Scale-dependent controls on the area burned in the boreal forest of Canada, 1980-2005.

In the boreal forest of North America, as in any fire-prone biome, three environmental factors must coincide for a wildfire to occur: an ignition source, flammable vegetation, and weather that is conducive to fire. Despite recent advances, the relative importance of these factors remains the subject of some debate. The aim of this study was to develop models that identify the environmental controls on spatial patterns in area burned for the period 1980-2005 at several spatial scales in the Canadian boreal forest. Boosted regression tree models were built to relate high-resolution data for area burned to an array of explanatory variables describing ignitions, vegetation, and long-term patterns in fire-conducive weather (i.e., fire climate) at four spatial scales (10(2) km2, 10(3) km2, 10(4) km2, and 10(5) km2). We evaluated the relative contributions of these controls on area burned, as well as their functional relationships, across spatial scales. We also assessed geographic patterns of the influence of wildfire controls. The results indicated that extreme temperature during the fire season was a top control at all spatial scales, followed closely by a wind-driven index of ease of fire spread. However, the contributions of some variables differed substantially among the spatial scales, as did their relationship to area burned. In fact, for some key variables the polarity of relationships was inverted from the finest to the broadest spatial scale. It was difficult to unequivocally attribute values of relative importance to the variables chosen to represent ignitions, vegetation, and climate, as the interdependence of these factors precluded clear partitioning. Furthermore, the influence of a variable on patterns of area burned often changed enormously across the biome, which supports the idea that fire-environment relationships in the boreal forest are complex and nonstationary.

[1]  M. Stambaugh,et al.  Predicting spatio-temporal variability in fire return intervals using a topographic roughness index , 2008 .

[2]  M. Flannigan,et al.  Temporal variability in area burned for the province of Ontario, Canada, during the past 200 years inferred from tree rings , 2006 .

[3]  H. Christian Global Frequency and Distribution of Lightning as Observed From Space , 2001 .

[4]  A. E. Bateman The Statistics of Canada , 1878 .

[5]  E. Johnson,et al.  Climate and wildfires in the North American boreal forest , 2008, Philosophical Transactions of the Royal Society B: Biological Sciences.

[6]  M. Flannigan,et al.  Fire weather index system components for large fires in the Canadian boreal forest , 2004 .

[7]  Douglas H. Johnson THE COMPARISON OF USAGE AND AVAILABILITY MEASUREMENTS FOR EVALUATING RESOURCE PREFERENCE , 1980 .

[8]  M. Flannigan,et al.  Future Area Burned in Canada , 2005 .

[9]  Greg Ridgeway,et al.  Generalized Boosted Models: A guide to the gbm package , 2006 .

[10]  C. E. Van Wagner,et al.  Development and structure of the Canadian Forest Fire Weather Index System , 1987 .

[11]  James B. Harrington,et al.  A Study of the Relation of Meteorological Variables to Monthly Provincial Area Burned by Wildfire in Canada (1953–80) , 1988 .

[12]  T. Swetnam,et al.  Warming and Earlier Spring Increase Western U.S. Forest Wildfire Activity , 2006, Science.

[13]  Mike D. Flannigan,et al.  LIGHTNING-IGNITED FOREST FIRES IN NORTHWESTERN ONTARIO , 1991 .

[14]  E. Hogg,et al.  Climate and the southern limit of the western Canadian boreal forest , 1994 .

[15]  F. S. Chapin,et al.  Fire Interval Effects on Successional Trajectory in Boreal Forests of Northwest Canada , 2006, Ecosystems.

[16]  K. Hirsch,et al.  Large forest fires in Canada, 1959–1997 , 2002 .

[17]  Yonghe Wang,et al.  Spatial patterns of forest fires in Canada, 1980-1999 , 2006 .

[18]  M. Zappa,et al.  Climate change and plant distribution: local models predict high‐elevation persistence , 2009 .

[19]  J. Agee,et al.  SPATIAL CONTROLS OF HISTORICAL FIRE REGIMES: A MULTISCALE EXAMPLE FROM THE INTERIOR WEST, USA , 2001 .

[20]  John E. Walsh,et al.  Assessing the response of area burned to changing climate in western boreal North America using a Multivariate Adaptive Regression Splines (MARS) approach , 2009 .

[21]  M. Flannigan,et al.  Lightning and lightning fire, central cordillera, Canada , 2002 .

[22]  Stan Boutin,et al.  Empirical models of forest fire initial attack success probabilities : the effects of fuels, anthropogenic linear features, fire weather, and management , 2006 .

[23]  Robert E. Keane,et al.  Comparison of the Sensitivity of Landscape-fire-succession Models to Variation in Terrain, Fuel Pattern, Climate and Weather , 2005, Landscape Ecology.

[24]  M. Moritz,et al.  Environmental controls on the distribution of wildfire at multiple spatial scales , 2009 .

[25]  E. Kasischke,et al.  Recent changes in the fire regime across the North American boreal region—Spatial and temporal patterns of burning across Canada and Alaska , 2006 .

[26]  P. White,et al.  Environmental drivers of large, infrequent wildfires: the emerging conceptual model , 2007 .

[27]  F. Hu,et al.  Vegetation mediated the impacts of postglacial climate change on fire regimes in the south-central Brooks Range, Alaska , 2008 .

[28]  F. Chapin,et al.  Human Influences on Wildfire in Alaska from 1988 through 2005: An Analysis of the Spatial Patterns of Human Impacts , 2008 .

[29]  Anne E. Black,et al.  Cross-Scale Analysis of Fire Regimes , 2007, Ecosystems.

[30]  A. Townsend Peterson,et al.  Novel methods improve prediction of species' distributions from occurrence data , 2006 .

[31]  J Elith,et al.  A working guide to boosted regression trees. , 2008, The Journal of animal ecology.

[32]  J. Agee Fire Ecology of Pacific Northwest Forests , 1993 .

[33]  Y. Bergeron The Influence of Island and Mainland Lakeshore Landscapes on Boreal Forest Fire Regimes , 1991 .

[34]  E. Johnson,et al.  The Relative Importance of Fuels and Weather on Fire Behavior in Subalpine Forests , 1995 .

[35]  Y. Bergeron,et al.  Scale-dependent determinants of heterogeneity in fire frequency in a coniferous boreal forest of eastern Canada , 2007, Landscape Ecology.

[36]  Yves Bergeron,et al.  Recent fire regime (1945–1998) in the boreal forest of western Québec1 , 2004 .

[37]  John E. Walsh,et al.  IMPACTS OF LARGE‐SCALE ATMOSPHERIC–OCEAN VARIABILITY ON ALASKAN FIRE SEASON SEVERITY , 2005 .

[38]  D. Peterson,et al.  Climate and wildfire area burned in western U.S. ecoprovinces, 1916-2003. , 2009, Ecological applications : a publication of the Ecological Society of America.

[39]  D. Roy,et al.  What limits fire? An examination of drivers of burnt area in Southern Africa , 2009 .

[40]  M. Girardin,et al.  Three centuries of annual area burned variability in northwestern North America inferred from tree rings , 2008 .

[41]  M. Turetsky,et al.  Historical burn area in western Canadian peatlands and its relationship to fire weather indices , 2004 .

[42]  J. Randerson,et al.  Climate controls on the variability of fires in the tropics and subtropics , 2008 .

[43]  M. Krawchuk,et al.  Disturbance history affects lightning fire initiation in the mixedwood boreal forest: Observations and simulations , 2009 .

[44]  R. Wein,et al.  Biotic and abiotic regulation of lightning fire initiation in the mixedwood boreal forest. , 2006, Ecology.

[45]  S. Cumming FOREST TYPE AND WILDFIRE IN THE ALBERTA BOREAL MIXEDWOOD: WHAT DO FIRES BURN? , 2001 .

[46]  Ronald J. Hall,et al.  Large fires as agents of ecological diversity in the North American boreal forest , 2008 .

[47]  David L. Martell,et al.  A 500 hPa synoptic wildland fire climatology for large Canadian forest fires, 1959–1996 , 2002 .

[48]  S. Payette,et al.  RECENT FIRE HISTORY OF THE NORTHERN QUEBEC BIOMES , 1989 .

[49]  A. Gill,et al.  Bushfires 'down under': patterns and implications of contemporary Australian landscape burning , 2007 .

[50]  David L. Martell,et al.  Using expert judgment to model initial attack fire crew effectiveness , 1998 .

[51]  Marco E. Morais,et al.  Wildfires, complexity, and highly optimized tolerance. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[52]  John E. Walsh,et al.  Integrated regional changes in arctic climate feedbacks: Implications for the global climate system , 2006 .

[53]  M. Parisien,et al.  Distribution and dynamics of tree species across a fire frequency gradient in the James Bay region of Quebec , 2003 .

[54]  M. Moritz,et al.  Global Pyrogeography: the Current and Future Distribution of Wildfire , 2009, PloS one.

[55]  E. Sanderson,et al.  The Human Footprint and the Last of the Wild , 2002 .

[56]  B. M. Wotton,et al.  Climate Change and People-Caused Forest Fire Occurrence in Ontario , 2003 .

[57]  M. Apps,et al.  Boreal forest responses to climate-change scenarios along an ecoclimatic transect in central Canada , 1996 .

[58]  Glenn De ' ath BOOSTED TREES FOR ECOLOGICAL MODELING AND PREDICTION , 2007 .

[59]  Steven J. Phillips,et al.  Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data. , 2009, Ecological applications : a publication of the Ecological Society of America.

[60]  M. Turetsky,et al.  Impacts of climate change on fire activity and fire management in the circumboreal forest , 2009 .

[61]  C. Messier,et al.  Fire and the relative roles of weather, climate and landscape characteristics in the Great Lakes-St. Lawrence forest of Canada , 2008 .

[62]  Yves Bergeron,et al.  Role of vegetation and weather on fire behavior in the Canadian mixedwood boreal forest using two fire behavior prediction systems. , 2001 .

[63]  Rasim Latifovic,et al.  Multitemporal land cover mapping for Canada: methodology and products , 2005 .

[64]  B. Lawson,et al.  Ground-truthing the Drought Code: field verification of overwinter recharge of forest floor moisture , 1996 .

[65]  David Rind,et al.  The Impact of a 2 × CO2 Climate on Lightning-Caused Fires , 1994 .

[66]  Robert Tibshirani,et al.  The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition , 2001, Springer Series in Statistics.

[67]  David R. B. Stockwell,et al.  Forecasting the Effects of Global Warming on Biodiversity , 2007 .

[68]  T. Dawson,et al.  Predicting the impacts of climate change on the distribution of species: are bioclimate envelope models useful? , 2003 .

[69]  E. Johnson,et al.  Fire Frequency Models, Methods and Interpretations* , 1994 .

[70]  Steven G. Cumming,et al.  Effective fire suppression in boreal forests , 2005 .

[71]  David L. Martell,et al.  The impact of fire suppression, vegetation, and weather on the area burned by lightning-caused forest fires in Ontario , 2008 .