and economic damage. Research highlighted in the source material shows that carefully planned burns can reduce hazardous fuels, limit later wildfire severity, and lower long-term smoke exposure. Fuel treatments such as thinning, prescribed burning, ladder-fuel removal, and strategic fuel breaks are presented as prevention-focused alternatives to relying mainly on emergency suppression after fires start.
Prescribed fire also supports healthier fire-adapted ecosystems. Many forests historically experienced more frequent low- and moderate-intensity fire, and the long-term exclusion of fire has contributed to excess fuel buildup. Expanding safe, well-planned prescribed and cultural burning can help restore ecological balance while reducing the likelihood of catastrophic fires.
Wildfire Smoke and Public Health
Wildfire smoke is a growing public health concern because it can travel far beyond burn areas and expose large populations to fine particle pollution. The material emphasizes that smoke planning must include public alerts, cleaner-air spaces, indoor filtration, school preparedness, health care guidance, and special protection for vulnerable groups such as children, older adults, outdoor workers, and people with asthma or heart and lung disease.
Smoke-ready communities can reduce harm by preparing buildings before fire season, improving HVAC filtration, creating clean rooms, using portable air cleaners, and communicating clearly about air quality risks. The material also distinguishes between uncontrolled wildfire smoke and prescribed-fire smoke, noting that planned burns may create short-term smoke but can reduce more dangerous smoke exposure over time by preventing larger, more intense wildfires.
Home Hardening and Defensible Space
Home hardening and defensible space are central wildfire resilience strategies. The source material repeatedly emphasizes that structures often ignite from embers, nearby vegetation, vulnerable vents, combustible decks, gutters, fences, roofs, siding, and materials close to the home. The most important protection zone is often the area immediately around the structure, where noncombustible materials and careful maintenance can reduce ignition risk.
Defensible space creates a managed buffer between buildings and flammable vegetation. When coordinated at the neighborhood level, defensible space, ember-resistant construction, and home retrofits can improve structure survival and make conditions safer for firefighters. Community-wide action is especially important in the wildland-urban interface, where homes, roads, vegetation, and evacuation routes interact.
Technology, Mapping, and Fire Modeling
Modern wildfire preparedness increasingly depends on satellite observations, fire behavior modeling, artificial intelligence, real-time mapping, and decision-support tools. NASA, NOAA, USDA, CAL FIRE, and other agencies provide tools that track active fires, smoke plumes, burn severity, fire weather, fuel moisture, drought, and fire potential. These systems help emergency managers, firefighters, researchers, and communities understand where fires are burning and where risks may increase.
The material also includes advanced research on wildfire digital twins, coupled wildfire-weather models, machine learning, cellular automata fire spread models, aerial suppression planning, and evacuation modeling. These tools are designed to improve predictions of fire behavior, smoke movement, fire intensity, and evacuation timing, though the material also notes limitations such as uncertainty, sensor resolution, clouds, terrain, and rapidly changing weather.
Evacuation Planning and Community Preparedness
Wildfire resilience depends not only on fuel treatments and home protection, but also on evacuation readiness. The material highlights the importance of evacuation routes, emergency alerts, go-bags, animal safety planning, community wildfire protection plans, and early departure during dangerous conditions. Fire-adapted communities prepare before a fire starts by identifying risks, practicing communication, coordinating with local agencies, and planning for power outages and smoke impacts.
Community wildfire protection plans, Firewise programs, local fire networks, and community preparedness campaigns help residents coordinate fuel reduction, home hardening, road access, evacuation priorities, and public education. The most effective wildfire preparation combines individual household action with neighborhood-scale and landscape-scale planning.
Cultural Burning and Living With Fire
The source material also points to the growing recognition of cultural burning and Indigenous-led fire stewardship. Cultural burning and prescribed fire are framed as forms of “good fire” that can reduce hazardous fuels, restore ecosystems, support traditional land management, and help communities shift from total fire suppression toward living more safely with fire.
This approach recognizes that fire is a natural and necessary part of many landscapes. Instead of treating all fire as destructive, fire science and Indigenous knowledge both support using beneficial fire under safer conditions to reduce the risk of uncontrollable wildfires later.
Conclusion
The uploaded material presents wildfire resilience as a combination of prevention, preparedness, public health protection, technology, and community action. Prescribed fire, cultural burning, fuel reduction, defensible space, home hardening, smoke-ready buildings, evacuation planning, and advanced fire monitoring all play important roles. The central message is that communities can reduce wildfire damage and smoke exposure by preparing before fires occur, using science-based tools, and coordinating action across homes, neighborhoods, agencies, and landscapes.
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Prescribed Fires Can Cut Smoke Pollution for Years, Miles Beyond Burn Areas
| Josie Garthwaite | Stanford Doerr School of Sustainability | June 11, 2026
A Stanford-led study finds that expanding prescribed fire in California conifer forests could reduce dangerous wildfire smoke pollution over time, with benefits extending beyond the treated burn areas.
Aerial Wildfire Suppression Planning with a Hybrid CNN-Cellular Automata Fire Model
| Ion Matei et al. | arXiv | June 11, 2026
Researchers present a wildfire spread and aerial suppression model that combines neural networks, cellular automata, terrain, fuel, wind, water drops, retardant drops, and uncertainty analysis.
How Controlled Burns Can Help Save Taxpayers Billions
| Kate Yoder | Grist | May 7, 2026
This article explains research showing that fuel treatments such as thinning and prescribed fire can reduce burned area, smoke damages, structure losses, and economic costs.
Fires Rage in Georgia
| NASA Earth Observatory | NASA | April 29, 2026
NASA satellite imagery shows destructive wildfires burning in southern Georgia during drought conditions, illustrating how remote sensing tracks fire spread and smoke.
Kicking Off Development of New Earth Observation Solutions
| NASA Earthdata | NASA | April 27, 2026
NASA describes new Earth-observation tools requested by agencies for applications including urban heat analysis, fire behavior modeling, agriculture, and early warning systems.
Wildland Fires and Smoke
| U.S. EPA | EPA | April 21, 2026
EPA explains wildfire and prescribed fire smoke, smoke impacts, public health risks, and the role of planned burning in reducing fuel that can feed larger wildfires.
Smoke-Ready Toolbox for Wildfires
| U.S. EPA | EPA | April 21, 2026
EPA provides a practical toolbox for communities preparing for wildfire smoke events, including vulnerability planning, public health response, and exposure reduction.
California’s Community Wildfire Resilience Roadmap
| California Wildfire & Forest Resilience Task Force | Wildfire Task Force | March 2026
California’s roadmap emphasizes fire behavior modeling, evacuation route planning, roadside fuel breaks, home hardening, prescribed fire, and community-scale wildfire resilience.
Wildfire Smoke Preparedness in Community Buildings Questions and Answers
| U.S. EPA | EPA | March 12, 2026
EPA answers grant and planning questions about preparing community buildings to reduce wildfire smoke exposure through filtration, HVAC improvements, and cleaner-air spaces.
2025 UC ANR Fire Network Annual Report
| UC ANR Fire Network | University of California Agriculture and Natural Resources | February 2026
UC ANR summarizes statewide work on home hardening, defensible space, prescribed fire, fire ecology, targeted grazing, community preparedness, and post-fire recovery.
Lessons from the 2025 Los Angeles Wildfires
| UC ANR Fire Network | University of California Agriculture and Natural Resources | February 2026
This report draws lessons from the Los Angeles wildfires for rebuilding, home hardening, defensible space, ember protection, lot design, and urban fire resilience.
Advanced NASA Earth Observations and Tools for Active Fire, Smoke, and Post-Fire Monitoring
| NASA ARSET | NASA Earthdata | February 2026
NASA’s training Q&A explains active-fire satellite detection, smoke monitoring, confidence values, fire intensity indicators, and limitations such as clouds and sensor resolution.
A Record Wildfire Season Inspires Wyoming to Prepare for the Future
| Jake Bolster | Inside Climate News | January 19, 2026
Wyoming communities are responding to record wildfire risk with home hardening, defensible space, smoke-ready planning, thinning, prescribed fire, and local fire networks.
FIRMS FAQ
| NASA Earthdata | NASA | 2026
NASA explains how the Fire Information for Resource Management System provides near real-time wildfire activity data for detection, monitoring, and response planning.
Hazard Mapping System Fire and Smoke Product
| NOAA Office of Satellite and Product Operations | NOAA | 2026
NOAA’s Hazard Mapping System tracks fire locations and smoke plumes, helping forecasters and emergency managers understand smoke movement and air quality risks.
About the Fire Network
| UC ANR Fire Network | University of California Agriculture and Natural Resources | 2026
UC ANR describes its fire science network, including prescribed fire, home hardening, defensible space, plant flammability research, post-fire recovery, and workforce training.
Community Preparedness and Involvement
| UC ANR Fire Network | University of California Agriculture and Natural Resources | 2026
This resource explains why defensible space, home hardening, and fuel reduction work best when coordinated across neighborhoods and communities.
Wildfire Preparedness
UC ANR explains defensible space, forest fuel reduction, ember protection, radiant heat reduction, evacuation routes, and safer conditions for emergency responders.
Fire Education Resources
This resource connects residents to fire science, prescribed fire, home hardening, defensible space, cultural burning, and K-12 fire education materials.
Wildfire Mitigation and Management
UC ANR links residents and land managers to wildfire mitigation resources covering defensible space, home hardening, prescribed fire, and community preparedness.
Defensible Space
| CAL FIRE | Ready for Wildfire | 2026
CAL FIRE explains how defensible space creates a buffer around homes to slow wildfire spread, reduce ember ignition risk, and improve firefighter safety.
Go Evacuation Guide
| CAL FIRE | Ready for Wildfire | 2026
CAL FIRE’s evacuation guide covers pre-evacuation actions, power outages, evacuation procedures, animal safety, and what to do if trapped during wildfire.
The Dance for Defensible Space
This article explains defensible-space zones, especially the critical 0-to-5-foot ember zone around homes, and offers practical landscape design guidance.
Wildfire Risk Map: Best Websites and Apps
| Wildfire Safety Systems | Wildfire Safety Systems | December 26, 2025
This guide compares wildfire risk maps and explains how long-term risk tools can support home hardening, defensible space planning, insurance documentation, and preparedness.
Then / Now / Next: Ecologist Lenya Quinn-Davidson Is Rethinking California’s Relationship with Fire
| UC Berkeley News | UC Berkeley | December 1, 2025
This profile highlights prescribed fire, cultural burning, community fire programs, practitioner training, and the shift toward living with fire rather than suppressing all fire.
Digital Cities 2025: 500,000 or More Population Category
| Government Technology | GovTech | November 18, 2025
The article notes city wildfire technology efforts including AI smoke-detection cameras, sensors, GIS fire mapping, evacuation routes, and resilient building review tools.
Fire Risk to Structures in California’s Wildland-Urban Interface
| Maryam Zamanialaei et al. | Nature Communications | 2025
Researchers analyze California WUI structure losses and find evidence supporting home hardening, defensible space, risk mapping, and stricter land-use planning.
Multidimensional Advances in Wildfire Behavior Prediction
| H. H. Wang et al. | Fire | 2025
This review covers wildfire behavior prediction technologies, including models for forest and grassland fire spread, climate-driven fire risk, and future forecasting needs.
Recent Advances in Wildfire Smoke Dynamics Research
| Yongqiang Liu | Michigan Technological University | 2025
This research reviews smoke plume dynamics, plume rise, fire-atmosphere interaction, and the scientific basis for better wildfire smoke prediction.
Importance of Educating Patients and Health Care Professionals About Smoke and Air Quality
| U.S. EPA | EPA | September 30, 2025
EPA explains why health professionals should educate vulnerable patients about wildfire smoke, prescribed fire smoke, and protective steps during smoke events.
Wildfire Smoke: A Growing Public Health Concern
| U.S. EPA | EPA | September 30, 2025
EPA describes the growing public health burden of wildfire smoke and compares smoke from wildfires and prescribed fires.
Science for Wildfire and Safety: Pre-Fire Management and Preparedness
| U.S. Forest Service Research and Development | USDA Forest Service | September 8, 2025
Forest Service researchers describe fire-retardant coatings, WildfireSAFE, fuels data, prescribed-fire modeling, and science that supports pre-fire preparedness.
Twice as Many California Homes Could Survive Major Wildfires by Doing This
| Julie Johnson | San Francisco Chronicle | September 10, 2025
Coverage of a UC Berkeley-led study explains how home hardening and defensible space can dramatically improve structure survival during major wildfires.
California Communities Can Reduce Wildfire Damage by Half. Here’s How
| Kara Manke | UC Berkeley News | August 28, 2025
UC Berkeley researchers use wildfire simulations and damage data to show how home hardening, defensible space, and Zone Zero vegetation removal reduce losses.
California Technology Teams Recognized for Innovations
| Government Technology | GovTech | August 28, 2025
CAL FIRE’s web platform is highlighted for real-time data, 3D GIS maps, evacuation information, emergency tools, and mobile-first wildfire communication.
Monroe Canyon Fire Intensifies
| NASA Earth Observatory | NASA | August 1, 2025
NASA satellite imagery shows rapid wildfire growth in Utah under dry, windy conditions, demonstrating how weather and fuels drive fire behavior and smoke.
We Have to Study Fire Up Close in Order to Model and Predict It
| Joshua Rady | Woodwell Climate Research Center | July 31, 2025
A scientist describes fieldwork during a prescribed burning experiment designed to improve fire behavior modeling and wildfire prediction.
Wildfire Smoke and Air Quality
| NOAA NESDIS | NOAA | July 28, 2025
NOAA explains how satellite tools help track wildfire smoke, observe air quality impacts, and support smoke forecasting during major fire events.
Wildland Fire Research: Human Health
| U.S. EPA | EPA | July 22, 2025
EPA summarizes research on wildfire smoke exposure, health impacts, vulnerable populations, and tools for improving smoke preparedness.
Wildfire Smoke Billows Over Northern California
| NASA Earth Observatory | NASA | July 17, 2025
NASA imagery shows smoke from multiple Northern California fires during exceptional heat and low humidity, highlighting satellite monitoring of smoke and fire behavior.
Mapping Fire’s Spread in a Georgia Pine Burn
| NASA Earth Observatory | NASA | July 16, 2025
NASA describes a FireSense prescribed burn campaign using airborne data to map fire spread and improve operational wildfire tools.
Wildfire Smoke: 5 Things to Know
| Stanford Institute for Economic Policy Research | Stanford University | July 14, 2025
Stanford researchers explain why wildfire smoke is a growing economic and health problem and how prescribed burns may reduce long-term smoke exposure.
Wildfire Season Is Here. UC Berkeley Scholars Are Helping Bay Area Communities Prepare
| Kara Manke | UC Berkeley News | July 9, 2025
UC Berkeley researchers and students use wildfire simulation tools and community fuel reduction projects to help Bay Area neighborhoods prepare for wildfire.
Home Hardening Will Increase Wildfire Resilience and Save Lives
| NRDC | Natural Resources Defense Council | July 2025
NRDC argues that home hardening is underfunded compared with suppression and landscape treatments, despite its importance for reducing structure loss and saving lives.
Controlled Burns Shown to Reduce Wildfire Intensity and Smoke Pollution
| Stanford Report | Stanford University | June 26, 2025
Stanford-led research finds that prescribed burns can reduce later wildfire severity and net smoke pollution, offering empirical support for beneficial fire.
Study Shows Controlled Burns Can Reduce Wildfire Intensity and Smoke Pollution
| Rob Jordan | Stanford Woods Institute for the Environment | June 26, 2025
This Stanford Woods article explains research showing prescribed fire can reduce future wildfire intensity and harmful smoke across western landscapes.
The Effectiveness of Prescribed Fire
| Stanford Woods Institute | Stanford University | 2025
Stanford’s research brief summarizes findings that prescribed fire can reduce burn severity and net smoke emissions, especially outside densely populated WUI areas.
Prescribed Fire
| U.S. Forest Service Rocky Mountain Research Station | USDA Forest Service | June 6, 2025
The Forest Service explains how prescribed fire restores ecosystems, reduces wildfire risk, improves firefighter response, and protects communities and infrastructure.
NOAA Satellites Monitor Canadian Wildfires and Smoke
| NOAA NESDIS | NOAA | June 5, 2025
NOAA describes satellite monitoring of Canadian wildfires, long-burning “zombie” fires, smoke movement, and large-scale fire impacts.
Evaluating a Simulation-Based Wildfire Burn Probability Map for the Conterminous US
| Amanda R. Carlson et al. | USDA Forest Service Research and Development | 2025
This research evaluates burn probability maps based on fuels, weather, topography, ignition locations, and wildfire simulation modeling.
Increasing Global Human Exposure to Wildland Fires Despite Overall Declining Burned Area
| S. T. Seydi et al. | USDA Forest Service Research and Development | 2025
Researchers examine human exposure to wildland fires and note the importance of home hardening and intentional fire use in wildfire-prone areas.
Wildland Fire Research Briefing Book
EPA summarizes research on wildland fire smoke, prescribed fire tradeoffs, public health impacts, air quality, and future research needs.
Wildfire Maps Help Firefighters in Real Time
| NASA Earth Observatory | NASA | April 29, 2025
NASA explains how airborne FireSense data can help produce real-time wildfire maps for firefighters and prescribed burn researchers.
New Study Reveals How to Make Prescribed Forest Fires Burn Safer and Cleaner
| Stanford Report | Stanford University | April 14, 2025
Stanford researchers find that changing prescribed-burn conditions such as moisture, heat, and oxygen can reduce harmful PAH emissions and smoke-related cancer risk.
Outpacing Government? Lessons from Watch Duty’s Rise
| Ben Miller | Government Technology | January 31, 2025
This article examines wildfire information tools, including maps showing fire perimeters, evacuation orders, shelters, and real-time updates for affected communities.
Santa Ana Wind Wildfires: Why California’s Worst Fires Aren’t the Worst Yet
| FireRescue1 | FireRescue1 | January 11, 2025
FireRescue1 discusses wind-driven WUI fires, home hardening, defensible space, evacuation planning, ignition prevention, and the limits of mitigation during extreme winds.
Health, Housing and the Path Ahead: UC Berkeley Researchers on the Los Angeles Fires
| UC Berkeley News | UC Berkeley | January 10, 2025
Berkeley experts discuss housing in the WUI, fire history, home hardening, defensible space, insurance, rebuilding, and wildfire exposure in urban-edge landscapes.
A Fire Deficit Persists Across Diverse North American Forests Despite Recent Increases in Area Burned
| Sean A. Parks et al. | USDA Forest Service Research and Development | 2025
Researchers compare historical fire-scar records and modern fire perimeters to show that many forests still have less fire than they historically experienced.
Living with Wildfire in Chelan County Fire District #3
| S. Wittenbrink et al. | USDA Forest Service Research and Development | 2025
This community wildfire study examines attitudes toward prescribed fire, evacuation, home risk, smoke exposure, and living with wildfire in Washington.
Living with Wildfire in Estes Valley Fire Protection District
| USDA Forest Service Research and Development | USDA Forest Service | 2025
This report studies wildfire experiences, evacuation, smoke exposure, perceived risk, and community preparedness in Colorado’s Estes Valley.
Defensible Space and Home Hardening Professionals
| Living With Fire | University of Nevada, Reno Extension | 2025
Living With Fire explains how defensible space and home hardening work together to reduce ember, flame, and vegetation-related structure ignition risks.
Fire Resistant Home Construction
| UCCE Central Sierra | University of California Agriculture and Natural Resources | 2025
UC ANR provides wildfire-resilient construction resources covering fire-resistant building materials, home retrofits, and safer building design.
Wildfires and Climate Change
NASA explains how climate change is amplifying wildfire activity and how satellites detect, track, and study fires for preparedness and response.
Perceived Wildfire Risk and Past Experiences Influence Support for Prescribed Burning
| C. J. Rogers et al. | BMC Public Health | 2025
Researchers examine how wildfire smoke experiences and perceived smoke risk shape public support for prescribed burning as a fuel management tool.
National PODs Feature Service Dataset
| U.S. Forest Service Rocky Mountain Research Station | USDA Forest Service | 2025
Potential Operational Delineations help fire managers plan response strategies, mitigation priorities, and wildfire risk communication across fire-prone landscapes.
Fire Radiative Power Dataset for 2025 Los Angeles Fires
| NASA Earthdata | NASA | 2025
NASA’s Fire Radiative Power dataset shows daily fire-energy measurements during the Palisades and Eaton fires, supporting fire intensity and emissions analysis.
Eaton and Palisades Fires Slope Dataset
| NASA Earthdata | NASA | 2025
NASA explains how slope data helps analyze wildfire behavior because terrain steepness affects fire spread, exposure, and response planning.
Satellite Observations and Tools for Fire Risk, Detection, and Analysis
| NASA ARSET | NASA Earthdata | 2025
NASA’s training agenda covers satellite tools for fire weather, fuel characterization, fire risk, smoke detection, fire behavior, burn severity, and recovery.
FIRMS 2025 Part 1 Questions and Answers
| NASA ARSET | NASA Earthdata | 2025
NASA explains Fire Radiative Power, active-fire detection, emissions modeling, biomass consumption estimates, and sensor limitations in fire monitoring.
FIRMS 2025 Part 2 Questions and Answers
| NASA ARSET | NASA Earthdata | 2025
NASA answers technical questions about wildfire smoke plumes, false-color imagery, remote sensing, and digital approaches to detecting and mapping smoke.
Digital Counties 2025: 1 Million or More Population Category
| Government Technology | GovTech | July 10, 2025
Counties are recognized for public-safety technology including AI wildfire detection cameras, precise evacuation zones, and upgraded emergency notifications.
Defensible Space and Fire Safe Home
UC ANR explains defensible space, ember protection, fire-safe landscaping, and home-hardening concepts for residents in wildfire-prone areas.
Wildfire Preparedness in Community Buildings
EPA provides resources for schools, commercial buildings, cleaner-air spaces, and facility managers seeking to reduce indoor smoke during wildfire and prescribed fire events.
Defensible Space - Prepare Your Home
| Washington Department of Natural Resources | WA DNR | 2025
Washington DNR explains how clearing brush and creating defensible space around homes can reduce wildfire risk and support structure survival.
Models, Tools, and Apps
| Southern Fire Exchange | Southern Fire Exchange | 2025
Southern Fire Exchange collects fire and smoke modeling tools, including smoke screening resources that help land managers plan prescribed burns.
Behavior Modeling and Prediction
| NCAR | University Corporation for Atmospheric Research | 2025
NCAR describes coupled wildfire-weather modeling that shows how winds affect fire behavior and how fires can influence local weather conditions.
Research and Publications
| California Fire Science Consortium | California Fire Science Consortium | 2025
The California Fire Science Consortium curates fire behavior, prescribed fire, forest management, and climate-fire research briefs for land managers and communities.
Thinning, Prescribed Fire, and Managing Wildfire for Resource Benefit
| U.S. Fish and Wildlife Service | U.S. Fish and Wildlife Service | 2025
This project describes prescribed fire and thinning to reduce fuel density, remove ladder fuels, improve resilience, and create strategic fuel breaks.
Science Advisory Panel Science Synthesis
| California Wildfire & Forest Resilience Task Force | Wildfire Task Force | 2025
The synthesis reviews evidence on home hardening, defensible space, fuels management, prescribed fire, and wildfire resilience policy.
Optimizing Research on Experimental Prescribed Fires
| National Academies | National Academies of Sciences, Engineering, and Medicine | 2025
The National Academies project examines how experimental prescribed-fire research can improve wildland fire and smoke models.
NASA Wildfire Digital Twin Pioneers New AI Models and Streaming Data Techniques for Forecasting Fire and Smoke
| NASA Science | NASA | May 21, 2024
NASA describes a wildfire digital twin designed to combine Earth observations, AI, and streaming data to forecast fire and smoke for managers and firefighters.
RiskMonitor
| U.S. Forest Service Fire Sciences Laboratory | USDA Forest Service | June 4, 2024
RiskMonitor helps managers identify fuel-treatment strategies, monitor risk reduction, and evaluate progress toward wildfire mitigation goals.
NOAA Supports Wildfire Science and Response
| NOAA National Centers for Environmental Information | NOAA | August 9, 2024
NOAA explains how drought, extreme heat, climate data, weather prediction, satellites, and fire science support wildfire response and preparedness.
Evacuation Planning on Time-Expanded Networks with Integrated Wildfire Information
| Steffen Borgwardt et al. | arXiv | October 18, 2024
Researchers model wildfire evacuations using time-expanded road networks and updated fire information to improve routing during changing fire conditions.
Managing the Growing Cost of Wildfire
| Marshall Burke et al. | Stanford Institute for Economic Policy Research | 2024
Stanford researchers discuss wildfire costs, prescribed fire, air-quality regulation, fuel management, smoke impacts, and the need to shift from suppression to prevention.
Making Fire Sense on Monroe Mountain
| NASA Earth Observatory | NASA | December 14, 2023
NASA describes a high-intensity prescribed burn in Utah that supports aspen restoration, fire management, and the FireSense effort to improve fire science.
Prescribed Fire Modeling Using Knowledge-Guided Machine Learning for Land Management
| Somya Sharma Chatterjee et al. | arXiv | October 2, 2023
Researchers present a machine-learning framework to emulate prescribed fire spread while improving physical consistency, burned-area estimates, and wind generalization.
Responses to Wildfire and Prescribed Fire Smoke: A Survey of Daily Life and Health Impacts
| S. Hoshiko et al. | International Journal of Environmental Research and Public Health | 2023
This study surveys health and daily-life impacts from wildfire smoke and prescribed-fire smoke, offering insight for public communication and smoke planning.
NOAA Satellites Tracked Historic Levels of Harmful Smoke Impacting Millions in the Eastern U.S.
| NOAA NESDIS | NOAA | June 20, 2023
NOAA describes how satellites measured smoke from Canadian wildfires that exposed millions of people in the eastern United States to harmful fine particles.
NOAA Satellites Improve Estimates of Wildfire Smoke and Air Quality Predictions
| NOAA NESDIS | NOAA | June 9, 2022
NOAA explains how satellite observations improve estimates of wildfire smoke, smoke plume movement, and air quality forecasting.
New Advisors Share Crucial Wildfire Expertise
| Jeannette Warnert | UC ANR Green Blog | September 22, 2022
UC ANR introduces wildfire advisors working on home hardening, defensible space, forest health, fuel management, prescribed fire, and fire-adapted communities.
Fire Behavior Modeling for Operational Decision-Making
| A. Cardil et al. | Wageningen University & Research | 2021
This paper reviews fire simulation frameworks, data needs, model uncertainty, and the operational challenges of using fire behavior models in real-time decisions.
Earth from Orbit: Wildfire Smoke Blankets U.S.
| NOAA NESDIS | NOAA | July 15, 2021
NOAA satellite imagery shows smoke blanketing large areas of the United States and Canada during a severe wildfire period, illustrating regional smoke transport.
Earth from Orbit: Fire Season Heats Up
| NOAA NESDIS | NOAA | June 17, 2021
NOAA shows how satellites monitor active fires and areas primed for ignition during extreme heat, drought, and fire-weather conditions.
Fire Behavior and Smoke Modeling
| Y. Liu et al. | Fire Ecology | 2019
This review explains simulations and experiments using fire behavior and smoke models for prescribed burns and wildfire smoke prediction.
Wildfire Smoke Worse for Kids’ Health Than Smoke from Controlled Burns
| Erin Digitale | Stanford University | May 30, 2019
Stanford researchers compare children’s exposure to wildfire smoke and controlled-burn smoke, finding stronger health impacts from wildfire smoke.
Smoke-Ready Communities Research to Prepare for Wildfires
EPA describes research partnerships helping counties develop smoke-ready response plans for wildfire and prescribed fire smoke.
Climate Change and Our Natural Resources
| USDA Climate Hubs | USDA | 2016
USDA discusses climate impacts on natural resources, including wildfire adaptation strategies such as thinning, prescribed burning, and WUI fuel reduction.
Wildfire Prediction to Inform Fire Management: Statistical Science Challenges
| S. W. Taylor et al. | arXiv | December 23, 2013
This paper reviews statistical challenges in wildfire prediction, including occurrence, growth, frequency, observational data, rare events, and operational decision-making.
FireWorks K-12 Curriculum
| FireWorks Educational Program | FRAMES | 2025
FireWorks provides hands-on fire science education for students, covering combustion, ecosystems, fire behavior, fuels, weather, and human interactions with wildland fire.
Wildfire Risk to Communities
| USDA Forest Service | Wildfire Risk to Communities | 2025
This tool helps communities explore wildfire likelihood, exposure, housing risk, and mitigation priorities at local, county, tribal, and state scales.
AirNow Fire and Smoke Map
| U.S. EPA and U.S. Forest Service | AirNow | 2025
The Fire and Smoke Map combines air quality monitors, sensors, fire locations, smoke plumes, and public health guidance during wildfire smoke events.
National Significant Wildland Fire Potential Outlook
| National Interagency Coordination Center | NIFC | 2026
The monthly outlook helps fire managers anticipate areas with above-normal fire potential based on fuels, weather, drought, and seasonal climate patterns.
Wildland Fire Assessment System
| USDA Forest Service | Wildland Fire Assessment System | 2025
WFAS provides national fire danger maps, fuel moisture estimates, drought indicators, and weather-based fire risk tools for planning and preparedness.
FastFuels
| U.S. Forest Service Research and Development | USDA Forest Service | 2025
FastFuels creates three-dimensional fuels data to support advanced fire modeling, fuels treatment analysis, and prescribed fire planning.
WildfireSAFE
| U.S. Forest Service | USDA Forest Service | 2025
WildfireSAFE provides access to fire weather and fire danger information to help communities, managers, and responders understand wildfire risk.
Community Wildfire Defense Grants Funded Proposals
| USDA Forest Service | USDA Forest Service | 2024
Funded projects include thinning, ladder-fuel removal, prescribed burning, defensible space, and community wildfire risk reduction.
California Fire and Resource Assessment Program
| CAL FIRE | California Department of Forestry and Fire Protection | 2025
FRAP provides wildfire hazard, fire history, land cover, and resource assessment data used for fire planning and risk analysis.
CAL FIRE Incidents
| CAL FIRE | California Department of Forestry and Fire Protection | 2026
CAL FIRE’s incident page provides current wildfire locations, acres burned, containment, evacuations, and official response information.
Ready, Set, Go! Wildland Fire Action Guide
| International Association of Fire Chiefs | IAFC | 2025
The Ready, Set, Go guide helps residents prepare homes, create defensible space, plan evacuations, and leave early during wildfire threats.
Firewise USA
| National Fire Protection Association | NFPA | 2025
Firewise USA helps neighborhoods reduce wildfire risk through shared action on defensible space, home ignition zones, and community preparedness.
Preparing Homes for Wildfire
| Insurance Institute for Business & Home Safety | IBHS | 2025
IBHS provides science-based guidance on ember-resistant vents, roofs, decks, gutters, siding, fences, and the near-home noncombustible zone.
Wildfire Ready
| Washington Department of Natural Resources | WA DNR | 2025
Washington’s Wildfire Ready program helps residents assess home risk, create defensible space, improve home hardening, and prepare before fire season.
Fire Adapted Communities Learning Network
| Fire Adapted Communities Learning Network | FAC Net | 2025
FAC Net shares community wildfire adaptation strategies including prescribed fire, defensible space, home hardening, evacuation planning, and local collaboration.
Indigenous Peoples Burning Network
| The Nature Conservancy | Conservation Gateway | 2025
This network supports Indigenous-led cultural burning, knowledge exchange, prescribed fire capacity, and landscape stewardship for healthier fire-adapted ecosystems.
Good Fire: Current Barriers to the Expansion of Cultural Burning and Prescribed Fire
| The Nature Conservancy | The Nature Conservancy | 2025
The Nature Conservancy explains why “good fire” matters and how prescribed and cultural burning can reduce hazardous fuels and restore ecosystems.
Wildfire and Public Health
| Centers for Disease Control and Prevention | CDC | 2025
CDC provides wildfire health guidance on smoke exposure, evacuation, returning home, ash cleanup, vulnerable populations, and respiratory protection.
Wildfire Smoke and Your Patients’ Health
EPA’s course helps clinicians understand wildfire smoke health risks, patient counseling, exposure reduction, and communication during smoke events.
Wildfire Smoke: A Guide for Public Health Officials
| U.S. EPA and Partners | AirNow | 2019
This guide supports public health officials in planning smoke messaging, cleaner-air shelters, exposure reduction, and coordinated wildfire smoke response.
Wildfire Smoke: Guide for Public Health Officials Factsheets
AirNow provides smoke factsheets for public officials, schools, outdoor workers, people with asthma, and communities preparing for wildfire smoke.
Protecting Yourself from Wildfire Smoke
AirNow offers public guidance on AQI, smoke exposure, indoor air filtration, masks, vulnerable groups, and deciding when outdoor activity is unsafe.
Wildfire Smoke Indoor Air Filtration
EPA explains how air cleaners and HVAC filters can reduce indoor particles, including wildfire smoke, when properly selected and used.
Create a Clean Room to Protect Indoor Air During a Wildfire
EPA explains how households can create cleaner-air rooms with filtration, sealed windows, and reduced indoor pollution during wildfire smoke events.
Wildfire Evacuation Checklist
FEMA’s wildfire preparedness page covers emergency alerts, evacuation planning, go-bags, defensible space, insurance records, and returning safely after fire.
Home Ignition Zone
| National Fire Protection Association | NFPA | 2025
NFPA explains how the home ignition zone shapes wildfire risk and why the area closest to structures is critical for ember defense.
Community Wildfire Protection Plans
| Forests and Rangelands | U.S. Wildland Fire Leadership Council | 2025
Community Wildfire Protection Plans help local governments, residents, tribes, and land managers prioritize fuel reduction, evacuation, and risk mitigation projects.
Wildfire Hazard Potential
| U.S. Forest Service Fire Sciences Laboratory | USDA Forest Service | 2025
The Wildfire Hazard Potential map identifies places where fuels and conditions may support difficult-to-control wildfire, supporting planning and mitigation.
Fire Weather Forecasting
| National Weather Service | NOAA | 2025
NOAA’s fire weather program provides forecasts, watches, red flag warnings, and meteorological tools used by firefighters and emergency managers.
Building Towards a Fire-Ready Nation
| NOAA Weather Program Office | NOAA | 2025
NOAA describes research investments to improve wildfire prediction, detection, smoke forecasting, fire weather modeling, and recovery support.
Developing a Coupled Wildfire-Weather Unified Forecast System to Improve Fire Prediction
| NOAA Weather Program Office | NOAA | 2024
NOAA funded work to improve wildfire and smoke predictions through better data assimilation, modeling, and coupled fire-weather forecasting.
Probabilistic Hazards Outlook
| NOAA Climate Prediction Center | NOAA | 2026
NOAA’s hazards outlook flags short-term weather threats, including heat and dryness that can contribute to elevated wildfire risk.
Southern Wildfire Risk Assessment Portal
| Southern Group of State Foresters | Southern Wildfire Risk Assessment | 2025
This regional tool helps communities in the South evaluate wildfire risk, fuels, exposure, and mitigation needs at community and landscape scales.
Northeast-Midwest Wildfire Risk Assessment
| USDA Forest Service | Wildfire Risk to Communities | 2025
This wildfire risk assessment helps communities outside the West understand local wildfire likelihood, exposure, and mitigation priorities.
Fire Effects Information System
| U.S. Forest Service | USDA Forest Service | 2025
FEIS provides scientific reviews on fire ecology, plant traits, fuels, fire effects, and management implications for fire-adapted ecosystems.
LANDFIRE
| LANDFIRE | U.S. Department of the Interior and USDA Forest Service | 2025
LANDFIRE provides vegetation, fuels, disturbance, and fire regime data used in wildfire modeling, risk assessment, and land management planning.
Monitoring Trends in Burn Severity
| MTBS | U.S. Geological Survey and USDA Forest Service | 2025
MTBS maps burn severity and fire perimeters across the United States, supporting post-fire analysis, recovery planning, and long-term fire science.
OpenET and Fire-Affected Landscapes
OpenET provides evapotranspiration data that can support drought, vegetation stress, fuel dryness, and post-fire watershed analysis.
WildfireSAFE: Fire Weather Intelligence for Everyone
| USDA Forest Service | WildfireSAFE | 2025
WildfireSAFE packages fire weather and risk information into accessible tools for firefighters, emergency managers, residents, and planners.
CAL FIRE Home Hardening
| CAL FIRE | California Department of Forestry and Fire Protection | 2025
CAL FIRE provides defensible space and home hardening guidance to help residents reduce ember ignition, flame contact, and structure vulnerability.
Prepare for Wildfire
| CAL FIRE | Ready for Wildfire | 2026
Ready for Wildfire offers practical guidance on defensible space, home hardening, evacuation planning, family communication, and wildfire readiness.
Wildfire Home Retrofit Guide
| Insurance Institute for Business & Home Safety | IBHS | 2025
IBHS provides retrofit guidance for roofs, gutters, vents, decks, siding, windows, fences, and near-home materials to reduce wildfire ignition risk.
Reducing Wildfire Risk to Your Home
| National Fire Protection Association | NFPA | 2025
NFPA explains practical wildfire safety actions for homeowners, including the home ignition zone, maintenance, landscaping, and ember-resistant upgrades.
Wildfire Evacuation Planning
FEMA’s planning guidance helps households create communication plans, evacuation routes, emergency kits, and meeting points before wildfire or other hazards.
Wildfire Smoke and Schools
EPA provides research and guidance for schools preparing for wildfire smoke, including filtration, indoor air quality, communication, and activity decisions.
Wildfire Smoke and Indoor Air Quality
EPA explains how wildfire smoke enters buildings and what residents can do to reduce indoor exposure through filtration and source control.
Protect Your Home from Wildfire
| FEMA | Federal Emergency Management Agency | 2025
FEMA explains mitigation steps such as defensible space, fire-resistant materials, roof and gutter maintenance, and emergency planning.
Wildfire Resilience Insurance and Mitigation
| California Department of Insurance | California Department of Insurance | 2025
California’s insurance resources connect home hardening and defensible-space actions to wildfire risk reduction and property protection.
Wildfire Home Hardening Scientific Studies
| Eco-Integrity Alliance | Eco-Integrity Alliance | 2024
This collection summarizes scientific studies supporting home ignition zone work, defensible space, and structural retrofits as wildfire risk-reduction strategies.
Wildfire Prevention
Allianz explains wildfire prevention strategies including vegetation management, building hardening, drills, evacuation plans, and risk-informed preparation.
