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Linking complex forest fuel structure and fire behaviour at fine scales
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
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Ecological Forestry in the Southeast: Understanding the Ecology of Fuels
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An overview of the Fuel Characteristic Classification System — Quantifying, classifying, and creating fuelbeds for resource planningThis article is one of a selection of papers published in the Special Forum on the Fuel Characteristic Classification System.
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Remote Sensing for the Environment
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Forest Resources of the United States, 2002
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Forest Resources of the United States, 2007
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Comparing Techniques for Estimating Flame Temperature of Prescribed Fires
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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The footprint of fire history on fuel structure strongly shapes fire severity in Mediterranean and Oceanic ecosystems of southern Europe
inferred← citeshttps://doi.org/10.1016/j.foreco.2013.02.037openalex-snapshot
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Fine-scale variation in surface fire environment and legume germination in the longleaf pine ecosystem
inferred← citeshttps://doi.org/10.1016/j.foreco.2014.07.021openalex-snapshot
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Maximizing the monitoring of diversity for management activities: Additive partitioning of plant species diversity across a frequently burned ecosystem
inferred← citeshttps://doi.org/10.1016/j.foreco.2020.117945openalex-snapshot
Coupling Terrestrial Laser Scanning with 3D Fuel Biomass Sampling for Advancing Wildland Fuels Characterization
inferred← citeshttps://doi.org/10.1016/j.foreco.2020.118515openalex-snapshot
Effects of catastrophic wind disturbance, salvage logging, and prescribed fire on fuel loading and composition in a Pinus palustris woodland
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Experimental manipulation of fuel structure to evaluate the potential ecological effects of fire
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Operational resilience in western US frequent-fire forests
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Forest fire fuel through the lens of remote sensing: Review of approaches, challenges and future directions in the remote sensing of biotic determinants of fire behaviour
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Improving generalized models of forest structure in complex forest types using area- and voxel-based approaches from lidar
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Quantifying surface fuels for fire modelling in temperate forests using airborne lidar and Sentinel-2: potential and limitations
inferred← citeshttps://doi.org/10.1016/j.srs.2025.100226openalex-snapshot
Modelling multi-layer fine fuel loads in temperate eucalypt forests using airborne LiDAR and inventory data
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Germination niche of a pioneer woody species (Manihot grahamii hook.): a strategy of seed heat stimulation to cope with disturbance in dry subtropical forests
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Brown Carbon Emissions from Biomass Burning under Simulated Wildfire and Prescribed-Fire Conditions
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The Effect of Combustion Conditions on Emissions of Elemental Carbon and Organic Carbon and Formation of Secondary Organic Carbon in Simulated Wildland Fires
inferred← citeshttps://doi.org/10.1021/acsestair.5c00207openalex-snapshot
Differential In Vitro Lung Cell Toxicity of Fresh and Photochemically Aged Smoke Aerosol Emissions from Simulated Wildland Fires of Duff and Surface Fuels
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Combustion Conditions are the Major Drivers of the Variability in Organic Aerosol Chemical Composition and Secondary Organic Aerosol Formation in Emissions from Simulated Wildland Fires
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Investigating the turbulent dynamics of small-scale surface fires
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The environment in wildfire dynamics
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Gaps critical for the survival of exposed seeds during Cerrado fires
inferred← citeshttps://doi.org/10.1071/wf13160openalex-snapshot
High-resolution observations of combustion in heterogeneous surface fuels
inferred← citeshttps://doi.org/10.1071/wf14159openalex-snapshot
Measurements relating fire radiative energy density and surface fuel consumption – RxCADRE 2011 and 2012
inferred← citeshttps://doi.org/10.1071/wf14165openalex-snapshot
High-resolution infrared thermography for capturing wildland fire behaviour: RxCADRE 2012
inferred← citeshttps://doi.org/10.1071/wf15090openalex-snapshot
Measuring radiant emissions from entire prescribed fires with ground, airborne and satellite sensors – RxCADRE 2012
inferred← citeshttps://doi.org/10.1071/wf18031openalex-snapshot
Multi-scale assessment of post-fire tree mortality models
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Indications of positive feedbacks to flammability through fuel structure after high-severity fire in temperate eucalypt forests
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Pixels to pyrometrics: UAS-derived infrared imagery to evaluate and monitor prescribed fire behaviour and effects
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inferred← citeshttps://doi.org/10.1071/wf25086openalex-snapshot
Spatiotemporal dynamics of fine dead surface fuel moisture content in a Colorado mixed-conifer forest
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Canopy-Derived Fuels Drive Patterns of In-Fire Energy Release and Understory Plant Mortality in a Longleaf Pine (Pinus palustris) Sandhill in Northwest Florida, USA
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Using Simulated 3D Surface Fuelbeds and Terrestrial Laser Scan Data to Develop Inputs to Fire Behavior Models
inferred← citeshttps://doi.org/10.1080/07038992.2016.1229598openalex-snapshot
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inferred← citeshttps://doi.org/10.1093/forsci/fxz085openalex-snapshot
Towards Spatially Explicit Quantification of Pre- and Postfire Fuels and Fuel Consumption from Traditional and Point Cloud Measurements
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Impacts of prescribed fire onPinus rigidaMill. in upland forests of the Atlantic Coastal Plain
inferred← citeshttps://doi.org/10.1111/aec.12787openalex-snapshot
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inferred← citeshttps://doi.org/10.11648/j.earth.20190806.12openalex-snapshot
Research on the Influence Depth of Soil with Different Burn Severity in the Burned Areas of E’gu Village in Yajiang County
inferred← citeshttps://doi.org/10.1186/s13717-020-00275-0openalex-snapshot
Large-diameter trees, snags, and deadwood in southern Utah, USA
inferred← citeshttps://doi.org/10.1186/s42408-019-0039-7openalex-snapshot
Longleaf pine proximity effects on air temperatures and hardwood top-kill from prescribed fire
inferred← citeshttps://doi.org/10.1186/s42408-022-00132-9openalex-snapshot
Vegetation’s influence on fire behavior goes beyond just being fuel
inferred← citeshttps://doi.org/10.1186/s42408-024-00279-7openalex-snapshot
Lidar-derived estimates of forest structure in response to fire frequency
inferred← citeshttps://doi.org/10.1186/s42408-024-00314-7openalex-snapshot
Forest structural complexity and ignition pattern influence simulated prescribed fire effects
inferred← citeshttps://doi.org/10.1186/s42408-024-00331-6openalex-snapshot
Prescribed fires effects on actual and modeled fuel loads and forest structure in southern coast redwood (Sequoia sempervirens) forests
inferred← citeshttps://doi.org/10.1186/s42408-025-00355-6openalex-snapshot
Vegetation–fuel–fire feedbacks in patches of longleaf pine (Pinus palustris Mill.) regeneration
inferred← citeshttps://doi.org/10.1186/s42408-026-00454-yopenalex-snapshot
Tree trunks do not bias estimates of surface fuels by aerial lidar in southern Sweden
inferred← citeshttps://doi.org/10.1186/s42408-026-00498-0openalex-snapshot
Repeat terrestrial laser scanning for documenting and monitoring prescribed fire efficacy
inferred← citeshttps://doi.org/10.1186/s42408-026-00503-6openalex-snapshot
Quantifying understory fuel structure and biomass using coupled terrestrial lidar scanning, close-range photogrammetry, and field sampling
inferred← citeshttps://doi.org/10.1186/s42408-026-00549-6openalex-snapshot
Modeling surface fuel loads in temperate oak and pine forests using 3D structural metrics from terrestrial laser scanning
inferred← citeshttps://doi.org/10.1186/s42408-026-00573-6openalex-snapshot
Building blocks for 3D fuelbeds: object-centered scanning and meshing protocol
inferred← citeshttps://doi.org/10.2139/ssrn.4851451openalex-snapshot
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inferred← citeshttps://doi.org/10.2139/ssrn.5049769openalex-snapshot
Estimating Fine Fuel Loads in Vertical Forest Layers with Airborne Lidar and Forest Inventory Data
inferred← citeshttps://doi.org/10.2139/ssrn.7306693openalex-snapshot
Assessing fuels and potential fire behavior near power lines using two remote sensing techniques
inferred← citeshttps://doi.org/10.32469/10355/94014openalex-snapshot
Turning up the heat: fire ecology and climate adaptive silviculture in longleaf pine forests
inferred← citeshttps://doi.org/10.3389/fenvs.2022.949442openalex-snapshot
Assessing the effects of burn severity on post-fire tree structures using the fused drone and mobile laser scanning point clouds
inferred← citeshttps://doi.org/10.3389/fpls.2019.01107openalex-snapshot
Simulating Groundcover Community Assembly in a Frequently Burned Ecosystem Using a Simple Neutral Model
inferred← citeshttps://doi.org/10.3390/f10050367openalex-snapshot
Patchy Fires Promote Regeneration of Longleaf Pine (Pinus palustris Mill.) in Pine Savannas
inferred← citeshttps://doi.org/10.3390/f14061229openalex-snapshot
Evaluation of Litter Flammability from Dominated Artificial Forests in Southwestern China
inferred← citeshttps://doi.org/10.3390/f8090351openalex-snapshot
Revisiting Wildland Fire Fuel Quantification Methods: The Challenge of Understanding a Dynamic, Biotic Entity
inferred← citeshttps://doi.org/10.3390/f9070423openalex-snapshot
Fire Season, Overstory Density and Groundcover Composition Affect Understory Hardwood Sprout Demography in Longleaf Pine Woodlands
inferred← citeshttps://doi.org/10.3390/fire2020036openalex-snapshot
Deriving Fire Behavior Metrics from UAS Imagery
inferred← citeshttps://doi.org/10.3390/fire4010006openalex-snapshot
Examining Landscape-Scale Fuel and Terrain Controls of Wildfire Spread Rates Using Repetitive Airborne Thermal Infrared (ATIR) Imagery
inferred← citeshttps://doi.org/10.3390/fire4030036openalex-snapshot
Non-Destructive Fuel Volume Measurements Can Estimate Fine-Scale Biomass across Surface Fuel Types in a Frequently Burned Ecosystem
inferred← citeshttps://doi.org/10.3390/fire6030098openalex-snapshot
Impact of Reference Data Sampling Density for Estimating Plot-Level Average Shrub Heights Using Terrestrial Laser Scanning Data
inferred← citeshttps://doi.org/10.3390/fire6040151openalex-snapshot
Terrestrial Laser Scan Metrics Predict Surface Vegetation Biomass and Consumption in a Frequently Burned Southeastern U.S. Ecosystem
inferred← citeshttps://doi.org/10.3390/fire6080321openalex-snapshot
Vertical and Horizontal Crown Fuel Continuity Influences Group-Scale Ignition and Fuel Consumption
inferred← citeshttps://doi.org/10.3390/fire8090373openalex-snapshot
Burning Trash for Science: The Potential Use of Discarded Waste to Monitor Energy Fluxes Delivered to Ecosystem Components by Wildfires
inferred← citeshttps://doi.org/10.3390/land6020043openalex-snapshot
Numerical Investigation of Aggregated Fuel Spatial Pattern Impacts on Fire Behavior
inferred← citeshttps://doi.org/10.3390/rs10091356openalex-snapshot
Airborne and Terrestrial Laser Scanning Data for the Assessment of Standing and Lying Deadwood: Current Situation and New Perspectives
inferred← citeshttps://doi.org/10.3390/rs15184407openalex-snapshot
Synthetic Forest Stands and Point Clouds for Model Selection and Feature Space Comparison
inferred← citeshttps://doi.org/10.3390/rs15194778openalex-snapshot
Delineating and Reconstructing 3D Forest Fuel Components and Volumes with Terrestrial Laser Scanning
inferred← citeshttps://doi.org/10.3390/rs15194837openalex-snapshot
Evaluating Close-Range Photogrammetry for 3D Understory Fuel Characterization and Biomass Prediction in Pine Forests
inferred← citeshttps://doi.org/10.3390/rs15245721openalex-snapshot
Estimating Fine Fuel Load Using Sentinel-2A Imagery and Machine Learning: A Case Study in the Mountainous Forests of Changsha, China
inferred← citeshttps://doi.org/10.3390/rs18101641openalex-snapshot
Using Aerial LiDAR Data to Map Vegetation Structural Types in Arid and Semi-Arid Rangelands
inferred← citeshttps://doi.org/10.3390/rs70607995openalex-snapshot
Estimating Leaf Bulk Density Distribution in a Tree Canopy Using Terrestrial LiDAR and a Straightforward Calibration Procedure
inferred← citeshttps://doi.org/10.3390/s23031593openalex-snapshot
Point Density Variations in Airborne Lidar Point Clouds
inferred← citeshttps://doi.org/10.33915/etd.11532openalex-snapshot
The Burning Bush: Linking LiDAR-derived Shrub Architecture to Flammability
inferred← citeshttps://doi.org/10.6084/m9.figshare.13558629openalex-snapshot
Additional file 1 of Large-diameter trees, snags, and deadwood in southern Utah, USA
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