How drought-induced forest die-off alters microclimate and increases fuel loadings and fire potentials
Katinka X. Ruthrof A E , Joseph B. Fontaine A , George Matusick A B , David D. Breshears C D , Darin J. Law C , Sarah Powell A and Giles Hardy AA School of Veterinary and Life Sciences, Murdoch University, 90 South Street, Murdoch, WA 6150, Australia.
B The Nature Conservancy, Georgia Chapter, Chattahoochee Fall Line Conservation Office, Fort Benning, GA 31905, USA.
C School of Natural Resources and the Environment, University of Arizona, Tucson, AZ 85721, USA.
D Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ 85721, USA.
E Corresponding author. Email: k.ruthrof@murdoch.edu.au
International Journal of Wildland Fire 25(8) 819-830 https://doi.org/10.1071/WF15028
Submitted: 29 January 2015 Accepted: 30 September 2015 Published: 2 February 2016
Abstract
Forest die-offs associated with drought and heat have recently occurred across the globe, raising concern that associated changes in fuels and microclimate could link initial die-off disturbance to subsequent fire disturbance. Despite widespread concern, little empirical data exist. Following forest die-off in the Northern Jarrah Forest, south-western Australia, we quantified fuel dynamics and associated microclimate for die-off and control plots. Sixteen months post die-off, die-off plots had significantly increased 1-h fuels (11.8 vs 9.8 tonnes ha–1) but not larger fuel classes (10-h and 100-h fuels). Owing to stem mortality, die-off plots had significantly greater standing dead wood mass (100 vs 10 tonnes ha–1), visible sky (hemispherical images analysis: 31 vs 23%) and potential near-ground solar radiation input (measured as Direct Site Factor: 0.52 vs 0.34). Supplemental mid-summer microclimate measurements (temperature, relative humidity and wind speed) were combined with long-term climatic data and fuel load estimates to parameterise fire behaviour models. Fire spread rates were predicted to be 30% greater in die-off plots with relatively equal contributions from fuels and microclimate, highlighting need for operational consideration by fire managers. Our results underscore potential for drought-induced tree die-off to interact with subsequent fire under climate change.
Additional keywords: climate change, dieback, litter, radiation, relative humidity.
References
Adams HD, Macalady AK, Breshears DD, Allen CD, Stephenson NL, Saleska SR, Huxman TE, McDowell NG (2010) Climate-induced tree mortality: Earth system consequences. Eos 91, 153–154.| Climate-induced tree mortality: Earth system consequences.Crossref | GoogleScholarGoogle Scholar |
Adams HD, Luce CH, Breshears DD, Allen CD, Weiler M, Hale VC, Smith AMS, Huxman TE (2012) Ecohydrological consequences of drought- and infestation-triggered tree die-off: insights and hypotheses. Ecohydrology 5, 145–159.
| Ecohydrological consequences of drought- and infestation-triggered tree die-off: insights and hypotheses.Crossref | GoogleScholarGoogle Scholar |
Allen CD (2007) Interactions across spatial scales among forest dieback, fire, and erosion in northern New Mexico landscapes. Ecosystems 10, 797–808.
| Interactions across spatial scales among forest dieback, fire, and erosion in northern New Mexico landscapes.Crossref | GoogleScholarGoogle Scholar |
Allen CD, Breshears DD (1998) Drought-induced shift of a forest-woodland ecotone: rapid landscape response to climate variation. Proceedings of the National Academy of Sciences of the United States of America 95, 14839–14842.
| Drought-induced shift of a forest-woodland ecotone: rapid landscape response to climate variation.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DyaK1cXotVGmurw%3D&md5=4c2759446b503b6b98b214d16a003d51CAS | 9843976PubMed |
Allen CD, Macalady AK, Chenchouni H, Bachelet D, McDowell N, Vennetier M, Kitzberger T, Rigling A, Breshears DD, Hogg EH, Gonzalez P, Fensham R, Zhang Z, Castro J, Demidova N, Lim JH, Allard G, Running SW, Semerci A, Cobb N (2010) A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests. Forest Ecology and Management 259, 660–684.
| A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests.Crossref | GoogleScholarGoogle Scholar |
Allen CD, Breshears DD, McDowell NG (2015) On underestimation of global vulnerability to tree mortality and forest die-off from hotter drought in the Anthropocene. Ecosphere 6, art129
| On underestimation of global vulnerability to tree mortality and forest die-off from hotter drought in the Anthropocene.Crossref | GoogleScholarGoogle Scholar |
Anderegg WRL, Anderegg LDL, Sherman C, Karp DS (2012a) Effects of widespread drought-induced aspen mortality on understory plants. Conservation Biology 26, 1082–1090.
| Effects of widespread drought-induced aspen mortality on understory plants.Crossref | GoogleScholarGoogle Scholar |
Anderegg WRL, Kane JM, Anderegg LDL (2012b) Consequences of widespread tree mortality triggered by drought and temperature stress. Nature Climate Change 3, 30–36.
| Consequences of widespread tree mortality triggered by drought and temperature stress.Crossref | GoogleScholarGoogle Scholar |
Bates BC, Hope P, Ryan B, Smith I, Charles S (2008) Key findings from the Indian Ocean Climate Initiative and their impact on policy development in Australia. Climatic Change 89, 339–354.
| Key findings from the Indian Ocean Climate Initiative and their impact on policy development in Australia.Crossref | GoogleScholarGoogle Scholar |
Bates D, Maechler M, Bolker B, Walker S (2011) lme4: Liner Mixed-Effect Models using ‘Eigen’ and S4. Available at http://CRAN.R-project.org/package=lme4 [Verified 14 December 2015]
Bigler C, Veblen TT (2011) Changes in litter and dead wood loads following tree death beneath subalpine conifer species in northern Colorado. Canadian Journal of Forest Research 41, 331–340.
| Changes in litter and dead wood loads following tree death beneath subalpine conifer species in northern Colorado.Crossref | GoogleScholarGoogle Scholar |
Bureau of Meteorology (2011a) Perth in summer 2010/11: very hot summer in Perth. Available at http://www.bom.gov.au/climate/current/season/wa/archive/201102.perth.shtml [Verified 2 January 2013]
Bureau of Meteorology (2011b) Western Australia in 2010: a very dry year in south-west Western Australia. Available at http://www.bom.gov.au/climate/current/annual/wa/archive/2010.summary.shtml [Verified 2 January 2013]
Breshears DD, Ludwig JA (2010) Near-ground solar radiation along the grassland–forest continuum: tall-tree canopy architecture imposes only muted trends and heterogeneity. Austral Ecology 35, 31–40.
| Near-ground solar radiation along the grassland–forest continuum: tall-tree canopy architecture imposes only muted trends and heterogeneity.Crossref | GoogleScholarGoogle Scholar |
Breshears DD, Nyhan JW, Heil CE, Wilcox BP (1998) Effects of woody plants on microclimate in a semiarid woodland: soil temperature and evaporation in canopy and intercanopy patches. International Journal of Plant Sciences 159, 1010–1017.
| Effects of woody plants on microclimate in a semiarid woodland: soil temperature and evaporation in canopy and intercanopy patches.Crossref | GoogleScholarGoogle Scholar |
Brouwers N, Matusick G, Ruthrof K, Lyons T, Hardy G (2013) Landscape-scale assessment of tree crown dieback following extreme drought and heat in a Mediterranean eucalypt forest ecosystem. Landscape Ecology 28, 69–80.
| Landscape-scale assessment of tree crown dieback following extreme drought and heat in a Mediterranean eucalypt forest ecosystem.Crossref | GoogleScholarGoogle Scholar |
Brown JK (1971) A planar intersect method for sampling fuel volume and surface area. Forest Science 17, 96–102.
Brown JK (1974) ‘Handbook for inventorying downed woody material.’ (USDA Forest Service: Ogden, UT)
Buma B, Brown CD, Donato DC, Fontaine JB, Johnstone JF (2013) The impacts of changing disturbance regimes on serotinous plant populations and communities BioScience 63, 866–876.
Buma B (2015) Disturbance interactions: characterization, prediction, and the potential for cascading effects. Ecosphere 6, 70
| Disturbance interactions: characterization, prediction, and the potential for cascading effects.Crossref | GoogleScholarGoogle Scholar |
Burrows ND (1994) Experimental development of a fire management model for jarrah (Eucalyptus marginata Donn ex Sm.) forest. PhD thesis, Australian National University, Canberra, ACT.
Chmura DJ, Anderson PD, Howe GT, Harrington CA, Halofsky JE, Peterson DL, Shaw DC, St Clair JB (2011) Forest responses to climate change in the north-western United States: ecophysiological foundations for adaptive management. Forest Ecology and Management 261, 1121–1142.
| Forest responses to climate change in the north-western United States: ecophysiological foundations for adaptive management.Crossref | GoogleScholarGoogle Scholar |
Churchward HM, Dimmock GM (1989) The soils and landforms of the northern jarrah forest. In ‘The jarrah forest: a complex Mediterranean ecosystem’. (Eds B Dell, JJ Havel, N Malajczuk.) pp. 13–21. (Kluwer Academic Publishers: Dordrecht)
Clarke H, Lucas C, Smith P (2013) Changes in Australian fire weather between 1973 and 2010. International Journal of Climatology 33, 931–944.
| Changes in Australian fire weather between 1973 and 2010.Crossref | GoogleScholarGoogle Scholar |
Cline SP, Berg AB, Wight HM (1980) Snag characteristics and dynamics in Douglas-fir forests, western Oregon. The Journal of Wildlife Management 44, 773–786.
| Snag characteristics and dynamics in Douglas-fir forests, western Oregon.Crossref | GoogleScholarGoogle Scholar |
Cregger MA, McDowell NG, Pangle RE, Pockman WT, Classen AT (2014) The impact of precipitation change on nitrogen cycling in a semi-arid ecosystem. Functional Ecology 28, 1534–1544.
| The impact of precipitation change on nitrogen cycling in a semi-arid ecosystem.Crossref | GoogleScholarGoogle Scholar |
Department of Environment and Conservation (2011) Effects of drought on our south-west bushland. Bushland news 78, 1–2. Available at http://www.claremont.wa.gov.au/Libraries/ContentDocs/2011_Drought_Article_from_Bushland_News.sflb.ashx [Verified 14 December 2015]
Dell B, Havel JJ (1989) The jarrah forest, an introduction. In ‘The jarrah forest: a complex Mediterranean ecosystem’. (Eds B Dell, JJ Havel, N Malajczuk.) pp. 1–10. (Kluwer Academic Publishers: Dordrecht)
Diffenbaugh NS, Field CB (2013) Changes in ecologically critical terrestrial climate conditions. Science 341, 486–492.
| Changes in ecologically critical terrestrial climate conditions.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC3sXhtFyjsr3K&md5=123e293dbae462c05b559499c1205f06CAS | 23908225PubMed |
Dimitrakopoulos A, Gogi C, Stamatelos G, Mitsopoulos I (2011) Statistical analysis of the fire environment of large forest fires (>1000 ha) in Greece. Polish Journal of Environmental Studies 20, 327–332.
Donato DC, Simard M, Romme WH, Harvey BJ, Turner MG (2013) Evaluating post-outbreak management effects on future fuel profiles and stand structure in bark beetle-impacted forests of Greater Yellowstone. Forest Ecology and Management 303, 160–174.
| Evaluating post-outbreak management effects on future fuel profiles and stand structure in bark beetle-impacted forests of Greater Yellowstone.Crossref | GoogleScholarGoogle Scholar |
Enright NJ, Fontaine JB (2014) Climate change and the management of fire-prone vegetation in south-west and south-east Australia. Geographical Research 52, 34–44.
| Climate change and the management of fire-prone vegetation in south-west and south-east Australia.Crossref | GoogleScholarGoogle Scholar |
Fontaine JB, Donato DC, Campbell JL, Martin JG, Law BE (2010) Effects of post-fire logging on forest surface air temperatures in the Siskiyou Mountains, Oregon, USA. Forestry 83, 477–482.
| Effects of post-fire logging on forest surface air temperatures in the Siskiyou Mountains, Oregon, USA.Crossref | GoogleScholarGoogle Scholar |
Fontaine JB, Westcott VC, Enright NJ, Lade JC, Miller BP (2012) Fire behaviour in south-western Australian shrublands: evaluating the influence of fuel age and fire weather. International Journal of Wildland Fire 21, 385–395.
| Fire behaviour in south-western Australian shrublands: evaluating the influence of fuel age and fire weather.Crossref | GoogleScholarGoogle Scholar |
Fosberg MA (1970) Drying rates of heartwood below fiber saturation. Forest Science 16, 57–63.
Gentilli J (1989) Climate of the jarrah forest. In ‘The jarrah forest: a complex Mediterranean ecosystem’. (Eds B Dell, JJ Havel, N Malajczuk.) pp. 23–40. (Kluwer Academic Publishers: Dordrecht)
Gould JS, McCaw WL, Cheney NP (2011) Quantifying fine fuel dynamics and structure in dry eucalypt forest (Eucalyptus marginata) in Western Australia for fire management. Forest Ecology and Management 262, 531–546.
| Quantifying fine fuel dynamics and structure in dry eucalypt forest (Eucalyptus marginata) in Western Australia for fire management.Crossref | GoogleScholarGoogle Scholar |
Gower K, Fontaine JB, Birnbaum C, Enright NJ (2015) Sequential disturbance effects of hailstorm and fire on vegetation in a Mediterranean-type ecosystem. Ecosystems
| Sequential disturbance effects of hailstorm and fire on vegetation in a Mediterranean-type ecosystem.Crossref | GoogleScholarGoogle Scholar |
Guarín A, Taylor AH (2005) Drought-triggered tree mortality in mixed conifer forests in Yosemite National Park, California, USA. Forest Ecology and Management 218, 229–244.
| Drought-triggered tree mortality in mixed conifer forests in Yosemite National Park, California, USA.Crossref | GoogleScholarGoogle Scholar |
Harmon ME, Sexton J (1996) ‘Guidelines for measurements of woody detritus in forest ecosystems.’ (United States Long-Term Ecological Research Network Office, University of Washington: Seattle, WA)
Harmon ME, Woodall CW, Fasth B, Sexton J, Yatkov M (2011) Differences between standing and downed dead tree wood density reduction factors: a comparison across decay classes and tree species. USDA Forest Service, Northern Research Station, Research Paper NRS-15 (Newtown Square, PA).
Harvey BJ, Donato DC, Romme WH, Turner MG (2013) Influence of recent bark beetle outbreak on fire severity and post-fire tree regeneration in montane Douglas-fir forests. Ecology 94, 2475–2486.
| Influence of recent bark beetle outbreak on fire severity and post-fire tree regeneration in montane Douglas-fir forests.Crossref | GoogleScholarGoogle Scholar | 24400499PubMed |
Havel JJ (1975) Site-vegetation mapping in the northern jarrah forest (Darling Range). I. Definition of site vegetation types. Forests Department Western Australia Bulletin 86,
Hicke JA, Allen CD, Desai AR, Dietze MC, Hall RJ, Hogg EH, Kashian DM, Moore D, Raffa KF, Sturrock RN, Vogelmann J (2012) Effects of biotic disturbances on forest carbon cycling in the United States and Canada. Global Change Biology 18, 7–34.
| Effects of biotic disturbances on forest carbon cycling in the United States and Canada.Crossref | GoogleScholarGoogle Scholar |
Hingston FJ, Dimmock GM, Turton AG (1980) Nutrient distribution in a jarrah (Eucalyptus marginata Donn ex Sm.) ecosystem in south-west Western Australia. Forest Ecology and Management 3, 183–207.
| Nutrient distribution in a jarrah (Eucalyptus marginata Donn ex Sm.) ecosystem in south-west Western Australia.Crossref | GoogleScholarGoogle Scholar |
Hoffman CM, Sieg CH, McMillin JD, Fule PZ (2012) Fuel loadings 5 years after a bark beetle outbreak in south-western USA ponderosa pine forests. International Journal of Wildland Fire 21, 306–312.
| Fuel loadings 5 years after a bark beetle outbreak in south-western USA ponderosa pine forests.Crossref | GoogleScholarGoogle Scholar |
Huxman TE, Wilcox BP, Breshears DD, Scott RL, Snyder KA, Small EE, Hultine K, Pockman WT, Jackson RB (2005) Ecohydrological implications of woody plant encroachment. Ecology 86, 308–319.
| Ecohydrological implications of woody plant encroachment.Crossref | GoogleScholarGoogle Scholar |
Intergovernmental Panel on Climate Change (2014) Climate change 2014: synthesis report. Available at http://ipcc.ch/report/ar5/syr/ [Verified 26 November 2015]
Keetch JJ, Byram OM (1968) A drought index for forest fire control. USDA Forest Service, Southeastern Forest Experiment Station, Research Paper SE-38 (Asheville, NC)
Klos RJ, Wang GG, Bauerle WL, Rieck JR (2009) Drought impact on forest growth and mortality in the south-east USA: an analysis using forest health and monitoring data. Ecological Applications 19, 699–708.
| Drought impact on forest growth and mortality in the south-east USA: an analysis using forest health and monitoring data.Crossref | GoogleScholarGoogle Scholar | 19425432PubMed |
Lindenmayer DB, Blanchard W, McBurney L, Blair D, Banks S, Likens GE, Franklin JF, Laurance WF, Stein JAR, Gibbons P (2012) Interacting factors driving a major loss of large trees with cavities in a forest ecosystem. PLoS One 7, e41864
| Interacting factors driving a major loss of large trees with cavities in a forest ecosystem.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC38XhsFaks7vP&md5=fb9d1023ba841ac5ada4341ea69b4d70CAS | 23071486PubMed |
Lloret F, Siscart D, Dalmases C (2004) Canopy recovery after drought dieback in holm-oak Mediterranean forests of Catalonia (NE Spain). Global Change Biology 10, 2092–2099.
| Canopy recovery after drought dieback in holm-oak Mediterranean forests of Catalonia (NE Spain).Crossref | GoogleScholarGoogle Scholar |
Luke RH, McArthur AG (1978) ‘Bushfires in Australia.’ (Australian Government Publishing Service: Canberra)
Mackensen J, Bauhus J (2003) Density loss and respiration rates in coarse woody debris of Pinus radiata, Eucalyptus regnans and Eucalyptus maculata. Soil Biology & Biochemistry 35, 177–186.
| Density loss and respiration rates in coarse woody debris of Pinus radiata, Eucalyptus regnans and Eucalyptus maculata.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3sXhvFGrtbY%3D&md5=0146d660bf0c713fda41e37a1dbc69a8CAS |
Martinez-Vilalta J, Lloret F, Breshears DD (2012) Drought-induced forest decline: causes, scope and implications. Biology Letters 8, 689–691.
| Drought-induced forest decline: causes, scope and implications.Crossref | GoogleScholarGoogle Scholar | 22171020PubMed |
Matusick G, Ruthrof KX, Hardy G (2012) Drought and heat triggers sudden and severe dieback in a dominant Mediterranean-type woodland species. Open Journal of Forestry 2, 183–186.
| Drought and heat triggers sudden and severe dieback in a dominant Mediterranean-type woodland species.Crossref | GoogleScholarGoogle Scholar |
Matusick G, Ruthrof KX, Brouwers N, Dell B, Hardy G (2013) Sudden forest canopy collapse corresponding with extreme drought and heat in a Mediterranean-type forest in south-western Australia. European Journal of Forest Research 132, 497–510.
| Sudden forest canopy collapse corresponding with extreme drought and heat in a Mediterranean-type forest in south-western Australia.Crossref | GoogleScholarGoogle Scholar |
Matusick G, Ruthrof KX, Fontaine JB, Hardy G (2015) Eucalyptus forest shows low structural resistance and resilience to climate change-type drought. Journal of Vegetation Science
| Eucalyptus forest shows low structural resistance and resilience to climate change-type drought.Crossref | GoogleScholarGoogle Scholar |
McArthur AG (1962) ‘Control burning in eucalypt forests.’ (Commonwealth of Australia Forest and Timber Bureau: Canberra, ACT)
McCaw WL, Gould JS, Cheney NP (2008) Existing fire behaviour models underpredict the rate of spread of summer fires in open jarrah (Eucalyptus marginata) forest. Australian Forestry 71, 16–26.
| Existing fire behaviour models underpredict the rate of spread of summer fires in open jarrah (Eucalyptus marginata) forest.Crossref | GoogleScholarGoogle Scholar |
Mouillot F, Rambal S, Joffre R (2002) Simulating climate change impacts on fire frequency and vegetation dynamics in a Mediterranean-type ecosystem. Global Change Biology 8, 423–437.
| Simulating climate change impacts on fire frequency and vegetation dynamics in a Mediterranean-type ecosystem.Crossref | GoogleScholarGoogle Scholar |
Nepstad D, Carvalho G, Barros AC, Alencar A, Capobianco JP, Bishop J, Moutinho P, Lefebvre P, Silva UL, Prins E (2001) Road paving, fire regime feedbacks, and the future of Amazon forests. Forest Ecology and Management 154, 395–407.
| Road paving, fire regime feedbacks, and the future of Amazon forests.Crossref | GoogleScholarGoogle Scholar |
Noble IR, Bary GAV, Gill AM (1980) McArthur fire-danger meters expressed as equations. Australian Journal of Ecology 5, 201–203.
| McArthur fire-danger meters expressed as equations.Crossref | GoogleScholarGoogle Scholar |
Padien DJ, Lajtha K (1992) Plant spatial pattern and nutrient distribution in pinyon–juniper woodlands along an elevational gradient in northern New Mexico. International Journal of Plant Sciences 153, 425–433.
| Plant spatial pattern and nutrient distribution in pinyon–juniper woodlands along an elevational gradient in northern New Mexico.Crossref | GoogleScholarGoogle Scholar |
Peet GB (1965) A fire danger rating and controlled burning guide for the northern jarrah (E. marginata) forest of Western Australia, Bulletin No. 74. (Western Australia Forests Department: Perth, WA)
R Core Team (2011) ‘R: a language and environment for statistical computing, 2.13.’ (R Foundation for Statistical Computing: Vienna, Austria)
Raich JW, Tufekcioglu A (2000) Vegetation and soil respiration: correlations and controls. Biogeochemistry 48, 71–90.
| Vegetation and soil respiration: correlations and controls.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD3cXitVOjsro%3D&md5=7c0bb5ad3bb97f75be78901454e48366CAS |
Resco de Dios V, Fischer C, Colinas C (2007) Climate change effects on Mediterranean forests and preventive measures. New Forests 33, 29–40.
| Climate change effects on Mediterranean forests and preventive measures.Crossref | GoogleScholarGoogle Scholar |
Royer PD, Breshears DD, Zou CB, Cobb NS, Kurc SA (2010) Ecohydrological energy inputs in semiarid coniferous gradients: responses to management- and drought-induced tree reductions. Forest Ecology and Management 260, 1646–1655.
| Ecohydrological energy inputs in semiarid coniferous gradients: responses to management- and drought-induced tree reductions.Crossref | GoogleScholarGoogle Scholar |
Royer PD, Cobb NS, Clifford MJ, Huang CY, Breshears DD, Adams HD, Villegas JC (2011) Extreme climatic event-triggered overstorey vegetation loss increases understorey solar input regionally: primary and secondary ecological implications. Journal of Ecology 99, 714–723.
| Extreme climatic event-triggered overstorey vegetation loss increases understorey solar input regionally: primary and secondary ecological implications.Crossref | GoogleScholarGoogle Scholar |
Royer PD, Breshears DD, Zou CB, Villegas JC, Cobb NS, Kurc SA (2012) Density-dependent ecohydrological effects of piñon–juniper woody canopy cover on soil microclimate and potential soil evaporation. Rangeland Ecology and Management 65, 11–20.
| Density-dependent ecohydrological effects of piñon–juniper woody canopy cover on soil microclimate and potential soil evaporation.Crossref | GoogleScholarGoogle Scholar |
Ruthrof KX, Matusick G, Hardy GESJ (2015) Early differential responses of co-dominant canopy species to sudden and severe drought in a Mediterranean-climate type forest. Forests 6, 2082–2091.
| Early differential responses of co-dominant canopy species to sudden and severe drought in a Mediterranean-climate type forest.Crossref | GoogleScholarGoogle Scholar |
Sandberg DV, Ottmar RD, Cushon GH (2001) Characterizing fuels in the 21st century. International Journal of Wildland Fire 10, 381–387.
| Characterizing fuels in the 21st century.Crossref | GoogleScholarGoogle Scholar |
Schoennagel T, Veblen TT, Negron JF, Smith JM (2012) Effects of mountain pine beetle on fuels and expected fire behavior in lodgepole pine forests, Colorado, USA. PLoS One 7, e30002
| Effects of mountain pine beetle on fuels and expected fire behavior in lodgepole pine forests, Colorado, USA.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC38XhslKhurk%3D&md5=96c4b38fd9002f3541446ec0e03a6d98CAS | 22272268PubMed |
Sneeuwjagt RJ, Peet GB (1985) ‘Forest fire behaviour tables for Western Australia.’ (WA Department of Conservation and Land Management Perth, WA)
Westerling AL, Hidalgo HG, Cayan DR, Swetnam TW (2006) Warming and earlier spring increase western US forest wildfire activity. Science 313, 940–943.
| Warming and earlier spring increase western US forest wildfire activity.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD28XotFCitbo%3D&md5=63b22aab2b41b6316345dc06d421f040CAS | 16825536PubMed |
Zuur AF, Ieno EN, Walker NJ, Saveliev AA, Smith GM (2009) ‘Mixed effects models and extensions in ecology with R.’ (Springer: New York)