Multi-scale evaluation of the environmental controls on burn probability in a southern Sierra Nevada landscape
Sean A. Parks A C , Marc-André Parisien B C and Carol Miller A
+ Author Affiliations
- Author Affiliations
A USDA Forest Service, Rocky Mountain Research Station, Aldo Leopold Wilderness Research Institute, 790 E Beckwith Avenue, Missoula, MT 59801, USA.
B Natural Resources Canada, Canadian Forest Service, Northern Forestry Centre, 5320 122nd Street, Edmonton, AB, T5H 3S5, Canada.
C Corresponding authors. Emails: sean_parks@fs.fed.us; marc-andre.parisien@nrcan-rncan.gc.ca
International Journal of Wildland Fire 20(7) 815-828 https://doi.org/10.1071/WF10051
Submitted: 12 May 2010 Accepted: 9 March 2011 Published: 19 September 2011
Abstract
We examined the scale-dependent relationship between spatial fire likelihood or burn probability (BP) and some key environmental controls in the southern Sierra Nevada, California, USA. Continuous BP estimates were generated using a fire simulation model. The correspondence between BP (dependent variable) and elevation, ignition density, fuels and aspect was evaluated at incrementally increasing spatial scales to assess the importance of these explanatory variables in explaining BP. Results indicate the statistical relationship between BP and explanatory variables fluctuates across spatial scales, as does the influence of explanatory variables. However, because of high covariance among these variables, it was necessary to control for their shared contribution in order to extract their ‘unique’ contribution to BP. At the finest scale, fuels and elevation exerted the most influence on BP, whereas at broader scales, fuels and aspect were most influential. Results also showed that the influence of some variables tended to mask the true effect of seemingly less important variables. For example, the relationship between ignition density and BP was negative until we controlled for elevation, which led to a more meaningful relationship where BP increased with ignition density. This study demonstrates the value of a multi-scale approach for identifying and characterising mechanistic controls on BP that can often be blurred by strong but correlative relationships.
Additional keywords: fire regime, fuels, ignitions, spatial scale, topography.
References
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 (2010) 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 |
Archibald S, Roy DP, van Wilgen BW, Scholes RJ (2009) What limits fire? An examination of drivers of burnt area in Southern Africa. Global Change Biology 15, 613–630.
| What limits fire? An examination of drivers of burnt area in Southern Africa.Crossref | GoogleScholarGoogle Scholar |
Austin MP (1980) Searching for a model for use in vegetation analysis. Vegetatio 42, 11–21.
| Searching for a model for use in vegetation analysis.Crossref | GoogleScholarGoogle Scholar |
Balshi MS, McGuirez AD, Duffy P, Flannigan M, Walsh J, Melillo J (2009) Assessing the response of area burned to changing climate in western boreal North America using a multivariate adaptive regression splines (MARS) approach. Global Change Biology 15, 578–600.
| Assessing the response of area burned to changing climate in western boreal North America using a multivariate adaptive regression splines (MARS) approach.Crossref | GoogleScholarGoogle Scholar |
Bebi P, Kulakowski D, Veblen TT (2003) Interactions between fire and spruce beetles in a subalpine rocky mountain forest landscape. Ecology 84, 362–371.
| Interactions between fire and spruce beetles in a subalpine rocky mountain forest landscape.Crossref | GoogleScholarGoogle Scholar |
Beever EA, Swihart RK, Bestelmeyer BT (2006) Linking the concept of scale to studies of biological diversity: evolving approaches and tools. Diversity & Distributions 12, 229–235.
| Linking the concept of scale to studies of biological diversity: evolving approaches and tools.Crossref | GoogleScholarGoogle Scholar |
Beverly JL, Herd EPK, Conner JCR (2009) Modeling fire susceptibility in west central Alberta, Canada. Forest Ecology and Management 258, 1465–1478.
| Modeling fire susceptibility in west central Alberta, Canada.Crossref | GoogleScholarGoogle Scholar |
Boer MM, Sadler RJ, Bradstock RA, Gill AM, Grierson PF (2008) Spatial scale invariance of southern Australian forest fires mirrors the scaling behaviour of fire-driving weather events. Landscape Ecology 23, 899–913..
Borcard D, Legendre P, Drapeau P (1992) Partialling out the spatial component of ecological variation. Ecology 73, 1045–1055.
| Partialling out the spatial component of ecological variation.Crossref | GoogleScholarGoogle Scholar |
Bradshaw B, McCormick E (2000) FireFamily Plus user’s guide. Ver. 2.0. USDA Forest Service, Rocky Mountain Research Station, General Technical Report RMRS-GTR-67WWW. (Ogden, UT)
Brown RT, Agee JK, Franklin JF (2004) Forest restoration and fire: principles in the context of place. Conservation Biology 18, 903–912..
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 |
CDF (2007) ‘Fire perimeter GIS dataset. California Department of Forestry and Fire Protection.’ (Sacramento, CA) Available at http://frap.cdf.ca.gov/projects/fire_data/fire_perimeters/index.asp [Verified 3 August 2011]
Chou YH, Minnich RA, Chase RA (1993) Mapping probability of fire occurrence in San-Jacinto Mountains, California, USA. Environmental Management 17, 129–140.
| Mapping probability of fire occurrence in San-Jacinto Mountains, California, USA.Crossref | GoogleScholarGoogle Scholar |
Cohen JD, Deeming JE (1985) The national fire danger rating system: basic equations. USDA Forest Service, Pacific Southwest Forest and Range Experiment Station, General Technical Report GTR-PSW-82. Berkeley, CA, USA.
Collins BM, Stephens SL (2010) Stand-replacing patches within a ‘mixed severity’ fire regime: quantitative characterization using recent fires in a long-established natural fire area. Landscape Ecology 25, 927–939.
| Stand-replacing patches within a ‘mixed severity’ fire regime: quantitative characterization using recent fires in a long-established natural fire area.Crossref | GoogleScholarGoogle Scholar |
Cruz MG, Alexander ME (2010) Assessing crown fire potential in coniferous forests of western North America: a critique of current approaches and recent simulation studies. International Journal of Wildland Fire 19, 377–398.
| Assessing crown fire potential in coniferous forests of western North America: a critique of current approaches and recent simulation studies.Crossref | GoogleScholarGoogle Scholar |
Cyr D, Gauthier S, Bergeron Y (2007) Scale-dependent determinants of heterogeneity in fire frequency in a coniferous boreal forest of eastern Canada. Landscape Ecology 22, 1325–1339.
| Scale-dependent determinants of heterogeneity in fire frequency in a coniferous boreal forest of eastern Canada.Crossref | GoogleScholarGoogle Scholar |
Daly C, Gibson WP, Taylor GH, Johnson GL, Pasteris P (2002) A knowledge-based approach to the statistical mapping of climate. Climate Research 22, 99–113.
| A knowledge-based approach to the statistical mapping of climate.Crossref | GoogleScholarGoogle Scholar |
Falk DA, Miller C, McKenzie D, Black AE (2007) Cross-scale analysis of fire regimes. Ecosystems 10, 809–823.
| Cross-scale analysis of fire regimes.Crossref | GoogleScholarGoogle Scholar |
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 model capabilities. In ‘Proceedings of fuels management – how to measure success’. (Eds PL Andrews, BW Butler) USDA Forest Service, Rocky Mountain Research Station, Research Paper RMRS-P-41. (Fort Collins, CO)
Franklin J (2002) Enhancing a regional vegetation map with predictive models of dominant plant species in chaparral. Applied Vegetation Science 5, 135–146.
| Enhancing a regional vegetation map with predictive models of dominant plant species in chaparral.Crossref | GoogleScholarGoogle Scholar |
Fry DL, Stephens SL (2006) Influence of humans and climate on the fire history of a ponderosa pine-mixed conifer forest in the southeastern Klamath Mountains, California. Forest Ecology and Management 223, 428–438.
| Influence of humans and climate on the fire history of a ponderosa pine-mixed conifer forest in the southeastern Klamath Mountains, California.Crossref | GoogleScholarGoogle Scholar |
Heyerdahl EK, Brubaker LB, Agee JK (2001) Spatial controls of historical fire regimes: a multiscale example from the interior west, USA. Ecology 82, 660–678.
| Spatial controls of historical fire regimes: a multiscale example from the interior west, USA.Crossref | GoogleScholarGoogle Scholar |
Kasischke ES, Williams D, Barry D (2002) Analysis of the patterns of large fires in the boreal forest region of Alaska. International Journal of Wildland Fire 11, 131–144.
| Analysis of the patterns of large fires in the boreal forest region of Alaska.Crossref | GoogleScholarGoogle Scholar |
Keeley JE, Pfaff AH, Safford HD (2005) Fire suppression impacts on postfire recovery of Sierra Nevada chaparral shrublands. International Journal of Wildland Fire 14, 255–265.
| Fire suppression impacts on postfire recovery of Sierra Nevada chaparral shrublands.Crossref | GoogleScholarGoogle Scholar |
Kellogg LKB, McKenzie D, Peterson DL, Hessl AE (2008) Spatial models for inferring topographic controls on historical low-severity fire in the eastern Cascade Range of Washington, USA. Landscape Ecology 23, 227–240.
| Spatial models for inferring topographic controls on historical low-severity fire in the eastern Cascade Range of Washington, USA.Crossref | GoogleScholarGoogle Scholar |
Kilgore BM, Taylor D (1979) Fire history of a Sequoia mixed conifer forest. Ecology 60, 129–142.
| Fire history of a Sequoia mixed conifer forest.Crossref | GoogleScholarGoogle Scholar |
Krawchuk MA, Cumming SG, Flannigan MD, Wein RW (2006) Biotic and abiotic regulation of lightning fire initiation in the mixedwood boreal forest. Ecology 87, 458–468.
| Biotic and abiotic regulation of lightning fire initiation in the mixedwood boreal forest.Crossref | GoogleScholarGoogle Scholar | 1:STN:280:DC%2BD283jtVWrtA%3D%3D&md5=54bc6aa121241bcf39e7bda2f2cf724dCAS |
Lertzman K, Fall J, Dorner B (1998) Three kinds of heterogeniety in fire regimes: at the crossroads of fire history and landscape ecology. Northwest Science 72, 4–23..
Levin SA (1992) The problem of pattern and scale in ecology. Ecology 73, 1943–1967.
| The problem of pattern and scale in ecology.Crossref | GoogleScholarGoogle Scholar |
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 |
Lutz JA, van Wagtendonk JW, Thode AE, Miller JD, Franklin JF (2009) Climate, lightning ignitions, and fire severity in Yosemite National Park, California, USA. International Journal of Wildland Fire 18, 765–774.
| Climate, lightning ignitions, and fire severity in Yosemite National Park, California, USA.Crossref | GoogleScholarGoogle Scholar |
Manley PN, Parks SA, Campbell LA, Schlesinger MD (2009) Modelling urban land development as a continuum to address fine-grained habitat heterogeneity. Landscape and Urban Planning 89, 28–36.
| Modelling urban land development as a continuum to address fine-grained habitat heterogeneity.Crossref | GoogleScholarGoogle Scholar |
Martell DL, Sun H (2008) The impact of fire suppression, vegetation and weather on the area burned by lightning-caused forest fires in Ontario. Canadian Journal of Forest Research 38, 1547–1563.
| The impact of fire suppression, vegetation and weather on the area burned by lightning-caused forest fires in Ontario.Crossref | GoogleScholarGoogle Scholar |
McKelvey KS, Skinner CN, Chang C, Et-man DC, Husari SJ, Parsons DJ, van Wagtendonk JW, Weatherspoon CP (1996) An overview of fire in the Sierra Nevada. In ‘Sierra Nevada ecosystem project (Vol. II): final report to congress, assessments and scientific basis for management options’. (University of California, Davis, Centers for Water and Wildland Resources: Davis, CA)
McKenzie D, Hessl AE, Kellogg LKB (2006) Using neutral models to identify constraints on low-severity fire regimes. Landscape Ecology 21, 139–152.
| Using neutral models to identify constraints on low-severity fire regimes.Crossref | GoogleScholarGoogle Scholar |
Mermoz M, Kitzberger T, Veblen TT (2005) Landscape influences on occurrence and spread of wildfires in Patagonian forests and shrublands. Ecology 86, 2705–2715.
| Landscape influences on occurrence and spread of wildfires in Patagonian forests and shrublands.Crossref | GoogleScholarGoogle Scholar |
Miller C, Parisien MA, Ager AA, Finney MA (2008) Evaluating spatially-explicit burn probabilities for strategic fire management planning. In ‘Modelling, monitoring and management of forest fires’. (Eds J De las Heras, CA Brebbia, D Viegas, V Leone) pp. 245–252. (WIT Press: Boston, MA)
Moritz MA, Morais ME, Summerell LA, Carlson JM, Doyle J (2005) Wildfires, complexity, and highly optimized tolerance. Proceedings of the National Academy of Sciences of the United States of America 102, 17912–17917.
| Wildfires, complexity, and highly optimized tolerance.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2MXhtlersr7L&md5=f7aa0285c8940db292afde43902d5d8bCAS |
NPS (2004) ‘Fire ignitions locations.’ (USDI, National Park Service: Three Rivers, CA)
Parisien MA, Moritz MA (2009) Environmental controls on the distribution of wildfire at multiple spatial scales. Ecological Monographs 79, 127–154.
| Environmental controls on the distribution of wildfire at multiple spatial scales.Crossref | GoogleScholarGoogle Scholar |
Parisien MA, 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 MA, 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 MA, 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 |
Pausas JG, Austin MP (2001) Patterns of plant species richness in relation to different environments: an appraisal. Journal of Vegetation Science 12, 153–166.
| Patterns of plant species richness in relation to different environments: an appraisal.Crossref | GoogleScholarGoogle Scholar |
Peters DPC, Pielke RA, Bestelmeyer BT, Allen CD, Munson-McGee S, Havstad KM (2004) Cross-scale interactions, nonlinearities and forecasting catastrophic events. Proceedings of the National Academy of Sciences of the United States of America 101, 15130–15135.
| Cross-scale interactions, nonlinearities and forecasting catastrophic events.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2cXpsVSgs7c%3D&md5=7bc3dbe0fd2c681ef163fcdce736007dCAS |
Podur J, Martell DL, Knight K (2002) Statistical quality control analysis of forest fire activity in Canada. Canadian Journal of Forest Research 32, 195–205.
| Statistical quality control analysis of forest fire activity in Canada.Crossref | GoogleScholarGoogle Scholar |
R Development Core Team (2007) ‘R: a language and environment for statistical computing.’ (R Foundation for Computing: Vienna)
Randin CF, Engler R, Normand S, Zappa M, Zimmermann NE, Pearman PB, Vittoz P, Thuiller W, Guisan A (2009) Climate change and plant distribution: local models predict high-elevation persistence. Global Change Biology 15, 1557–1569.
| Climate change and plant distribution: local models predict high-elevation persistence.Crossref | GoogleScholarGoogle Scholar |
Ricotta C, Arianoutsou M, Diaz-Delgado R, Duguy B, Lloret F, Maroudi E, Mazzoleni S, Moreno JM, Rambal S, Vallejo R, Vazquez A (2001) Self-organised criticality of wildfires ecologically revisited. Ecological Modelling 141, 307–311.
| Self-organised criticality of wildfires ecologically revisited.Crossref | GoogleScholarGoogle Scholar |
Rollins MG (2009) LANDFIRE: a nationally consistent vegetation, wildland fire and fuel assessment. International Journal of Wildland Fire 18, 235–249.
| LANDFIRE: a nationally consistent vegetation, wildland fire and fuel assessment.Crossref | GoogleScholarGoogle Scholar |
Rollins MG, Morgan P, Swetnam T (2002) Landscape-scale controls over 20(th) century fire occurrence in two large Rocky Mountain (USA) wilderness areas. Landscape Ecology 17, 539–557.
| Landscape-scale controls over 20(th) century fire occurrence in two large Rocky Mountain (USA) wilderness areas.Crossref | GoogleScholarGoogle Scholar |
Rothermel RC (1972) A mathematical model for predicting fire spread in wildland fuels. USDA Forest Service, Intermountain Forest and Range Experimental Station, Research Paper INT-115. (Ogden, UT)
Schoennagel T, Nelson CR, Theobald DM, Carnwath GC, Chapman TB (2009) Implementation of National Fire Plan treatments near the wildland-urban interface in the western United States. Proceedings of the National Academy of Sciences of the United States of America 106, 10706–10711.
| Implementation of National Fire Plan treatments near the wildland-urban interface in the western United States.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1MXos1ajsbc%3D&md5=4c07818d392a85cd0d279e40f700a42fCAS |
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 Station, General Technical Report RMRS-GTR-153. (Fort Collins, CO)
Stambaugh MC, Guyette RP (2008) Predicting spatio-temporal variability in fire return intervals using a topographic roughness index. Forest Ecology and Management 254, 463–473.
| Predicting spatio-temporal variability in fire return intervals using a topographic roughness index.Crossref | GoogleScholarGoogle Scholar |
Stephens SL, Moghaddas JJ, Edminster C, Fiedler CE, Haase S, Harrington M, Keeley JE, Knapp EE, McIver JD, Metlen K, Skinner CN, Youngblood A (2009) Fire treatment effects on vegetation structure, fuels, and potential fire severity in western US forests. Ecological Applications 19, 305–320.
| Fire treatment effects on vegetation structure, fuels, and potential fire severity in western US forests.Crossref | GoogleScholarGoogle Scholar |
Tande GF (1979) Fire history and vegetation pattern of coniferous forests in Jasper National Park, Alberta. Canadian Journal of Botany 57, 1912–1931.
| Fire history and vegetation pattern of coniferous forests in Jasper National Park, Alberta.Crossref | GoogleScholarGoogle Scholar |
Turner MG, O’Neill RV, Gardner RH, Milne BT (1989) Effects of changing spatial scale on the analysis of landscape pattern. Landscape Ecology 3, 153–162.
| Effects of changing spatial scale on the analysis of landscape pattern.Crossref | GoogleScholarGoogle Scholar |
Urban DL, Oneill RV, Shugart HH (1987) Landscape ecology. Bioscience 37, 119–127.
| Landscape ecology.Crossref | GoogleScholarGoogle Scholar |
USDA Forest Service (2008) ‘MODIS. Fire and thermal anomalies product for terra and aqua MODIS.’ Available at http://activefiremaps.fs.fed.us/gisdata.php [Verified 3 August 2011]
van Wagtendonk JW, Cayan DR (2008) Temporal and spatial distribution of lightning in California in relation to large-scale weather patterns. Fire Ecology 4, 34–56..
van Wagtendonk JW, Fites-Kaufman J (2006) Sierra Nevada Bioregion. In ‘Fire in California’s ecosystems’. (Eds NG Sugihara, JW van Wagtendonk, J Fites-Kaufman, KE Shaffer, AE Thode) pp. 270–271. (University of California Press: Berkeley, CA, USA)
Viedma O (2008) The influence of topography and fire in controlling landscape composition and structure in Sierra de Gredos (central Spain). Landscape Ecology 23, 657–672.
| The influence of topography and fire in controlling landscape composition and structure in Sierra de Gredos (central Spain).Crossref | GoogleScholarGoogle Scholar |
Weiher E, Howe A (2003) Scale-dependence of environmental effects on species richness in oak savannas. Journal of Vegetation Science 14, 917–920.
| Scale-dependence of environmental effects on species richness in oak savannas.Crossref | GoogleScholarGoogle Scholar |
Wiens JA (1989) Spatial scaling in ecology. Functional Ecology 3, 385–397.
| Spatial scaling in ecology.Crossref | GoogleScholarGoogle Scholar |
Wierzchowski J, Heathcott M, Flannigan MD (2002) Lightning and lightning fire, central cordillera, Canada. International Journal of Wildland Fire 11, 41–51.
| Lightning and lightning fire, central cordillera, Canada.Crossref | GoogleScholarGoogle Scholar |
Wood SN (2008) Fast stable direct fitting and smoothness selection for generalized additive models. Journal of the Royal Statistical Society. Series B, Statistical Methodology 70, 495–518.
| Fast stable direct fitting and smoothness selection for generalized additive models.Crossref | GoogleScholarGoogle Scholar |
Wu J (2004) Effects of changing scale on landscape pattern analysis: scaling relations. Landscape Ecology 19, 125–138.
| Effects of changing scale on landscape pattern analysis: scaling relations.Crossref | GoogleScholarGoogle Scholar |
