An empirically based approach to defining wildland firefighter safety and survival zone separation distances
Wesley G. Page A B and Bret W. Butler A BA USDA Forest Service, Rocky Mountain Research Station, Fire, Fuel and Smoke Science Program, 5775 Highway 10 W, Missoula, MT 59808, USA.
B Corresponding authors. Email: wesleygpage@fs.fed.us; bwbutler@fs.fed.us
International Journal of Wildland Fire 26(8) 655-667 https://doi.org/10.1071/WF16213
Submitted: 5 December 2016 Accepted: 19 May 2017 Published: 8 August 2017
Journal Compilation © IAWF 2017 Open Access CC BY-NC-ND
Abstract
Wildland firefighters in the US are mandated to identify areas that provide adequate separation between themselves and the flames (i.e. safety zones) to reduce the risk of burn injury. This study presents empirical models that estimate the distance from flames that would result in a low probability (1 or 5%) of either fatal or non-fatal injuries. The significant variables for the fatal injury model were fire shelter use, slope steepness and flame height. The separation distances needed to ensure no more than a 1 or 5% probability of fatal injury, without the use of a fire shelter, for slopes less than 25% were 20 to 50 m for flame heights less than 10 m, and 1 to 4 times the flame height for flames taller than 10 m. The non-fatal injury model significant variables were fire shelter use, vehicle use and fuel type. At the 1 and 5% probability thresholds for a non-fatal injury, without the use of a fire shelter, the separation distances were 1 to 2, 6 to 7, and 12 to 16 times greater than the current safety zone guideline (i.e. 4 times the flame height) for timber, brush and grass fuel types respectively.
Additional keywords: fire behaviour, firefighter entrapment, flame height, safe separation distance.
References
Albini FA (1985) A model for fire spread in wildland fuels by radiation. Combustion Science and Technology 42, 229–258.| A model for fire spread in wildland fuels by radiation.Crossref | GoogleScholarGoogle Scholar |
Alexander ME, Buxton-Carr P (2011) Wildland fire suppression related fatalities in Canada, 1941–2010: a preliminary report. In ‘Proceedings of the 11th International Wildland Fire Safety Summit’, 4–8 April 2011, Missoula, MT. (Ed. RL Fox) (CD-ROM) (International Association of Wildland Fire: Missoula, MT, USA)
Alexander ME, Ackerman MY, Baxter GJ (2009a) An analysis of Dodge’s escape fire on the 1949 Mann Gulch Fire in terms of a survival zone for wildland firefighters. In ‘Proceedings of the 10th International Wildland Fire Safety Summit’, 27–30 April 2009, Phoenix, AZ, USA. (International Association of Wildland Fire: Missoula, MT, USA) Available at http://www.wildlandfire.com/docs/2009/lessons-learn/dodge-escape-fire-analysis.pdf [Verified 14 November 2016].
Alexander ME, Baxter GJ, Ackerman MY (2009b) Is a wellsite opening a safety zone for a wildland firefighter or a survival zone, or neither? In ‘The ’88 Fires: Yellowstone and Beyond’, 22–27 September 2008, Jackson Hole, WY, USA. (Eds RE Masters, KEM Galley, DG Despain) Tall Timbers Miscellaneous Publication 16, p. 110. (Tall Timbers Research Station: Tallahassee, FL, USA)
Anderson HE (1982) Aids to determining fuel models for estimating fire behavior. USDA Forest Service, Intermountain Forest and Range Experiment Station, General Technical Report INT-122. (Ogden, UT, USA)
Anderson L (2003) The new-generation fire shelter. National Wildfire Coordinating Group, Fire Equipment Working Team, NWCG PMS 411. (Boise, ID, USA)
Barrows JS (1951) Fire behavior in northern Rocky Mountain forests. USDA Forest Service, Northern Rocky Mountain Forest and Range Experiment Station, Station Paper 29. (Missoula, MT, USA)
Baxter G (2009) Survival zones for wildland firefighters: data collection in five experimental openings in grass. FPInnovations Wildfire Oper. Res. Proj. Updat., p. 5. (Hinton, AB, Canada)
Baxter G (2010) Survival zones for wildland firefighters: data collection in five more experimental openings in grass. FPInnovations Wildfire Oper. Res. Proj. Updat., p. 7. (Hinton, AB, Canada) Available at http://wildfire.fpinnovations.ca/1/Update_FiveGrassOpenings_2010.pdf [Verified June 2017]
Baxter G (2012a) Survival zones for wildland firefighters: data collection in one experimental opening in timber. FPInnovations Wildfire Oper. Res. Proj. Updat., p. 5. (Hinton, AB, Canada) Available at http://wildfire.fpinnovations.ca/1/Update_OneTimberOpening_2012.pdf [Verified June 2017].
Baxter G (2012b) Survival zones for wildland firefighters: data collection in two experimental openings in grass. FPInnovations Wildfire Oper. Res. Proj. Updat., p. 4. (Hinton, AB, Canada) Available at http://wildfire.fpinnovations.ca/1/Update_TwoGrassOpenings_2012.pdf [Verified June 2017]
Baxter G (2014) Survival zones for wildland firefighters: data collection in a natural opening in timber (No. 2). FPInnovations Wildfire Oper. Res. Proj. Updat., p. 4. (Hinton, AB, Canada) Available at http://wildfire.fpinnovations.ca/1/Update_NaturalOpeningTimber_No2_v2.pdf [Verified June 2017]
Blanchi R, Leonard J, Haynes K, Opie K, James M, Dimer de Oliveira F (2014) Environmental circumstances surrounding bushfire fatalities in Australia 1901–2011. Environmental Science & Policy 37, 192–203.
| Environmental circumstances surrounding bushfire fatalities in Australia 1901–2011.Crossref | GoogleScholarGoogle Scholar |
Brauneis K (2002) Fire orders: do you know their original intent? Fire Management Today 62, 27–29.
Broyles G (2013) Wildland firefighter smoke exposure. USDA Forest Service, National Technology and Development Program, 1351 1803. 5100-Fire Management. (Boise, ID, USA) Available at https://www.fs.fed.us/t-d/pubs/pdfpubs/pdf13511803/pdf13511803dpi100.pdf [Verified June 2017].
Butler BW (2014a) Wildland firefighter safety zones: a review of past science and summary of future needs. International Journal of Wildland Fire 23, 295–308.
| Wildland firefighter safety zones: a review of past science and summary of future needs.Crossref | GoogleScholarGoogle Scholar |
Butler BW (2014b) A study of the impact of slope and wind on firefighter safety zone effectiveness. Joint Fire Science Program, Final Report, Project 07–2-1–20. (Boise, ID, USA)
Butler BW, Cohen JD (1998a) Firefighter safety zones: a theoretical model based on radiative heating. International Journal of Wildland Fire 8, 73–77.
| Firefighter safety zones: a theoretical model based on radiative heating.Crossref | GoogleScholarGoogle Scholar |
Butler BW, Cohen JD (1998b) Firefighter safety zones: how big is big enough? Fire Management Notes 58, 13–16.
Butler BW, Putnam T (2001) Fire shelter performance in simulated wildfires: an exploratory study. International Journal of Wildland Fire 10, 29–44.
| Fire shelter performance in simulated wildfires: an exploratory study.Crossref | GoogleScholarGoogle Scholar |
Butler B, Parsons R, Mell W (2015) Recent findings relating to firefighter safety zones. In ‘Proceedings of the Large Wildland Fires Conference’, 19–23 May 2014, Missoula, MT, USA. (Eds RE Keane, M Jolly, R Parsons, K Riley) USDA Forest Service, Rocky Mountain Research Station, Proceedings RMRS-P-73, pp. 30–34. (Fort Collins, CO, USA) Available at https://www.treesearch.fs.fed.us/pubs/49166 [Verified June 2017]
Cardil A, Molina DM (2015) Factors causing victims of wildland fires in Spain (1980–2010). Human and Ecological Risk Assessment 21, 67–80.
| Factors causing victims of wildland fires in Spain (1980–2010).Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BC3sXhvFCqt7fE&md5=9d59c797b406394900705eb081805d3cCAS |
Catchpole WR, Catchpole EA, Butler BW, Rothermel RC, Morris GA, Latham DJ (1998) Rate of spread of free-burning fires in woody fuels in a wind tunnel. Combustion Science and Technology 131, 1–37.
| Rate of spread of free-burning fires in woody fuels in a wind tunnel.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DyaK1cXjs1Ggsbo%3D&md5=66ac3b45fdc5617b834ea4ab199d47bfCAS |
Cheney NP, Gould JS, Catchpole WR (1993) The influence of fuel, weather and fire shape variables on fire-spread in grasslands. International Journal of Wildland Fire 3, 31–44.
| The influence of fuel, weather and fire shape variables on fire-spread in grasslands.Crossref | GoogleScholarGoogle Scholar |
Cheney NP, Gould JS, McCaw L (2001) The Dead-Man Zone – a neglected area of firefighter safety. Australian Forestry 64, 45–50.
| The Dead-Man Zone – a neglected area of firefighter safety.Crossref | GoogleScholarGoogle Scholar |
Clancy D (2011) Can acceptable risk be defined in wildland firefighting? In ‘Proceedings of the Second Conference on the Human Dimensions of Wildland Fire’, 27–29 April 2010, San Antonio, TX, USA. (Eds SM McCaffrey, CL Fisher) USDA Forest Service, Northern Research Station, NRS-P-84, pp. 1–8. (Newtown Square, PA, USA) Available at https://www.treesearch.fs.fed.us/pubs/38507 [Verified June 2017].
Diakakis M, Xanthopoulos G, Gregos L (2016) Analysis of forest fire fatalities in Greece: 1977–2013. International Journal of Wildland Fire 25, 797–809.
| Analysis of forest fire fatalities in Greece: 1977–2013.Crossref | GoogleScholarGoogle Scholar |
Dupuy JL, Maréchal J (2011) Slope effect on laboratory fire spread: contribution of radiation and convection to fuel bed preheating. International Journal of Wildland Fire 20, 289–307.
| Slope effect on laboratory fire spread: contribution of radiation and convection to fuel bed preheating.Crossref | GoogleScholarGoogle Scholar |
Finney MA, Cohen JD, Mcallister SS, Jolly WM (2013) On the need for a theory of wildland fire spread. International Journal of Wildland Fire 22, 25–36.
| On the need for a theory of wildland fire spread.Crossref | GoogleScholarGoogle Scholar |
Frankman D, Webb BW, Butler BW, Jimenez D, Forthofer JM, Sopko P, Shannon KS, Hiers JK, Ottmar RD (2013) Measurements of convective and radiative heating in wildland fires. International Journal of Wildland Fire 22, 157–167.
| Measurements of convective and radiative heating in wildland fires.Crossref | GoogleScholarGoogle Scholar |
Gleason P (1991) LCES – a key to safety in the wildland fire environment. Fire Management Notes 52, 9
Green LR, Schimke HE (1971) Guides for fuel-breaks in the Sierra Nevada mixed-conifer type. USDA Forest Service, Pacific Southwest Forest and Range Experiment Station, report. (Berkeley, CA, USA)
Harrell FE (2016) rms: Regression modeling strategies. Available at https://cran.r-project.org/package=rms [Verified 3 October 2016].
Hosmer DW, Lemeshow S (2000) ‘Applied Logistic Regression’, 2nd edn. (Wiley: New York, NY, USA)
Hosmer DW, Hosmer T, Le Cessie S, Lemeshow S (1997) A comparison of goodness-of-fit tests for the logistic regression model. Statistics in Medicine 16, 965–980.
| A comparison of goodness-of-fit tests for the logistic regression model.Crossref | GoogleScholarGoogle Scholar | 1:STN:280:DyaK2szgsVaiuw%3D%3D&md5=bc5f454bb424b72b900293af514acb47CAS |
Jackman S (2015) pscl: Classes and methods for R developed in the Political Science Computational Laboratory, Stanford University. Available at http://pscl.stanford.edu/ [Verified 3 October 2016].
Keller P (2002) What’s a staff ride? Fire Management Today 64, 6–7.
Mangan R (1995) Investigating wildland fire entrapments. USDA Forest Service, Technology and Development Program, 9551–2845-MTDC. (Boise, ID, USA)
Mangan R (1997) Surviving fire entrapments: Comparing conditions inside vehicles and fire shelters. USDA Forest Service, Technology and Development Program, 9751–2817-MTDC. (Boise, ID, USA)
Mangan R (2007) Wildland firefighter fatalities in the United States: 1990–2006. National Wildfire Coordinating Group, Safety and Health Working Team, National Interagency Fire Center, Technical Report PMS 841. (Boise, ID, USA)
McArdle RE (1957) Standard firefighting orders. Fire Control Notes 18, 151–152.
McFadden D (1974) Conditional logit analysis of qualitative choice behavior. In ‘Frontiers in econometrics’. (Ed. P Zarembka) pp. 105–142. (Academic Press Inc.: New York, NY, USA)
National Wildfire Coordinating Group (1996) Glossary of wildland fire terminology. National Interagency Fire Center, PMS 822, NFES 1849. (Boise, ID, USA)
National Wildfire Coordinating Group (1997) Historical wildland firefighter fatalities 1910–1996. National Interagency Fire Center, PMS 205, NFES 1832. (Boise, ID, USA)
National Wildfire Coordinating Group (2014) Incident response pocket guide. National Interagency Fire Center, PMS 461, NFES 001077. (Boise, ID, USA)
Putnam T, Butler BW (2004) Evaluating fire shelter performance in experimental crown fires. Canadian Journal of Forest Research 34, 1600–1615.
| Evaluating fire shelter performance in experimental crown fires.Crossref | GoogleScholarGoogle Scholar |
R Core Team (2015) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Available at http://www.R-project.org/.
Reinhardt T, Ottmar R (1997) Smoke exposure among wildland firefighters: a review and discussion of current literature. USDA Forest Service, Pacific Northwest Research Station, General Technical Report GTR-373. (Portland, OR, USA)
Rossi JL, Simeoni A, Moretti B, Leroy-Cancellieri V (2011) An analytical model based on radiative heating for the determination of safety distances for wildland fires. Fire Safety Journal 46, 520–527.
| An analytical model based on radiative heating for the determination of safety distances for wildland fires.Crossref | GoogleScholarGoogle Scholar |
Rothermel RC (1972) A mathematical model for predicting fire spread in wildland fuels. USDA Forest Service, Intermountain Forest and Range Experiment Station, Research Paper INT-115. (Ogden, UT, USA)
Rothermel RC (1983) How to predict the spread and intensity of forest and range fires. USDA Forest Service, Intermountain Forest and Range Experiment Station, General Technical Report INT-143. (Ogden, UT, USA)
Rothermel RC, Rinehart GC (1983) Field procedures for verification and adjustment of fire behavior predictions. USDA Forest Service, Intermountain Forest and Range Experiment Station, General Technical Report INT-142. (Ogden, UT, USA)
Scott AC, Bowman DMJS, Bond WJ, Pyne SJ, Alexander ME (Eds) (2014) Fire management. In ‘Fire on Earth: an Introduction’. pp. 259–290. (Wiley: Hoboken, NJ, USA)
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 GTR-153. (Fort Collins, CO, USA)
Thorburn RW, Alexander ME (2001) LACES versus LCES: adopting an ‘A’ for ‘anchor points’ to improve wildland firefighter safety. In ‘Proceedings of the 2001 International Wildland Fire Safety Summit’, 6–8 November 2001, Missoula, MT, USA. (Eds BW Butler, D Mangan) (International Association of Wildland Fire: Missoula, MT, USA) Available at http://www.iawfonline.org/proceedings.php [Verified June 2017].
Tukey JW (1949) Comparing individual means in the analysis of variance. Biometrics 5, 99–114.
| Comparing individual means in the analysis of variance.Crossref | GoogleScholarGoogle Scholar | 1:STN:280:DyaH1M%2FltlGgsA%3D%3D&md5=138ded18c97da89817bab706bb0aef00CAS |
USDA and USDI (1995) Federal wildland fire management policy and program review. Final Report, December 18, 1995.
USDA Forest Service (2015) Facilitated learning analysis implementation guide. Available at http://www.wildfirelessons.net/viewdocument/facilitated-learning-analysis-imple-1 [Verified 20 April 2017]
Van Wagner CE (1977) Effect of slope on fire spread rate. Canadian Forestry Service Bi-monthly Research Notes 33, 7–8.
Van Wagner CE (1985) Fire behavior modelling – how to blend art and science. In ‘Eighth Conference on Fire and Forest Meteorology’, 29 April–2 May 1985, Detroit, MI, USA. (Eds LR Donoghue, RE Martin) pp. 3–5. (Society of American Foresters: Washington, DC, USA)
Weise DR, Biging GS (1996) Effects of wind velocity and slope on flame properties. Canadian Journal of Forest Research 26, 1849–1858.
| Effects of wind velocity and slope on flame properties.Crossref | GoogleScholarGoogle Scholar |
Werth PA, Potter BE, Clements CB, Finney MA, Goodrick SL, Alexander ME, Cruz MG, Forthofer JA, McAllister SS (2011) Synthesis of knowledge of extreme fire behavior: Volume I for fire managers. USDA Forest Service, Pacific Northwest Research Station, General Technical Report GTR-854. (Portland, OR, USA)
Yedinak KM, Cohen JD, Forthofer J, Finney MA (2010) An examination of flame shape related to convection heat transfer in deep-fuel beds. International Journal of Wildland Fire 19, 171–178.
| An examination of flame shape related to convection heat transfer in deep-fuel beds.Crossref | GoogleScholarGoogle Scholar |
Zárate L, Arnaldos J, Casal J (2008) Establishing safety distances for wildland fires. Fire Safety Journal 43, 565–575.
| Establishing safety distances for wildland fires.Crossref | GoogleScholarGoogle Scholar |