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The “Black Summer” bushfires of 2019/2020 in Australia generated smoke that persisted for over three months, mainly affecting Eastern Australia. Most communication strategies focused on the fire itself, revealing a knowledge gap in effective communication of the impact of…
Person:
Year: 2022
Type: Document
Source: FRAMES
Topic(s): Communications, Emissions and Smoke, Safety
Region(s): International
Keywords: health literacy, human health, wildfires, bushfires, Australia, Black Summer fires, children

Fire and smoke object detection is of great significance due to the extreme destructive power of fire disasters. Most of the existing methods, whether traditional computer vision-based models with sensors or deep learning-based models have circumscribed application scenes with…
Person:
Year: 2023
Type: Document
Source: FRAMES
Topic(s): Emissions and Smoke, Fire Occurrence, Intelligence, Models, Monitoring and Inventory
Region(s): International
Keywords: fire detection, smoke detection, dataset, object detection, DFS - Dataset for Fire and Smoke detection, deep learning

At a fundamental level, smoke from wildland fire is of scientific concern because of its potential adverse effects on human health and social well-being. Although many impacts (e.g., evacuations, property loss) occur primarily in proximity to the actual fire, smoke can end up…
Person:
Year: 2022
Type: Document
Source: FRAMES
Topic(s): Communications, Economics, Emissions and Smoke, Outreach, Safety, Social Science
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: human health, health effects, economic impacts, firefighter exposure, risk communication, social acceptability

Substantial natural environmental damage and economic losses are caused by fire. For this problem, automatic fire-smoke detection and identification are needed. Fire-smoke detection methods based on vision still suffer from significant challenges that fail to balance model…
Person:
Year: 2023
Type: Document
Source: FRAMES
Topic(s): Emissions and Smoke, Intelligence, Models
Region(s): International
Keywords: fire detection, smoke detection, YOLOv3, CNN - convolution neural network, attention mechanism, anchor-free mechanism, lightweight backbone

Numerous hectares of land are destroyed by wildfires every year, causing harm to the environment, the economy, and the ecology. More than fifty million acres have burned in several states as a result of recent forest fires in the Western United States and Australia. According to…
Person:
Year: 2023
Type: Document
Source: FRAMES
Topic(s): Emissions and Smoke, Fire Occurrence, Intelligence
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, International, National
Keywords: UAS - Unmanned Aircraft System, air quality, sensors, fire detection, optimization

In response to the JFSP Funding Opportunity Notice, FON 2015-1 Task 2, which contemplated a Smoke Hazard Warning System, we proposed AIRPACT-Fire for enhanced communication of human health risk with improved wildfire smoke modeling, which robustly addressed the JFSP criteria. We…
Person:
Year: 2022
Type: Document
Source: FRAMES
Topic(s): Communications, Emissions and Smoke, Fire Behavior, Models, Outreach, Safety
Region(s): Great Basin, Northern Rockies, Northwest
Keywords: AIRPACT, WRF-SFIRE, WRF-SMOKE-CMAQ model, CMAQ - Community Multiscale Air Quality Modeling System, air quality, air pollution, forecasting, wildfire, forest fire, biomass burning, PM2.5, health effects, NowCast, health risk, visual range, relative risk, Kalman Filter, bias correction, kriging

Introduction As wildfire smoke events increase in intensity and frequency in the Pacific Northwest, there is a growing need for effective communication on the health risks of smoke exposure. Delivery through a trusted source or intermediary has been shown to improve reception of…
Person:
Year: 2022
Type: Document
Source: FRAMES
Topic(s): Communications, Emissions and Smoke, Safety, Social Science
Region(s): Northwest
Keywords: risk communication, public health, wildland fire, wildfire, trusted sources, trust, environmental hazards, thematic analysis, rural health, tribal health, Washington, Okanagan

Oregon Health Authority and the University of Oregon partnered to conduct a survey-based evaluation of wildfire smoke communications and impacts experienced by Oregon residents during the 2020 wildfire season. The purpose of this survey was to (1) understand how Oregonians…
Person:
Year: 2022
Type: Document
Source: FRAMES
Topic(s): Communications, Emissions and Smoke, Fire Occurrence, Social Science
Region(s): Northwest
Keywords: 2020 fire season, Oregon, survey, wildfire smoke exposure, public health, preparedness, smoke event

The challenges of the 2020 Fire Year have validated the Cohesive Strategy and proven its foundational value for additional success and achievement across boundaries and landscapes in the West. The following pages offer a snapshot of 2020 activities and successes in the Western…
Person:
Year: 2021
Type: Document
Source: FRAMES
Topic(s): Administration, Aquatic, Aviation, Climate, Communications, Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Occurrence, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Logistics, Mapping, Models, Monitoring and Inventory, Outreach, Planning, Prescribed Fire, Regulations and Legislation, Restoration and Rehabilitation, Safety, Social Science, Weather, Wildland-Urban Interface (WUI)
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: National Cohesive Wildland Fire Management Strategy (Cohesive Strategy), wildfire, wildland fire

[Executive Summary] The Wildland Fire Leadership Council (WFLC) presents this Addendum Update, to spotlight wildland fire critical emphasis areas and challenges that were not identified or addressed in depth in the 2014 National Cohesive Wildland Fire Management Strategy (…
Person:
Year: 2023
Type: Document
Source: FRAMES
Topic(s): Administration, Aquatic, Aviation, Climate, Communications, Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Occurrence, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Logistics, Mapping, Models, Monitoring and Inventory, Outreach, Planning, Prescribed Fire, Regulations and Legislation, Restoration and Rehabilitation, Safety, Social Science, Unknown, Weather, Wildland-Urban Interface (WUI)
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: wildfire, wildland fire, National Cohesive Wildland Fire Management Strategy (Cohesive Strategy)

Addressing wildfire is not simply a fire management, fire operations, or wildland-urban interface problem - it is a larger, more complex land management and societal issue. The vision for the next century is to: Safely and effectively extinguish fire, when needed; use fire where…
Person:
Year: 2011
Type: Document
Source: FRAMES
Topic(s): Administration, Aquatic, Aviation, Climate, Communications, Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Occurrence, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Logistics, Mapping, Models, Monitoring and Inventory, Outreach, Planning, Prescribed Fire, Regulations and Legislation, Restoration and Rehabilitation, Safety, Social Science, Weather, Wildland-Urban Interface (WUI)
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: wildfire, wildland fire, National Cohesive Wildland Fire Management Strategy (Cohesive Strategy)

This study examined how wildfire risk is framed by different entities and actors within a common region, during and after experiencing several large wildfire events. Using a social constructionist lens, we viewed wildfire risk as a fluid and variable concept that is socially…
Person:
Year: 2022
Type: Document
Source: FRAMES
Topic(s): Aquatic, Communications, Emissions and Smoke, Fire Effects, Hazard and Risk, Social Science
Region(s): Rocky Mountain
Keywords: risk communication, Colorado Front Range, wildfire, drinking water, watershed protection, risk governance, risk management, media coverage, CWPP - Community Wildfire Protection Plan, wildfire policy

Public health officials communicate the relevant risks of bushfire smoke exposure and associated health protection measures to affected populations. Increasing global bushfire incidence in the context of climate change motivated this scoping review. English-language publications…
Person:
Year: 2021
Type: Document
Source: FRAMES
Topic(s): Communications, Emissions and Smoke, Fire History, Hazard and Risk, Outreach
Region(s): International
Keywords: bushfire, wildfires, air pollution, Media, public health, environmental health, Australia

Fire is an international, peer-reviewed, open access journal about the science, policy, and technology of fires and how they interact with communities and the environment, broadly defined, published quarterly online by MDPI. Fire serves as an international forum for diverse…
Person:
Year:
Type: Website
Source: FRAMES
Topic(s): Aquatic, Climate, Communications, Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Occurrence, Fire Prevention, Fuels, Hazard and Risk, Mapping, Models, Monitoring and Inventory, Outreach, Planning, Prescribed Fire, Regulations and Legislation, Restoration and Rehabilitation, Safety, Social Science, Weather, Wildland-Urban Interface (WUI)
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, International, National
Keywords:

A 10-year review of accidents and incidents within the USDA Forest Service wildland fire system. This document seeks to describe the wildland fire system and culture within which U.S. Department of Agriculture, Forest Service employees operate. To do so, this review presents a…
Person:
Year: 2022
Type: Document
Source: FRAMES
Topic(s): Administration, Aquatic, Aviation, Climate, Communications, Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Occurrence, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Logistics, Mapping, Models, Monitoring and Inventory, Outreach, Planning, Prescribed Fire, Regulations and Legislation, Restoration and Rehabilitation, Safety, Social Science, Weather, Wildland-Urban Interface (WUI)
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords:

This video outlines a step-by-step process of when and how to gather information about your situation before, enroute to, and during a wildland fire incident.
Person:
Year: 2021
Type: Media
Source: FRAMES
Topic(s): Emissions and Smoke, Fire Behavior, Fuels, Intelligence, Safety, Weather
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: fire environment, anticipate fire behavior, situational awareness, forecast, wildland fire incident

Smoke from wildland fire presents a serious and growing concern. Mirroring global trends in recent decades, many areas of the US are experiencing increasing wildfire size, severity, and frequency. The health hazard of smoke from wildland fire has been well-documented (see…
Person:
Year: 2021
Type: Document
Source: FRAMES
Topic(s): Communications, Economics, Emissions and Smoke, Prescribed Fire, Social Science
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: public perceptions, wildfire, managed fire, public tolerance of smoke, literature review, public health, manager perceptions, NWFSC - Northwest Fire Science Consortium

The Fire Environment Continuing Education SubCommittee presents the 2020 Fall Fire Environment Post Season Lessons Learned Webinar Topics will include: Satellite-derived data WildfireSAFE Tips for Remote fire analysis assignments
Person: Lindley, Ziel, Teske, Jolly, Law
Year: 2020
Type: Media
Source: FRAMES
Topic(s): Emissions and Smoke, Fire Occurrence, Hazard and Risk, Intelligence, Mapping, Models, Monitoring and Inventory, Weather
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: remote sensing, satellite data, fire detection, air quality, smoke dispersion, IA - initial attack, social media, fire management, risk management, WildfireSAFE, lessons learned, fire environment, community preparedness

[no description entered]
Person:
Year: 1989
Type: Document
Source: TTRS
Topic(s): Fire Behavior, Fire Ecology, Hazard and Risk, Intelligence, Outreach, Social Science, Emissions and Smoke
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: catastrophic fires, fire management, forest management, national forests, national parks, post fire recovery, public information, regeneration, wildfires, Yellowstone National Park

[no description entered]
Person:
Year: 1989
Type: Document
Source: TTRS
Topic(s): Emissions and Smoke, Fire Behavior, Fire History, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Models, Weather
Region(s): Eastern
Keywords: backing fires, crown fires, droughts, fire case histories, fire danger rating, fire intensity, fire suppression, fire whirls, firebrands, flame length, fuel models, gases, ignition, Michigan, Pinus banksiana, plantations, season of fire, vortices, wildfires, wind

[no description entered]
Person:
Year: 1985
Type: Document
Source: TTRS
Topic(s): Administration, Climate, Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Occurrence, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Outreach, Planning, Prescribed Fire, Regulations and Legislation, Social Science, Weather, Economics, Wildland-Urban Interface (WUI)
Region(s): Great Basin, Northern Rockies, Southern
Keywords: Abies spp., air quality, arthropods, bark, catastrophic fires, climax vegetation, community ecology, conservation, crown fires, decay, dominance (ecology), ecosystem dynamics, fire adaptations (plants), fire control, fire exclusion, fire frequency, fire hazard reduction, fire injuries (plants), fire intensity, fire management, fire regimes, fire suppression, forest management, fuel accumulation, grasses, grasslands, hardwoods, human caused fires, Idaho, ignition, insects, land management, light, lightning caused fires, litter, logging, low intensity burns, Montana, mortality, mosaic, national forests, national parks, natural resource legislation, old growth forests, organic matter, Picea, pine forests, pine, Pinus banksiana, Pinus contorta, Pinus ponderosa, pioneer species, plant communities, plant diseases, plant growth, post fire recovery, prescribed fires (chance ignition), public information, rate of spread, regeneration, second growth forests, Sequoiadendron giganteum , species diversity (plants), succession, surface fires, understory vegetation, wilderness areas, wildfires

[no description entered]
Person:
Year: 1989
Type: Document
Source: TTRS
Topic(s): Aviation, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Logistics, Outreach, Prescribed Fire, Social Science, Weather
Region(s): Northern Rockies, Rocky Mountain
Keywords: aerial ignition, arthropods, backfires, catastrophic fires, community ecology, cones, crown fires, ecosystem dynamics, fire adaptations (plants), fire case histories, fire danger rating, fire hazard reduction, fire injuries (animals), fire intensity, fire management, fire regimes, fire suppression, firebreaks, fuel accumulation, grasslands, human caused fires, insects, land management, landscape ecology, Montana, national forests, Pinus contorta, plant communities, post fire recovery, precipitation, prescribed fires (chance ignition), public information, rate of spread, recreation, reproduction, rural communities, senescence, serotiny, wildfires, wildlife, wildlife food habits, wind, Wyoming, Yellowstone National Park

The purpose of this report is to make an environmental evaluation of prescribed burning and its alternatives, and relate to the economic considerations in the southern Region of the U.S. Forest Service.
Person:
Year: 1982
Type: Document
Source: TTRS
Topic(s): Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire History, Fire Prevention, Fuels, Intelligence, Outreach, Prescribed Fire, Social Science, Economics, Fire Ecology, Hazard and Risk
Region(s): Southern, International
Keywords: aesthetics, air quality, amphibians, Andropogon, Appalachian Mountains, Aristida stricta, arthropods, Cercyonis pegala, Danuas plexippus, earthworms, education, erosion, experimental areas, fire control, fire hazard reduction, fire regimes, fishes, forest management, game birds, Graphium marcellus, grasslands, habitat types, hardwood forests, herbicides, histories, Hyla andersonii, insects, invertebrates, land use, Lepidoptera, mammals, multiple resource management, Mus musculus, national forests, nongame birds, Peromyscus polionotus, pine forests, Pinus clausa, Pinus echinata, Pinus elliottii, Pinus palustris, Pinus rigida, Pinus strobus, Pinus taeda, Pinus virginiana, public information, Quercus, reptiles, savannas, Sigmodon hispidus, site treatments, small mammals, smoke management, soil organic matter, Tall Timbers Research Station, threatened and endangered species (animals), Urocyon cinereoargenteus, water quality, wildlife food plants, wildlife habitat management

[no description entered]
Person:
Year: 1989
Type: Document
Source: TTRS
Topic(s): Administration, Climate, Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Occurrence, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Logistics, Mapping, Models, Outreach, Planning, Regulations and Legislation, Social Science, Economics
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: Abies concolor, arthropods, ash, backfires, burning intervals, catastrophic fires, Cervus canadensis, community ecology, computer programs, cones, crown fires, Dendroctonus ponderosae, Dendroica kirtlandii, droughts, ecosystem dynamics, education, fertilizers, fire control, fire equipment, fire frequency, fire injuries (animals), fire injuries (plants), fire management, fire regimes, fire resistant plants, fire sensitive plants, fire suppression, firebreaks, fishes, flammability, flowering, forage, forest management, fuel accumulation, fuel types, grasses, grasslands, grazing, ground fires, human caused fires, Idaho, insects, light burning, lightning caused fires, livestock, low intensity burns, Michigan, moisture, Montana, mortality, mosaic, national forests, national parks, natural resource legislation, nongame birds, Odocoileus hemionus, pine forests, pine, Pinus contorta, population density, post fire recovery, precipitation, predators, prescribed fires (chance ignition), public information, rate of spread, recreation, regeneration, roots, season of fire, Sequoiadendron giganteum , Sialia currucoides, small mammals, smoke behavior, smoke effects, Smokey Bear program, soils, species diversity (animals), species diversity (plants), surface fires, threatened and endangered species (animals), trees, water, wildfires, wildlife, wildlife food plants, wildlife habitat management, wildlife openings, wind, Wyoming, Yellowstone National Park

(1)The behaviour of the August 1936 Galatea fire in the foothills of the Canadian Rocky Mountains was reconstructed with respect to the rate of spread, frontal-fire intensity and fuel consumption, and illustrates that tree mortality, seed dispersal distance into the burn and…
Person:
Year: 1988
Type: Document
Source: TTRS
Topic(s): Climate, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire History, Fire Occurrence, Fire Prevention, Fuels, Intelligence, Models, Weather
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, International, National
Keywords: Abies lasiocarpa, Alberta, Canada, conifers, crown fires, duff, elevation, fine fuels, fire adaptations (plants), fire case histories, fire frequency, fire intensity, fire size, fire suppression, fuel appraisal, fuel moisture, fuel types, habitat types, ignition, lightning caused fires, litter, moisture, montane forests, mortality, mountainous terrain, mountains, national parks, organic matter, overstory, Picea, Picea engelmannii, pine, Pinus contorta, plant growth, post fire recovery, radiation, rate of spread, regeneration, reproduction, sampling, seed dispersal, seed germination, site treatments, smoke behavior, species diversity (plants), statistical analysis, subalpine forests, topography, trees, water, wildfires, wind