Applications of simulation-based burn probability modelling: a review
Marc-André Parisien A D , Denyse A. Dawe A , Carol Miller B , Christopher A. Stockdale A and O. Bradley Armitage CA Natural Resources Canada, Canadian Forest Service, Northern Forestry Centre, Edmonton, AB, T6H 3S5, Canada.
B USDA Forest Service, Rocky Mountain Research Station, Aldo Leopold Wilderness Research Institute, Missoula, MT, 59801, USA.
C Ember Research Services Ltd, Eagle Bay, BC, V0E 1T0, Canada.
D Corresponding author. Email: marc-andre.parisien@canada.ca
International Journal of Wildland Fire 28(12) 913-926 https://doi.org/10.1071/WF19069
Submitted: 7 May 2019 Accepted: 28 August 2019 Published: 3 October 2019
Journal Compilation © IAWF 2019 Open Access CC BY-NC-ND
Abstract
Wildland fire scientists and land managers working in fire-prone areas require spatial estimates of wildfire potential. To fulfill this need, a simulation-modelling approach was developed whereby multiple individual wildfires are modelled in an iterative fashion across a landscape to obtain location-based measures of fire likelihood and fire behaviour (e.g. fire intensity, biomass consumption). This method, termed burn probability (BP) modelling, takes advantage of fire spread algorithms created for operational uses and the proliferation of available data representing wildfire patterns, fuels and weather. This review describes this approach and provides an overview of its applications in wildland fire research, risk analysis and land management. We broadly classify the application of BP models as (1) direct examination, (2) neighbourhood processes, (3) fire hazard and risk and (4) integration with secondary models. Direct examination analyses are those that require no further processing of model outputs; they range from a simple visual examination of outputs to an assessment of alternate states (i.e. scenarios). Neighbourhood process analyses examine patterns of fire ignitions and subsequent spread across land designations. Fire hazard combines fire probability and a quantitative assessment of fire behaviour, whereas risk is the product of fire likelihood and potential impacts of wildfire. The integration with secondary models represents situations where BP model outputs are integrated into, or used in conjunction with, other models or modelling platforms.
Additional keywords: fire behaviour, fire simulation models, landscape analysis, wildland fire risk.
References
Abatzoglou JT, Williams AP (2016) Impact of anthropogenic climate change on wildfire across western US forests. Proceedings of the National Academy of Sciences of the United States of America 113, 11770–11775.| Impact of anthropogenic climate change on wildfire across western US forests.Crossref | GoogleScholarGoogle Scholar |
Acuna MA, Palma CD, Cui W, Martell DL, Weintraub A (2010) Integrated spatial fire and forest management planning. Canadian Journal of Forest Research 40, 2370–2383.
| Integrated spatial fire and forest management planning.Crossref | GoogleScholarGoogle Scholar |
Ager AA, Finney MA, Kerns BK, Maffei H (2007) Modeling wildfire risk to northern spotted owl (Strix occidentalis caurina) habitat in Central Oregon, USA. Forest Ecology and Management 246, 45–56.
| Modeling wildfire risk to northern spotted owl (Strix occidentalis caurina) habitat in Central Oregon, USA.Crossref | GoogleScholarGoogle Scholar |
Ager AA, Vaillant NM, Finney MA (2010a) A comparison of landscape fuel treatment strategies to mitigate wildland fire risk in the urban interface and preserve old forest structure. Forest Ecology and Management 259, 1556–1570.
| A comparison of landscape fuel treatment strategies to mitigate wildland fire risk in the urban interface and preserve old forest structure.Crossref | GoogleScholarGoogle Scholar |
Ager AA, Finney MA, McMahan A, Cathcart J (2010b) Measuring the effect of fuel treatments on forest carbon using landscape risk analysis. Natural Hazards and Earth System Sciences 10, 2515–2526.
| Measuring the effect of fuel treatments on forest carbon using landscape risk analysis.Crossref | GoogleScholarGoogle Scholar |
Ager AA, Vaillant NM, Finney MA, Preisler HK (2012) Analyzing wildfire exposure and source–sink relationships on a fire prone forest landscape. Forest Ecology and Management 267, 271–283.
| Analyzing wildfire exposure and source–sink relationships on a fire prone forest landscape.Crossref | GoogleScholarGoogle Scholar |
Ager AA, Day MA, Finney MA, Vance-Borland K, Vaillant NM (2014) Analyzing the transmission of wildfire exposure on a fire-prone landscape in Oregon, USA. Forest Ecology and Management 334, 377–390.
| Analyzing the transmission of wildfire exposure on a fire-prone landscape in Oregon, USA.Crossref | GoogleScholarGoogle Scholar |
Ager AA, Day MA, Short KC, Evers CR (2016) Assessing the impacts of federal forest planning on wildfire risk mitigation in the Pacific Northwest, USA. Landscape and Urban Planning 147, 1–17.
| Assessing the impacts of federal forest planning on wildfire risk mitigation in the Pacific Northwest, USA.Crossref | GoogleScholarGoogle Scholar |
Alcasena FJ, Salis M, Vega-García C (2016) A fire modeling approach to assess wildfire exposure of valued resources in central Navarra, Spain. European Journal of Forest Research 135, 87–107.
| A fire modeling approach to assess wildfire exposure of valued resources in central Navarra, Spain.Crossref | GoogleScholarGoogle Scholar |
Alcasena FJ, Salis M, Ager AA, Castell R, Vega-García C (2017) Assessing wildland fire risk transmission to communities in Northern Spain. Forests 8, 30
| Assessing wildland fire risk transmission to communities in Northern Spain.Crossref | GoogleScholarGoogle Scholar |
Alexander ME (1982) Calculating and interpreting forest fire intensities. Canadian Journal of Botany 60, 349–357.
| Calculating and interpreting forest fire intensities.Crossref | GoogleScholarGoogle Scholar |
Amiro BD, Todd JB, Wotton BM, Logan KA, Flannigan MD, Stocks BJ, Mason JA, Martell DL, Hirsch KG (2001) Direct carbon emissions from Canadian forest fires, 1959–1999. Canadian Journal of Forest Research 31, 512–525.
| Direct carbon emissions from Canadian forest fires, 1959–1999.Crossref | GoogleScholarGoogle Scholar |
Anderson HE (1982) Aids to determining fuel models for estimating fire behavior. USDA Forest Service, Intermountain Forest and Range Experiment Station Technical Report INT-122 (Ogden, UT).
Anderson KR (2010) A climatologically based long-range fire growth model. International Journal of Wildland Fire 19, 879–894.
| A climatologically based long-range fire growth model.Crossref | GoogleScholarGoogle Scholar |
Andrews PL, Finney MA, Fischetti M (2007) Predicting wildfires. Scientific American 297, 46–55.
| Predicting wildfires.Crossref | GoogleScholarGoogle Scholar |
Bar Massada A, Syphard AD, Hawbaker TJ, Stewart SI, Radeloff VC (2011) Effects of ignition location models on the burn patterns of simulated wildfires. Environmental Modelling & Software 26, 583–592.
| Effects of ignition location models on the burn patterns of simulated wildfires.Crossref | GoogleScholarGoogle Scholar |
Barber QE, Parisien M-A, Whitman E, Stralberg D, Johnson CJ, St-Laurent M-H, DeLancey ER, Price DT, Arseneault D, Wang X, Flannigan MD (2018) Potential impacts of climate change on the habitat of boreal woodland caribou. Ecosphere 9, e02472
| Potential impacts of climate change on the habitat of boreal woodland caribou.Crossref | GoogleScholarGoogle Scholar |
Black AE, Williamson M, Doane D (2008) Wildland fire use barriers and facilitators. Fire Management Today 68, 10–14.
Byram GM (1959) Combustion of forest fuels. In ‘Forest fire control and use’. (Ed. KP Davis.) pp. 61–89. (McGraw-Hill Book Co.: New York)
Calkin DE, Ager AA, Gilbertson-Day J (2010) Wildfire risk and hazard: procedures for the first approximation. USDA Forest Service, Rocky Mountain Research Paper RMRS-GTR-235 (Fort Collins, CO).
Canadian Forest Service (2019) Canadian National Fire Database – agency fire data. (Natural Resources Canada, Ottawa, ON). Available at http://cwfis.cfs.nrcan.gc.ca/ha/nfdb
Carmel Y, Paz S, Jahashan F, Shoshany M (2009) Assessing fire risk using Monte Carlo simulations of fire spread. Forest Ecology and Management 257, 370–377.
| Assessing fire risk using Monte Carlo simulations of fire spread.Crossref | GoogleScholarGoogle Scholar |
Chiono LA, Fry DL, Collins BM, Chatfield AH, Stephens SL (2017) Landscape-scale fuel treatment and wildfire impacts on carbon stocks and fire hazard in California spotted owl habitat. Ecosphere 8, e01648
| Landscape-scale fuel treatment and wildfire impacts on carbon stocks and fire hazard in California spotted owl habitat.Crossref | GoogleScholarGoogle Scholar |
Davis B, Miller C (2004) Modelling wildfire probability using a GIS. In ‘Proceedings of the 2004 Annual ASPRS Conference’, 23–28 May 2004, Denver, CO. American Society for Photogrammetry and Remote Sensing, Denver, CO, USA.
de Groot WJ, Field RD, Brady MA, Roswintiarti O, Mohamad M (2007) Development of the Indonesian and Malaysian fire danger rating systems. Mitigation and Adaptation Strategies for Global Change 12, 165–180.
| Development of the Indonesian and Malaysian fire danger rating systems.Crossref | GoogleScholarGoogle Scholar |
Erni S, Arseneault D, Parisien M-A (2018) Stand age influence on potential wildfire ignition and spread in the boreal forest of northeastern Canada. Ecosystems 21, 1471–1486.
| Stand age influence on potential wildfire ignition and spread in the boreal forest of northeastern Canada.Crossref | GoogleScholarGoogle Scholar |
Finney MA (1998) FARSITE: Fire area simulator – model development and evaluation. USDA Forest Service, Rocky Mountain Research Station Research Paper RMRS-RP-4 (Ogden, UT).
Finney MA (2002) Fire growth using minimum travel time methods. Canadian Journal of Forest Research 32, 1420–1424.
| Fire growth using minimum travel time methods.Crossref | GoogleScholarGoogle Scholar |
Finney MA (2005) The challenge of quantitative risk analysis for wildland fire. Forest Ecology and Management 211, 97–108.
| The challenge of quantitative risk analysis for wildland fire.Crossref | GoogleScholarGoogle Scholar |
Finney MA (2006) An overview of FlamMap fire modeling capabilities. In ‘Fuels management – how to measure success: conference proceedings’, 28–30 March 2006, Portland, OR. (Eds PL Andrews, BW Butler) USDA Forest Service, Rocky Mountain Research Station, Proceedings RMRS-P-41, pp. 213–220. (Fort Collins, CO)
Finney MA (2007) A computational method for optimising fuel treatment locations. International Journal of Wildland Fire 16, 702–711.
| A computational method for optimising fuel treatment locations.Crossref | GoogleScholarGoogle Scholar |
Finney MA, Grenfell IC, McHugh CW, Seli RC, Trethewey D, Stratton RD, Brittain S (2011a) A method for ensemble wildland fire simulation. Environmental Modeling and Assessment 16, 153–167.
| A method for ensemble wildland fire simulation.Crossref | GoogleScholarGoogle Scholar |
Finney MA, McHugh CW, Grenfell IC, Riley KL, Short KC (2011b) A simulation of probabilistic wildfire risk components for the continental United States. Stochastic Environmental Research and Risk Assessment 25, 973–1000.
| A simulation of probabilistic wildfire risk components for the continental United States.Crossref | GoogleScholarGoogle Scholar |
Flannigan M, Cantin AS, de Groot WJ, Wotton M, Newbery A, Gowman LM (2013) Global wildland fire season severity in the 21st century. Forest Ecology and Management 294, 54–61.
| Global wildland fire season severity in the 21st century.Crossref | GoogleScholarGoogle Scholar |
Forestry Canada Fire Danger Group (1992) Development and structure of the Canadian Forest Fire Behavior Prediction System. Forestry Canada, Headquarters, Fire Danger Group and Science and Sustainable Development Directorate, Information Report ST-X-3 (Ottawa, ON). Available at http://cfs.nrcan.gc.ca/pubwarehouse/pdfs/10068.pdf
Forthofer JM, Butler BW, Wagenbrenner NS (2014) A comparison of three approaches for simulating fine-scale surface winds in support of wildland fire management: Part I. Model formulation and comparison against measurements. International Journal of Wildland Fire 23, 969–981.
| A comparison of three approaches for simulating fine-scale surface winds in support of wildland fire management: Part I. Model formulation and comparison against measurements.Crossref | GoogleScholarGoogle Scholar |
Furlaud JM, Williamson GJ, Bowman DMJS (2018) Simulating the effectiveness of prescribed burning at altering wildfire behaviour in Tasmania, Australia. International Journal of Wildland Fire 27, 15–28.
| Simulating the effectiveness of prescribed burning at altering wildfire behaviour in Tasmania, Australia.Crossref | GoogleScholarGoogle Scholar |
Haas JR, Calkin DE, Thompson MP (2015) Wildfire risk transmission in the Colorado Front Range, USA. Risk Analysis 35, 226–240.
| Wildfire risk transmission in the Colorado Front Range, USA.Crossref | GoogleScholarGoogle Scholar |
Hardy CC (2005) Wildland fire hazard and risk: Problems, definitions, and context. Forest Ecology and Management 211, 73–82.
| Wildland fire hazard and risk: Problems, definitions, and context.Crossref | GoogleScholarGoogle Scholar |
Hirsch KG, Corey PN, Martell DL (1998) Using expert judgement to model initial attack fire crew effectiveness. Forest Science 44, 539–549.
| Using expert judgement to model initial attack fire crew effectiveness.Crossref | GoogleScholarGoogle Scholar |
James ARC, Stuart-Smith AK (2000) Distribution of caribou and wolves in relation to linear corridors. The Journal of Wildlife Management 64, 154–159.
| Distribution of caribou and wolves in relation to linear corridors.Crossref | GoogleScholarGoogle Scholar |
Johnstone JF, Allen CD, Franklin JF, Frelich LE, Harvey BJ, Higuera PE, Mack MC, Meentemeyer RK, Metz MR, Perry GLW, Schoennagel T, Turner MG (2016) Changing disturbance regimes, ecological memory, and forest resilience. Frontiers in Ecology and the Environment 14, 369–378.
| Changing disturbance regimes, ecological memory, and forest resilience.Crossref | GoogleScholarGoogle Scholar |
Lozano OM, Salis M, Ager AA, Arca B, Alcasena FJ, Monteiro AT, Finney MA, Del Giudice L, Scoccimarro E, Spano D (2017) Assessing climate change impacts on wildfire exposure in Mediterranean areas. Risk Analysis 37, 1898–1916.
| Assessing climate change impacts on wildfire exposure in Mediterranean areas.Crossref | GoogleScholarGoogle Scholar |
Mallinis G, Mitsopoulos I, Beltran E, Goldammer JG (2016) Assessing wildfire risk in cultural heritage properties using high spatial and temporal resolution satellite imagery and spatially explicit fire simulations: The case of Holy Mount Athos, Greece. Forests 7, 46
| Assessing wildfire risk in cultural heritage properties using high spatial and temporal resolution satellite imagery and spatially explicit fire simulations: The case of Holy Mount Athos, Greece.Crossref | GoogleScholarGoogle Scholar |
McCarty JJP (2001) Ecological consequences of recent climate change. Conservation Biology 15, 320–331.
| Ecological consequences of recent climate change.Crossref | GoogleScholarGoogle Scholar |
Miller C, Ager AA (2013) A review of recent advances in risk analysis for wildfire management. International Journal of Wildland Fire 22, 1–14.
| A review of recent advances in risk analysis for wildfire management.Crossref | GoogleScholarGoogle Scholar |
Moritz MA, Batllori E, Bradstock RA, Gill AM, Handmer J, Hessburg PF, Leonard J, McCaffrey S, Odion DC, Schoennagel T, Syphard AD (2014) Learning to coexist with wildfire. Nature 515, 58–66.
| Learning to coexist with wildfire.Crossref | GoogleScholarGoogle Scholar |
Oliveira TM, Barros AMG, Ager AA, Fernandes PM (2016) Assessing the effect of a fuel break network to reduce burnt area and wildfire risk transmission. International Journal of Wildland Fire 25, 619–632.
| Assessing the effect of a fuel break network to reduce burnt area and wildfire risk transmission.Crossref | GoogleScholarGoogle Scholar |
Parisien M-A, Kafka VG, Hirsch KG, Todd JB, Lavoie SG, Maczek PD (2005) Mapping wildfire susceptibility with the Burn-P3 simulation model. Natural Resources Canada, Canadian Forest Service, Northern Forestry Centre, Information report NOR-X-405 (Edmonton, AB)
Parisien M-A, Junor DR, Kafka VG (2007) Comparing landscape-based decision rules for placement of fuel treatments in the boreal mixedwood of western Canada. International Journal of Wildland Fire 16, 664–672.
| Comparing landscape-based decision rules for placement of fuel treatments in the boreal mixedwood of western Canada.Crossref | GoogleScholarGoogle Scholar |
Parisien M-A, Miller C, Ager AA, Finney MA (2010) Use of artificial landscapes to isolate controls on burn probability. Landscape Ecology 25, 79–93.
| Use of artificial landscapes to isolate controls on burn probability.Crossref | GoogleScholarGoogle Scholar |
Parisien M-A, Parks SA, Miller C, Krawchuk MA, Heathcott M, Moritz MA (2011) Contributions of ignitions, fuels, and weather to the spatial patterns of burn probability of a boreal landscape. Ecosystems 14, 1141–1155.
| Contributions of ignitions, fuels, and weather to the spatial patterns of burn probability of a boreal landscape.Crossref | GoogleScholarGoogle Scholar |
Parisien M-A, Walker GR, Little JM, Simpson BN, Wang X, Perrakis DDB (2013) Considerations for modeling burn probability across landscapes with steep environmental gradients: an example from the Columbia Mountains, Canada. Natural Hazards 66, 439–462.
| Considerations for modeling burn probability across landscapes with steep environmental gradients: an example from the Columbia Mountains, Canada.Crossref | GoogleScholarGoogle Scholar |
Parks SA, Parisien M-A, Miller C (2011) Multi-scale evaluation of the environmental controls on burn probability in a southern Sierra Nevada landscape. International Journal of Wildland Fire 20, 815–828.
| Multi-scale evaluation of the environmental controls on burn probability in a southern Sierra Nevada landscape.Crossref | GoogleScholarGoogle Scholar |
Paz S, Carmel Y, Jahshan F, Shoshany M (2011) Post-fire analysis of pre-fire mapping of fire-risk: A recent case study from Mt. Carmel (Israel). Forest Ecology and Management 262, 1184–1188.
| Post-fire analysis of pre-fire mapping of fire-risk: A recent case study from Mt. Carmel (Israel).Crossref | GoogleScholarGoogle Scholar |
Riley KL, Loehman RA (2016) Mid-21st-century climate changes increase predicted fire occurrence and fire season length, Northern Rocky Mountains, United States. Ecosphere 7, e01543
| Mid-21st-century climate changes increase predicted fire occurrence and fire season length, Northern Rocky Mountains, United States.Crossref | GoogleScholarGoogle Scholar |
Rothermel RC (1972) A mathematical model for predicting fire spread in wildland fuels. USDA Forest Service Research Paper INT-115 (Odgen, UT)
Salis M, Ager AA, Arca B, Finney MA, Bacciu V, Duce P, Spano D (2013) Assessing exposure of human and ecological values to wildfire in Sardinia, Italy. International Journal of Wildland Fire 22, 549–565.
| Assessing exposure of human and ecological values to wildfire in Sardinia, Italy.Crossref | GoogleScholarGoogle Scholar |
Salis M, Ager AA, Finney MA, Arca B, Spano D (2014) Analyzing spatiotemporal changes in wildfire regime and exposure across a Mediterranean fire-prone area. Natural Hazards 71, 1389–1418.
| Analyzing spatiotemporal changes in wildfire regime and exposure across a Mediterranean fire-prone area.Crossref | GoogleScholarGoogle Scholar |
Salis M, Del Giudice L, Arca B, Ager AA, Alcasena-Urdiroz F, Lozano O, Bacciu V, Spano D, Duce P (2018) Modeling the effects of different fuel treatment mosaics on wildfire spread and behavior in a Mediterranean agro-pastoral area. Journal of Environmental Management 212, 490–505.
| Modeling the effects of different fuel treatment mosaics on wildfire spread and behavior in a Mediterranean agro-pastoral area.Crossref | GoogleScholarGoogle Scholar |
Scott JH, Burgan RE (2005) Standard fire behavior fuel models: a comprehensive set for use with Rothermel’s surface fire spread model. USDA Forest Service, Rocky Mountain Research Paper RMRS-GTR-153 (Fort Collins, CO).
Scott JH, Reinhardt ED (2001) Assessing crown fire potential by linking models of surface and crown fire behavior. USDA Forest Service, Rocky Mountain Research Paper RMRS-RP-29 (Fort Collins, CO).
Scott JH, Thompson MP (2015) Emerging concepts in wildfire risk assessment and management. In ‘Proceedings of the large wildland fires conference’, 19–23 May 2014, Missoula, MT. (Eds RE Keane, M Jolly, R Parsons, K Riley) USDA Forest Service, Rocky Mountain Research Station, Proceedings RMRS-P-73, pp. 196–206. (Fort Collins, CO)
Scott JH, Helmbrecht DJ, Parks SA, Miller C (2012a) Quantifying the threat of unsuppressed wildfires reaching the adjacent wildland–urban interface on the Bridger–Teton National Forest, Wyoming, USA. Fire Ecology 8, 125–142.
| Quantifying the threat of unsuppressed wildfires reaching the adjacent wildland–urban interface on the Bridger–Teton National Forest, Wyoming, USA.Crossref | GoogleScholarGoogle Scholar |
Scott JH, Helmbrecht DJ, Thompson MP, Calkin DE, Marcille K (2012b) Probabilistic assessment of wildfire hazard and municipal watershed exposure. Natural Hazards 64, 707–728.
| Probabilistic assessment of wildfire hazard and municipal watershed exposure.Crossref | GoogleScholarGoogle Scholar |
Scott JH, Thompson MP, Calkin DE (2013) A wildfire risk assessment framework for land and resource management. USDA Forest Service, Rocky Mountain Research Paper RMRS-GTR-315. (Fort Collins, CO)
Short KC (2014) A spatial database of wildfires in the United States, 1992–2011. Earth System Science Data 6, 1–27.
| A spatial database of wildfires in the United States, 1992–2011.Crossref | GoogleScholarGoogle Scholar |
Short KC (2015) Sources and implications of bias and uncertainty in a century of US wildfire activity data. International Journal of Wildland Fire 24, 883–891.
| Sources and implications of bias and uncertainty in a century of US wildfire activity data.Crossref | GoogleScholarGoogle Scholar |
Stephens SL (1998) Evaluation of the effects of silvicultural and fuels treatments on potential fire behaviour in Sierra Nevada mixed-conifer forests. Forest Ecology and Management 105, 21–35.
| Evaluation of the effects of silvicultural and fuels treatments on potential fire behaviour in Sierra Nevada mixed-conifer forests.Crossref | GoogleScholarGoogle Scholar |
Stephens SL, Collins BM, Biber E, Fulé PZ (2016) U.S. federal fire and forest policy: emphasizing resilience in dry forests. Ecosphere 7, e01584
| U.S. federal fire and forest policy: emphasizing resilience in dry forests.Crossref | GoogleScholarGoogle Scholar |
Stockdale CA, McLoughlin N, Flannigan M, Macdonald SE (2019a) Could restoration of a landscape to a pre-European historical vegetation condition reduce burn probability? Ecosphere 10, e02584
| Could restoration of a landscape to a pre-European historical vegetation condition reduce burn probability?Crossref | GoogleScholarGoogle Scholar |
Stockdale CA, Barber Q, Saxena A, Parisien M-A (2019b) Examining management scenarios to mitigate wildfire hazard to caribou conservation projects using burn probability modeling. Journal of Environmental Management 233, 238–248.
| Examining management scenarios to mitigate wildfire hazard to caribou conservation projects using burn probability modeling.Crossref | GoogleScholarGoogle Scholar |
Stralberg D, Wang X, Parisien M-A, Robinne F-N, Sólymos P, Mahon CL, Nielsen SE, Bayne EM (2018) Wildfire-mediated vegetation change in boreal forests of Alberta, Canada. Ecosphere 9, e02156
| Wildfire-mediated vegetation change in boreal forests of Alberta, Canada.Crossref | GoogleScholarGoogle Scholar |
Stratton RD (2006) Guidance on spatial wildland fire analysis: models, tools, and techniques. USDA Forest Service, Rocky Mountain Research Paper RMRS-GTR-183. (Fort Collins, CO).
Stratton RD (2009) Guidebook on LANDFIRE fuels data acquisition, critique, modification, maintenance, and model calibration. USDA Forest Service, Rocky Mountain General Technical Report RMRS-GTR-220. (Fort Collins, CO)
Theobald DM, Romme WH (2007) Expansion of the US wildland–urban interface. Landscape and Urban Planning 83, 340–354.
| Expansion of the US wildland–urban interface.Crossref | GoogleScholarGoogle Scholar |
Thompson MP, Calkin DE (2011) Uncertainty and risk in wildland fire management: a review. Journal of Environmental Management 92, 1895–1909.
| Uncertainty and risk in wildland fire management: a review.Crossref | GoogleScholarGoogle Scholar |
Thompson MP, Calkin DE, Finney MA, Ager AA, Gilbertson-Day JW (2011) Integrated national-scale assessment of wildfire risk to human and ecological values. Stochastic Environmental Research and Risk Assessment 25, 761–780.
| Integrated national-scale assessment of wildfire risk to human and ecological values.Crossref | GoogleScholarGoogle Scholar |
Thompson MP, Scott J, Kaiden JD, Gilbertson-Day JW (2013) A polygon-based modeling approach to assess exposure of resources and assets to wildfire. Natural Hazards 67, 627–644.
| A polygon-based modeling approach to assess exposure of resources and assets to wildfire.Crossref | GoogleScholarGoogle Scholar |
Thompson MP, Haas JR, Finney MA, Calkin DE, Hand MS, Browne MJ, Halek M, Short KC, Grenfell IC (2015) Development and application of a probabilistic method for wildfire suppression cost modeling. Forest Policy and Economics 50, 249–258.
| Development and application of a probabilistic method for wildfire suppression cost modeling.Crossref | GoogleScholarGoogle Scholar |
Thompson MP, Riley KL, Loeffler D, Haas JR (2017) Modeling fuel treatment leverage: encounter rates, risk reduction, and suppression cost impacts. Forests 8, 469
| Modeling fuel treatment leverage: encounter rates, risk reduction, and suppression cost impacts.Crossref | GoogleScholarGoogle Scholar |
Tymstra C, Bryce RW, Wotton BM, Taylor SW, Armitage OB (2010) Development and structure of Prometheus: the Canadian Wildland Fire Growth Simulation Model. Natural Resources Canada, Canadian Forest Service, Northern Forestry Centre Information Report NOR-X-417. (Edmonton, AB)
van Wagtendonk JW (1996) Use of a deterministic fire growth model to test fuel treatments. In ‘Sierra Nevada Ecosystem Project: final report to congress’. Vol. II, Ch. 43, University of California – Davis, Wildland Resources Center Report 37. (Davis, CA)
Wang X, Parisien M-A, Taylor SW, Perrakis DDB, Little J, Flannigan MD (2016) Future burn probability in south-central British Columbia. International Journal of Wildland Fire 25, 200–212.
| Future burn probability in south-central British Columbia.Crossref | GoogleScholarGoogle Scholar |
Whitman E, Parisien M-A, Price DT, St-Laurent M-H, Johnson CJ, DeLancey ER, Arseneault D, Flannigan MD (2017) A framework for modeling habitat quality in disturbance-prone areas demonstrated with woodland caribou and wildfire. Ecosphere 8, e01787
| A framework for modeling habitat quality in disturbance-prone areas demonstrated with woodland caribou and wildfire.Crossref | GoogleScholarGoogle Scholar |
Wu Z, He HS, Liu ZH, Liang Y (2013) Comparing fuel reduction treatments for reducing wildfire size and intensity in a boreal forest landscape of northeastern China. The Science of the Total Environment 454–455, 30–39.
| Comparing fuel reduction treatments for reducing wildfire size and intensity in a boreal forest landscape of northeastern China.Crossref | GoogleScholarGoogle Scholar |
Yang J, He HS, Shifley SR (2008) Spatial controls of occurrence and spread of wildfires in the Missouri Ozark Highlands. Ecological Applications 18, 1212–1225.
| Spatial controls of occurrence and spread of wildfires in the Missouri Ozark Highlands.Crossref | GoogleScholarGoogle Scholar |