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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

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

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)

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

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

[no description entered]
Person:
Year: 1990
Type: Document
Source: TTRS
Topic(s): Aquatic, Emissions and Smoke, Intelligence, Outreach, Regulations and Legislation, Social Science
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: aesthetics, air quality, archaeological sites, conservation, education, forest management, lakes, land management, land use, livestock, multiple resource management, national forests, national parks, natural resource legislation, pollution, public information, recreation, riparian habitats, water, wilderness areas, wildlife

[no description entered]
Person:
Year: 1989
Type: Document
Source: TTRS
Topic(s): Communications, Emissions and Smoke, Intelligence, Mapping, Monitoring and Inventory
Region(s): International
Keywords: Africa, air quality, carbon, CO - carbon monoxide, gases, human caused fires, ozone, rainforests, remote sensing, savannas, South America, tropical forests

[no description entered]
Person:
Year: 1974
Type: Document
Source: TTRS
Topic(s): Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire Prevention, Intelligence, Outreach, Prescribed Fire, Social Science, Hazard and Risk
Region(s): Southern
Keywords: aesthetics, air quality, erosion, fire hazard reduction, fire intensity, fire management, forest management, general interest, public information, soils, water quality, wildfires, wildlife

[no description entered]
Person:
Year: 1985
Type: Document
Source: TTRS
Topic(s): Administration, Emissions and Smoke, Fire History, Intelligence, Planning
Region(s): Rocky Mountain
Keywords: fire case histories, national parks, prescribed fires (chance ignition), smoke management, wilderness fire management

Fires in croplands, plantations, and rangelands contribute significantly to fire emissions in the United States, yet are often overshadowed by wildland fires in efforts to develop inventories or estimate responses to climate change. Here we quantified decadal trends, interannual…
Person:
Year: 2014
Type: Document
Source: TTRS
Topic(s): Climate, Emissions and Smoke, Fire Effects, Fire Occurrence, Intelligence, Prescribed Fire, Weather
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: cropland fires, fire regimes, wildfires, air quality, climate change, plantations, remote sensing, fire management, range management, croplands, rangelands, agriculture, air quality, carbon cycle, wildfire, aerosols

From the text ... 'It was the first time I ever heard a DNR pilot state that nothing could be done about a fire.... When the wind began to change, I saw something I had never seen before except on television. The smoke column started twisting like a tornado.... The fire behavior…
Person:
Year: 2003
Type: Document
Source: TTRS
Topic(s): Climate, Emissions and Smoke, Fire Behavior, Fire History, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Social Science, Wildland-Urban Interface (WUI)
Region(s): Northwest
Keywords: Abies lasiocarpa, catastrophic fires, cones, coniferous forests, droughts, fire case histories, fire intensity, fire management, fire size, fire suppression, firebreaks, flame length, forest management, fuel accumulation, Larix occidentalis, lightning caused fires, litter, national forests, Pinus contorta, rate of spread, regeneration, spot fires, Washington, wildfires, wind

From the text ... 'A new definition of the wildland/ruban interface is needed, along with a commitment to protect and preserve all neighborhood and community at-risk values.'
Person:
Year: 2003
Type: Document
Source: TTRS
Topic(s): Administration, Economics, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire History, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Outreach, Planning, Regulations and Legislation, Safety, Social Science, Wildland-Urban Interface (WUI)
Region(s): Great Basin, Southwest
Keywords: aesthetics, Arizona, catastrophic fires, coniferous forests, education, erosion, fire case histories, fire damage (property), fire exclusion, fire hazard reduction, fire intensity, fire management, fire protection, fire regimes, fire suppression, fuel appraisal, fuel loading, fuel management, grazing, health factors, land management, liability, logging, National Fire Plan, plant communities, public information, recreation, rural communities, smoke behavior, threatened and endangered species (animals), threatened and endangered species (plants), urban habitats, Washington, watersheds

From the text ... 'The Haines Index is the first attempt to construct a formal fire-weather index based upon features of the lower atmosphere.Does it work?... This index uses the environmental lapse rate (temperature difference) within a layer of air coupled with its moisture…
Person:
Year: 2003
Type: Document
Source: TTRS
Topic(s): Administration, Climate, Emissions and Smoke, Fire Behavior, Fire Ecology, Fire History, Fuels, Hazard and Risk, Intelligence, Models, Planning, Weather
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, National
Keywords: catastrophic fires, Colorado, crown fires, fire case histories, fire intensity, fire management, fire size, fuel models, fuel moisture, fuel types, humidity, Idaho, lightning caused fires, moisture, Montana, national forests, Oregon, rate of spread, rural communities, smoke behavior, spot fires, statistical analysis, temperature, topography, Washington, water, wilderness fire management, wildfires, wind

[no description entered]
Person:
Year: 2002
Type: Document
Source: TTRS
Topic(s): Emissions and Smoke, Fire Behavior, Fire Ecology, Fire Effects, Fire Occurrence, Fire Prevention, Fuels, Hazard and Risk, Intelligence, Models, Outreach, Prescribed Fire, Restoration and Rehabilitation, Social Science, Wildland-Urban Interface (WUI)
Region(s): Alaska, California, Eastern, Great Basin, Hawaii, Northern Rockies, Northwest, Rocky Mountain, Southern, Southwest, International, National
Keywords: Abies spp., air quality, Arizona, biomass, catastrophic fires, Colorado, coniferous forests, crown fires, crowns, disturbance, education, environmental impact analysis, environmental impact statements, fire exclusion, fire frequency, fire hazard reduction, fire injuries (plants), fire intensity, fire management, fire suppression, firebreaks, forest management, fuel breaks, fuel management, fuel types, general interest, grasses, herbaceous vegetation, human caused fires, landscape ecology, logging, low intensity burns, Montana, mortality, mosaic, national forests, national parks, New Mexico, old growth forests, Oregon, overstory, partial cutting, Picea engelmannii, Pinus contorta, Pinus ponderosa, prescribed fires (chance ignition), Pseudotsuga menziesii, public information, roads, second growth forests, Selway-Bitterroot Wilderness Areas, site treatments, size classes, slash, surface fuels, thinning, US Forest Service, wilderness areas, wilderness fire management, wildfires, Wyoming, Yellowstone National Park