Free Standard AU & NZ Shipping For All Book Orders Over $80!
Register      Login
International Journal of Wildland Fire International Journal of Wildland Fire Society
Journal of the International Association of Wildland Fire
RESEARCH ARTICLE

Anthropogenic influence on wildfire activity in Alberta, Canada

François-Nicolas Robinne A C , Marc-André Parisien A B and Mike Flannigan A
+ Author Affiliations
- Author Affiliations

A Western Partnership for Wildland Fire Science, Department of Renewable Resources, University of Alberta, Edmonton, AB, T6G 2H1, Canada.

B Natural Resources Canada, Canadian Forest Service, Northern Forestry Centre, 5320 122 Street Northwest, Edmonton, AB, T6H 3S5, Canada.

C Corresponding author. Email: robinne@ualberta.ca

International Journal of Wildland Fire 25(11) 1131-1143 https://doi.org/10.1071/WF16058
Submitted: 27 June 2015  Accepted: 7 August 2016   Published: 12 September 2016

Abstract

The boreal forest of Alberta, Canada, is under pressure from a rapid expansion of the wildland–human interface driven by natural resources exploitation. The specific impact of these changes on area burned remains poorly understood. We addressed this issue by modelling area burned for the 1980–2010 period using variables accounting for various anthropogenic effects. We hypothesise that an ecological frontier exists in the areas of intermediate to low human influence in northern Alberta, which implies a new influx of human-caused ignitions coinciding with continuous flammable vegetation, hence promoting area burned. Using a statistical control approach, we assessed the importance of each anthropogenic variable by adding them to a biophysical regression model. Our results show that there is a diversity of responses of area burned to the different anthropogenic factors considered. Distance to the transportation network, human footprint and density of the energy network significantly improved the model predictions. The area burned in the ecological frontier showed clusters of higher predictions by anthropogenic models, which supports our hypothesis of an ecological frontier and suggests that human and natural ignitions have an additive, albeit temporary, effect on landscape fire susceptibility.

Additional keywords: boreal forest, ecological frontier, human influence, spatial modelling, statistical control, wildfire regime, wildland–human interface.


References

Achard F, Eva HD, Mollicone D, Beuchle R (2008) The effect of climate anomalies and human ignition factor on wildfires in Russian boreal forests. Philosophical Transactions of the Royal Society of London B: Biological Sciences 363, 2331–2339.
The effect of climate anomalies and human ignition factor on wildfires in Russian boreal forests.Crossref | GoogleScholarGoogle Scholar | 18006413PubMed |

Alberta Biodiversity Monitoring Institute (2012) 2010 Human Footprint Map Layer Version 1.0. (Alberta Biodiversity Monitoring Institute: Edmonton, AB) Available at http://abmi.ca [Verified 7 October 2015]

Alberta Sustainable Resource Development (Ed.) (2008a) ‘Land-use framework Alberta.’ (Alberta Sustainable Resource and Development, Government of Alberta: Edmonton, AB)

Alberta Sustainable Resource Development (2008b) ‘FireSmart guidebook for the oil and gas industry.’ (Ed. Provincial Forest Fire Center) (Government of Alberta: Edmonton, AB) Available at https://www.firesmartcanada.ca/resources-library/firesmart-guidebook-for-the-oil-and-gas-industry [Verified 7 October 2016]

Alberta Treasury Board and Finance (2014) Population Projection – Alberta 2014–2041 (Ed. Alberta Sustainable Resource Development) (Government of Alberta: Edmonton, AB) Available at http://www.census.gov.ph/about [Verified 7 October 2015]

Arienti MC, Cumming SG, Boutin S (2006) Empirical models of forest fire initial attack success probabilities: the effects of fuels, anthropogenic linear features, fire weather, and management. Canadian Journal of Forest Research 36, 3155–3166.
Empirical models of forest fire initial attack success probabilities: the effects of fuels, anthropogenic linear features, fire weather, and management.Crossref | GoogleScholarGoogle Scholar |

Badia A, Serra P, Modugno S (2011) Identifying dynamics of fire ignition probabilities in two representative Mediterranean wildland–urban interface areas. Applied Geography 31, 930–940.
Identifying dynamics of fire ignition probabilities in two representative Mediterranean wildland–urban interface areas.Crossref | GoogleScholarGoogle Scholar |

Bistinas I, Oom D, Sá ACL, Harrison SP, Prentice CI, Pereira JMC (2013) Relationships between human population density and burned area at continental and global scales. PLoS One 8, e81188
Relationships between human population density and burned area at continental and global scales.Crossref | GoogleScholarGoogle Scholar | 24358108PubMed |

Bogdanski BEC (2008) Canada’s boreal forest economy: economic and socioeconomic issues and research opportunities. Natural Resources Canada, Canadian Forest Service, Information Report BC-X-414. (Victoria, BC) Available at https://cfs.nrcan.gc.ca/publications?id=28200 [Verified 18 August 2016]

Butsic V, Kelly M, Moritz MA (2015) Land use and wildfire: a review of local interactions and teleconnections. Land 4, 140–156.
Land use and wildfire: a review of local interactions and teleconnections.Crossref | GoogleScholarGoogle Scholar |

Calef MP, McGuire AD, Chapin FS (2008) Human influences on wildfire in Alaska from 1988 through 2005: an analysis of the spatial patterns of human impacts. Earth Interactions 12,
Human influences on wildfire in Alaska from 1988 through 2005: an analysis of the spatial patterns of human impacts.Crossref | GoogleScholarGoogle Scholar |

Cardille JA, Ventura SJ (2001) Environmental and social factors influencing wildfires in the Upper Midwest, United States. Ecological Applications 11, 111–127.
Environmental and social factors influencing wildfires in the Upper Midwest, United States.Crossref | GoogleScholarGoogle Scholar |

Chas-Amil ML, Touza J, García-Martínez E (2013) Forest fires in the wildland–urban interface: a spatial analysis of forest fragmentation and human impacts. Applied Geography 43, 127–137.
Forest fires in the wildland–urban interface: a spatial analysis of forest fragmentation and human impacts.Crossref | GoogleScholarGoogle Scholar |

Clear JL, Molinari C, Bradshaw RHW (2014) Holocene fire in Fennoscandia and Denmark. International Journal of Wildland Fire 23, 781–789.
Holocene fire in Fennoscandia and Denmark.Crossref | GoogleScholarGoogle Scholar |

Cochrane MA (2003) Fire science for rainforests. Nature 421, 913–919.
Fire science for rainforests.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3sXhsVKgtb4%3D&md5=11ecbcaa3272ba53cc3a1c61eb4195c3CAS | 12606992PubMed |

Cumming SG (2005) Effective fire suppression in boreal forests. Canadian Journal of Forest Research 35, 772–786.
Effective fire suppression in boreal forests.Crossref | GoogleScholarGoogle Scholar |

Dungan JL, Perry JN, Dale MRT, Legendre P, Fortin M-J, Jakomulska A, Miriti M, Rosenberg MS, Fortin S (2002) A balanced view of scale in spatial statistical analysis. Ecography 25, 626–640.
A balanced view of scale in spatial statistical analysis.Crossref | GoogleScholarGoogle Scholar |

Environmental Systems Research Institute (2012) ArcGIS: Release 10.1 SP1 for Desktop. Available at http://support.esri.com/download/1913 [Verified 9 August 2016]

Fearnside PM (2005) Deforestation in Brazilian Amazonia: history, rates, and consequences. Conservation Biology 19, 680–688.
Deforestation in Brazilian Amazonia: history, rates, and consequences.Crossref | GoogleScholarGoogle Scholar |

Flannigan MD, Harrington JB (1988) A study of the relation of meteorological variables to monthly provincial area burned by wildfire in Canada (1953–80). Journal of Applied Meteorology 27, 441–452.
A study of the relation of meteorological variables to monthly provincial area burned by wildfire in Canada (1953–80).Crossref | GoogleScholarGoogle Scholar |

Fortin M-J (1999) Effects of sampling unit resolution on the estimation of spatial autocorrelation. Ecoscience 6, 636–641.

Snyder GW (1999) Strategic holistic integrated planning for the future: fire protection in the urban/ rural/wildland interface (URWIN). In ‘Proceedings of the symposium on fire economics, planning, and policy: bottom lines’, 5–9 April 1999, San Diego, CA. (Technical Coordinators: A González-Cabán, PN Omi) Pacific Southwest Research Station, USDA Forest Service, General Technical Report PSW-GTR-173 (Albany, CA)

Gonzalez-Caban A, Omi PN (1999) ‘Proceedings of the Symposium on Fire Economics, Planning, and Policy: Bottom Lines.’ USDA Forest Service (San Diego) papers2://publication/uuid/0043027C–F520–4517–A704–C392EA7C298D.

Government of Canada (2009) Canada’s northern strategy: our north, our heritage, our future. Available at http://www.northernstrategy.gc.ca/cns/cns-eng.asp [Verified 9 August 2016]

Gralewicz NJ, Nelson TA, Wulder MA (2012a) Spatial and temporal patterns of wildfire ignitions in Canada from 1980 to 2006. International Journal of Wildland Fire 21, 230–242.
Spatial and temporal patterns of wildfire ignitions in Canada from 1980 to 2006.Crossref | GoogleScholarGoogle Scholar |

Gralewicz NJ, Nelson TA, Wulder MA (2012b) Factors influencing national-scale wildfire susceptibility in Canada. Forest Ecology and Management 265, 20–29.
Factors influencing national-scale wildfire susceptibility in Canada.Crossref | GoogleScholarGoogle Scholar |

Guyette RP, Muzika RM, Dey DC (2002) Dynamics of an anthropogenic fire regime. Ecosystems 5, 472–486.
Dynamics of an anthropogenic fire regime.Crossref | GoogleScholarGoogle Scholar |

Guyot S (2009) Fronts écologiques et éco-conquérants: définitions et typologies. L’exemple des ‘ONG environnementales en quête de Côte Sauvage (Afrique du Sud)’. Cybergeo: European Journal of Geography
Fronts écologiques et éco-conquérants: définitions et typologies. L’exemple des ‘ONG environnementales en quête de Côte Sauvage (Afrique du Sud)’.Crossref | GoogleScholarGoogle Scholar |

Haight RG, Cleland DT, Hammer RB, Radeloff VC, Rupp ST (2004) Assessing fire risk in the wildland–urban interface. Journal of Forestry 102, 41–48.

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 |

Hawbaker TJ (2013) Human influences on fire occurrence and fire potential in the conterminous United States. Ecological Applications 23, 565–582.
Human influences on fire occurrence and fire potential in the conterminous United States.Crossref | GoogleScholarGoogle Scholar | 23734486PubMed |

Héritier S (2007) Énergie et environnement: l’exploitation des sables bitumineux en Alberta (Canada). M@ppemonde 87, 1–17. [Verified 9 August 2016]http://mappemonde.mgm.fr/num15/articles/art07304.pdf

Héritier S (2009) Réflexions autour des ‘Fronts écologiques’ dans le nord de l’Alberta (Canada). L’Espace Politique 9,
Réflexions autour des ‘Fronts écologiques’ dans le nord de l’Alberta (Canada).Crossref | GoogleScholarGoogle Scholar |

Hogg EH (1994) Climate and the southern limit of the western Canadian boreal forest. Canadian Journal of Forest Research 24, 1835–1845.
Climate and the southern limit of the western Canadian boreal forest.Crossref | GoogleScholarGoogle Scholar | http://www.nrcresearchpress.com/doi/abs/10.1139/x94-237

Jenness J (2012) Repeating shapes for ArcGIS. (Jenness Enterprises: Flagstaff, AZ) Available at http://www.jennessent.com/arcgis/repeat_shapes.htm [Verified 7 October 2015]

Johnson EA, Miyanishi K, Weir JMH (1998) Wildfires in the western Canadian boreal forest: landscape patterns and ecosystem management. Journal of Vegetation Science 9, 603–610.
Wildfires in the western Canadian boreal forest: landscape patterns and ecosystem management.Crossref | GoogleScholarGoogle Scholar |

Krawchuk MA, Cumming SG (2011) Effects of biotic feedback and harvest management on boreal forest fire activity under climate change. Ecological Applications 21, 122–136.
Effects of biotic feedback and harvest management on boreal forest fire activity under climate change.Crossref | GoogleScholarGoogle Scholar | 21516892PubMed |

Krawchuk MA, Cumming SG, Flannigan MD (2009) Predicted changes in fire weather suggest increases in lightning fire initiation and future area burned in the mixedwood boreal forest. Climatic Change 92, 83–97.
Predicted changes in fire weather suggest increases in lightning fire initiation and future area burned in the mixedwood boreal forest.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1MXjtFOltw%3D%3D&md5=de339873e102e14f3fd1de6f595d5b9aCAS |

Lacroix JJ, Ryu S, Zheng D, Chen J (2006) Simulating fire spread with landscape management scenarios. Forest Science 52, 522–529. [Verified 8 February 2016]http://www.ingentaconnect.com/content/saf/fs/2006/00000052/00000005/art00005

Lampin-Maillet C, Jappiot M, Long M, Bouillon C, Morge D, Ferrier JP (2010) Mapping wildland–urban interfaces at large scales integrating housing density and vegetation aggregation for fire prevention in the south of France. Journal of Environmental Management 91, 732–741.
Mapping wildland–urban interfaces at large scales integrating housing density and vegetation aggregation for fire prevention in the south of France.Crossref | GoogleScholarGoogle Scholar | 19879685PubMed |

Latifovic R, Pouliot D, Olthof I (2009) 2009 North American land change system: Canadian perspective. In ‘30th Canadian Symposium on Remote Sensing: “Bridging Excellence”’, 22–25 June 2009, Lethbridge, AB.

Lee PG, Hanneman M, Gysbers J, Cheng R (2009) ‘The last great intact forests of Canada: atlas of Alberta. Part II: What are the threats to Alberta’s forest landscapes?’ (Global Forest Watch Canada: Edmonton, AB) Available at http://globalforestwatch.ca/publications/20090402A [Verified 9 August 2016]

Littell JS, Mckenzie D, Peterson DL, Westerling AL (2009) Climate and wildfire area burned in western US ecoprovinces, 1916–2003. Ecological Applications 19, 1003–1021.
Climate and wildfire area burned in western US ecoprovinces, 1916–2003.Crossref | GoogleScholarGoogle Scholar | 19544740PubMed |

Liu Z, Yang J, Chang Y, Weisberg PJ, He HS (2012) Spatial patterns and drivers of fire occurrence and its future trend under climate change in a boreal forest of north-east China. Global Change Biology 18, 2041–2056.
Spatial patterns and drivers of fire occurrence and its future trend under climate change in a boreal forest of north-east China.Crossref | GoogleScholarGoogle Scholar |

Lugo AE, Gucinski H (2000) Function, effects, and management of forest roads. Forest Ecology and Management 133, 249–262.
Function, effects, and management of forest roads.Crossref | GoogleScholarGoogle Scholar |

Mann ML, Batllori E, Moritz MA, Waller EK, Berck P, Flint AL, Flint LE, Dolfi E (2016) Incorporating anthropogenic influences into fire probability models: effects of human activity and climate change on fire activity in California. PLoS One 11, e0153589
Incorporating anthropogenic influences into fire probability models: effects of human activity and climate change on fire activity in California.Crossref | GoogleScholarGoogle Scholar | 27124597PubMed |

Martínez J, Vega-Garcia C, Chuvieco E (2009) Human-caused wildfire risk rating for prevention planning in Spain. Journal of Environmental Management 90, 1241–1252.
Human-caused wildfire risk rating for prevention planning in Spain.Crossref | GoogleScholarGoogle Scholar | 18723267PubMed |

McKenney DW (2006) Spatial models of Canada- and North America-wide 1971/2000 minimum and maximum temperature, total precipitation and derived bioclimatic variables. Available at http://dsp-psd.pwgsc.gc.ca/Collection/Fo123-1-106E.pdf [Verified 9 August 2016]

Milborrow S (2012) PLOTMO: Plot a model’s response while varying the values of the predictors. Ver. 3.1.4. Available at http://www.milbo.users.sonic.net [Verified 7 October 2015]

Miller C (2003) The spatial context of fire: a new approach for predicting fire occurrence. In ‘Proceedings of fire conference 2000: the first national congress on fire ecology, prevention and management’. (Eds KE Galley, R Klinger, NG Sugihara) Tall Timbers Research Station, Miscellaneous Publication No. 13, pp. 27–34. (Tallahassee, FL) Available at ftp://192.139.6.163/pub/fire/Alexander/USFS_RD_WildlandFireReview/references/miller_2003b.pdf [Verified 18 August 2016]

Moreira F, Catry FX, Rego F, Bacao F (2010) Size-dependent pattern of wildfire ignitions in Portugal: when do ignitions turn into big fires? Landscape Ecology 25, 1405–1417.
Size-dependent pattern of wildfire ignitions in Portugal: when do ignitions turn into big fires?Crossref | GoogleScholarGoogle Scholar |

Moreira F, Viedma O, Arianoutsou M, Curt T, Koutsias N, Rigolot E, Barbati A, Corona P, Vaz P, Xanthopoulos G, Mouillot F, Bilgili E (2011) Landscape–wildfire interactions in southern Europe: implications for landscape management. Journal of Environmental Management 92, 2389–2402.
Landscape–wildfire interactions in southern Europe: implications for landscape management.Crossref | GoogleScholarGoogle Scholar | 21741757PubMed |

Morton DC, Defries RS, Randerson JT, Giglio L, Schroeder W, van der Werf GR (2008) Agricultural intensification increases deforestation fire activity in Amazonia. Global Change Biology 14, 2262–2275.
Agricultural intensification increases deforestation fire activity in Amazonia.Crossref | GoogleScholarGoogle Scholar |

Narayanaraj G, Wimberly MC (2012) Influences of forest roads on the spatial patterns of human- and lightning-caused wildfire ignitions. Applied Geography 32, 878–888.
Influences of forest roads on the spatial patterns of human- and lightning-caused wildfire ignitions.Crossref | GoogleScholarGoogle Scholar |

National Round Table on the Environment and the Economy (2005) ‘Boreal futures: governance, conservation and development in Canada’s boreal.’ (Renouf Publishing Co. Ltd: Ottawa, ON)

Natural Regions Committee (2006) Natural regions and subregions of Alberta. Compiled by DJ Downing and WW Pettapiece. Government of Alberta, Pub. No. T/852. Available at https://www.albertaparks.ca/media/2942026/nrsrcomplete_may_06.pdf [Verified 18 August 2016]

Natural Resources Canada (2015) Canadian Wildland Fire Information System. Available at http://cwfis.cfs.nrcan.gc.ca/home [Verified 7 October 2016]

Natural Resources Canada (2016) Canadian National Fire Database. Available at http://cwfis.cfs.nrcan.gc.ca/datamart [Verified 7 October 2016]

Natural Resources of Canada (2013) CanVec, Edn 1.1.4. Available at http://ftp2.cits.rncan.gc.ca/pub/canvec/ or http://geogratis.gc.ca/site/eng/download [Verified 18 August 2016]

Niklasson M, Granström A (2000) Numbers and sizes of fires: long-term spatially explicit fire history in a Swedish boreal landscape. Ecology 81, 1484–1499.
Numbers and sizes of fires: long-term spatially explicit fire history in a Swedish boreal landscape.Crossref | GoogleScholarGoogle Scholar |

Parisien M-A, Parks SA, Krawchuk MA, Flannigan MD, Bowman LM, Moritz MA (2011) Scale-dependent controls on the area burned in the boreal forest of Canada, 1980–2005. Ecological Applications 21, 789–805.
Scale-dependent controls on the area burned in the boreal forest of Canada, 1980–2005.Crossref | GoogleScholarGoogle Scholar | 21639045PubMed | http://www.ncbi.nlm.nih.gov/pubmed/21639045

Parisien M-A, Snetsinger S, Greenberg JA, Nelson CR, Schoennagel T, Dobrowski SZ, Moritz MA (2012) Spatial variability in wildfire probability across the western United States. International Journal of Wildland Fire 21, 313–327.
Spatial variability in wildfire probability across the western United States.Crossref | GoogleScholarGoogle Scholar |

Parisien M-A, Parks S, Krawchuk M, Little J, Flannigan M, Gowman L, Moritz M (2014) An analysis of controls on fire activity in boreal Canada: comparing models built with different temporal resolutions. Ecological Applications 24, 1341–1356.
An analysis of controls on fire activity in boreal Canada: comparing models built with different temporal resolutions.Crossref | GoogleScholarGoogle Scholar |

Parisien M-A, Miller C, Parks SA, DeLancey ER, Robinne F-N, Flannigan MD (2016) The spatially varying influence of humans on fire probability in North America. Environmental Research Letters 11, 075005
The spatially varying influence of humans on fire probability in North America.Crossref | GoogleScholarGoogle Scholar |

Parks SA, Miller C, Parisien M-A, Holsinger LM, Dobrowski SZ, Abatzoglou JT (2015) Wildland fire deficit and surplus in the western United States, 1984–2012. Ecosphere 6, art275
Wildland fire deficit and surplus in the western United States, 1984–2012.Crossref | GoogleScholarGoogle Scholar |

Pickell PD, Gergel SE, Coops NC, Andison DW (2014) Monitoring forest change in landscapes undergoing rapid energy development: challenges and new perspectives. Land 3, 617–638.
Monitoring forest change in landscapes undergoing rapid energy development: challenges and new perspectives.Crossref | GoogleScholarGoogle Scholar |

Pickell PD, Andison DW, Coops NC, Gergel SE, Marshall PL (2015) The spatial patterns of anthropogenic disturbance in the western Canadian boreal forest following oil and gas development. Canadian Journal of Forest Research 45, 732–743.
The spatial patterns of anthropogenic disturbance in the western Canadian boreal forest following oil and gas development.Crossref | GoogleScholarGoogle Scholar |

R Core Team (2014) R: a language and environment for statistical computing. (Vienna, Austria). Available at http://www.r-project.org [Verified 7 October 2015]

Radeloff VC, Hammer RB, Stewart SI, Fried JS, Holcomb SS, Mckeefry JF (2005) The wildland–urban interface in the United States. Ecological Applications 15, 799–805.
The wildland–urban interface in the United States.Crossref | GoogleScholarGoogle Scholar |

Ryu S-R, Chen J, Zheng D, Lacroix JJ (2007) Relating surface fire spread to landscape structure: an application of FARSITE in a managed forest landscape. Landscape and Urban Planning 83, 275–283.
Relating surface fire spread to landscape structure: an application of FARSITE in a managed forest landscape.Crossref | GoogleScholarGoogle Scholar |

Sanderson EW, Jaiteh M, Levy MA, Redford KH, Wannebo AV, Woolmer G (2002) The human footprint and the last of the wild. Bioscience 52, 891–904.
The human footprint and the last of the wild.Crossref | GoogleScholarGoogle Scholar |

Schneider RR, Stelfox JB, Boutin S, Wasel S (2003) Managing the cumulative impacts of land uses in the western Canadian sedimentary basin: a modeling approach. Conservation Ecology 7, 8 [Verified 18 August 2016]https://era.library.ualberta.ca/files/rr171z743/CE_2003_7_1.pdf

Silvestrini R, Soares-Filho B (2011) Simulating fire regimes in the Amazon in response to climate change and deforestation. Ecological Applications 21, 1573–1590.
Simulating fire regimes in the Amazon in response to climate change and deforestation.Crossref | GoogleScholarGoogle Scholar | 21830703PubMed | http://www.esajournals.org/doi/abs/10.1890/10-0827.1

Stocks BJ, Mason JA, Todd JB, Bosch EM, Wotton BM, Amiro BD, Flannigan MD, Hirsch KG, Logan KA, Martell DL, Skinner WR (2002) Large forest fires in Canada, 1959–1997. Journal of Geophysical Research 107, 8149
Large forest fires in Canada, 1959–1997.Crossref | GoogleScholarGoogle Scholar |

Syphard AD, Radeloff VC, Keeley JE, Hawbaker TJ, Clayton MK, Stewart SI, Hammer RB (2007) Human influence on California fire regimes. Ecological Applications 17, 1388–1402.
Human influence on California fire regimes.Crossref | GoogleScholarGoogle Scholar | 17708216PubMed |

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 | 21489684PubMed |

Turner MG (1990) Spatial and temporal analysis of landscape patterns. Landscape Ecology 4, 21–30.
Spatial and temporal analysis of landscape patterns.Crossref | GoogleScholarGoogle Scholar |

Tymstra C, Wang D, Rogeau M-P (2005) Alberta wildfire regime analysis (Ed. Alberta Sustainable Resource Development) Wildfire Science and Technology Report PFFC 01–05. (Government of Alberta: Edmonton, AB)

Tymstra C, Flannigan MD, Armitage OB, Logan K (2007) Impact of climate change on area burned in Alberta’s boreal forest. International Journal of Wildland Fire 16, 153–160.
Impact of climate change on area burned in Alberta’s boreal forest.Crossref | GoogleScholarGoogle Scholar |

US Department of Agriculture Forest Service (2001) Urban–wildland interface communities within the vicinity of Federal lands that are at high risk from wildfire. Available at https://www.federalregister.gov/articles/2001/01/04/01-52/urban-wildland-interface-communities-within-the-vicinity-of-federal-lands-that-are-at-high-risk-from [Verified 9 August 2016]

UT-Battelle LLC (2013) High-resolution global population data set (LandScan). Available at http://web.ornl.gov/sci/landscan/landscan_data_avail.shtml [Verified 7 October 2015]

Wang T, Hamann A, Spittlehouse DL, Murdock TQ (2012) ClimateWNA – high-resolution spatial climate data for western North America. Journal of Applied Meteorology and Climatology 51, 16–29.
ClimateWNA – high-resolution spatial climate data for western North America.Crossref | GoogleScholarGoogle Scholar |

Wang Y, Anderson KR (2010) An evaluation of spatial and temporal patterns of lightning-and human-caused forest fires in Alberta, Canada, 1980–2007. International Journal of Wildland Fire 19, 1059–1072.
An evaluation of spatial and temporal patterns of lightning-and human-caused forest fires in Alberta, Canada, 1980–2007.Crossref | GoogleScholarGoogle Scholar |

Weir JMH, Johnson EA (1998) Effects of escaped settlement fires and logging on forest composition in the mixedwood boreal forest. Canadian Journal of Forest Research 28, 459–467.
Effects of escaped settlement fires and logging on forest composition in the mixedwood boreal forest.Crossref | GoogleScholarGoogle Scholar |

Whitman E, Batllori E, Miller C, Coop JD, Krawchuk MA, Chong GW, Haire SL (2015) The climate space of fire regimes in north-western North America. Journal of Biogeography 42, 1736–1749.
The climate space of fire regimes in north-western North America.Crossref | GoogleScholarGoogle Scholar |

Wildlife Conservation Society and Center for International Earth Science Information Network (2005) Last of the Wild Project, v.2, 2005 (LWP-2): Global Human Footprint Dataset (Geographic). (NASA Socioeconomic Data and Applications Center (SEDAC): Palisades, NY)10.7927/H4M61H5F

Wotton BM, Martell DL, Logan KA (2003) Climate change and people-caused forest fire occurrence in Ontario. Climatic Change 60, 275–295.
Climate change and people-caused forest fire occurrence in Ontario.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3sXnvVOrs78%3D&md5=92f7cde8574f244b644c71604f1c55cfCAS |

Wulder MA, White JC, Han T (2008) Monitoring Canada’s forests. Part 2: national forest fragmentation and pattern. Canadian Journal of Forest Research 34, 563–584. http://pubs.casi.ca/doi/abs/10.5589/m08-081

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 | 18686582PubMed |