Skip to main content
Log in

Modelling canopy fuel variables in Pinus pinaster Ait. and Pinus radiata D. Don stands in northwestern Spain

  • Original Paper
  • Published:
Annals of Forest Science Aims and scope Submit manuscript

Abstract

Context

The fuel complex variables canopy bulk density and canopy base height are often used to determine crown fire initiation and spread. Direct measurement of these variables is impractical, and they must be estimated indirectly.

Aims

The objectives of the present study were to model the vertical profile of available crown fuel in maritime and radiata pine stands in NW Spain, using data from destructively sampled trees; to compare the values of the canopy fuel variables estimated by two different methods and to estimate these variables from common stand descriptors.

Methods

Systems of equations were fitted simultaneously to address the inherent correlations between available crown fuel components and between the canopy fuel variables. Heteroscedasticity and autocorrelation were also taken into account in the fitting process, where necessary.

Results

The values of the canopy fuel variables varied greatly depending on the estimation method used. Models for predicting the variables at stand level explained a high percentage of the observed variability. Crowning is more likely in maritime pine than in radiata pine stands.

Conclusions

Although the approach used in this study provides a realistic depiction of the vertical distribution of crown fuel, it departs from the requirements of Van Wagner’s model. The method used to estimate canopy fuel variables affects fire modelling results and thus the design of fuel treatment projects.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Agca M, Popescu SC, Harper CW (2011) Deriving forest canopy fuel parameters for loblolly pine forests in eastern Texas. Can J For Res 41:1618–1625

    Article  Google Scholar 

  • Agee JK (1996) The influence of forest structure on fire behaviour. In: Cooper SL (ed) Proceedings of the 17th annual forest vegetation management conference, Shasta County Cooperative Extension, University of California, pp 52–68, Redding (California)

  • Alexander ME (2006) Models for predicting crown fire behavior—a review. In: V Short course on fire behaviour, Association for the Development of Industrial Aerodynamics, Forest Fire Research Centre, Coimbra (Portugal)

  • Alexander ME, Cruz MG (2011) Crown fire dynamics in conifer forests. In: Synthesis of knowledge of extreme fire behavior: volume I for fire managers. USDA Forest Service Gen. Tech. Rep. PNW-GTR-854, pp 107–142, Portland (Oregon)

  • Alexander ME, Stefner CN, Mason JA, Stocks BJ, Hartley GR, Maffey ME, Wotton BM, Taylor SW, Lavoie N, Dalrymple GN (2004) Characterizing the jack pine-black spruce fuel complex of the International Crown Fire Modelling Experiment (ICFME). Canadian Forest Service Information Report NOR-X-393. Northern Forestry Centre, Edmonton

    Google Scholar 

  • Balboa-Murias MA, Rodríguez-Soalleiro R, Merino A, Álvarez-González JG (2006) Temporal variations and distribution of carbon stocks in aboveground biomass of radiata pine and maritime pine pure stands under different silvicultural alternatives. For Ecol Manage 237:29–38

    Article  Google Scholar 

  • Belsley DA (1991) Conditioning diagnostics: collinearity and weak data in regression. Wiley, New York

    Google Scholar 

  • Call PT, Albini FA (1997) Aerial and surface fuel consumption in crown fires. Int J Wildland Fire 7:259–264

    Article  Google Scholar 

  • Castedo-Dorado F, Diéguez-Aranda U, Barrio-Anta M, Sánchez-Rodríguez M, von Gadow K (2006) A generalized height-diameter model including random components for radiata pine plantations in northwestern Spain. For Ecol Manage 229:202–213

    Article  Google Scholar 

  • Castedo-Dorado F, Gómez-García E, Diéguez-Aranda U, Barrio-Anta M, Crecente-Campo F (2012) Aboveground stand-level biomass estimation: a comparison of two methods for major forest species in northwest Spain. Ann For Sci 69:735–746

    Article  Google Scholar 

  • Crecente-Campo F (2008) Modelo de crecimiento de árbol individual para Pinus radiata D. Don. en Galicia. Ph D thesis, University of Santiago de Compostela

  • Cruz MG (2011) Fuels and fire behaviour potential associated with FMZ. CSIRO Ecosystem Sciences. Report prepared for ForestrySA, Canberra

    Google Scholar 

  • Cruz MG, Alexander ME (2010) Assessing crown fire potential in coniferous forest of western North America: a critique of current approaches and recent simulation studies. Int J Wildland Fire 19:377–398

    Article  Google Scholar 

  • Cruz MG, Alexander ME (2012) Evaluating regression model estimates of canopy fuel stratum characteristics in four crown fire-prone fuel types in western North America. Int J Wildland Fire 21:168–179

    Article  Google Scholar 

  • Cruz MG, Alexander ME, Wakimoto RH (2003) Assessing canopy fuel stratum characteristics in crown fire prone fuel types of western North America. Int J Wildland Fire 12:39–50

    Article  Google Scholar 

  • Cruz MG, Alexander ME, Wakimoto RH (2004) Modeling the likelihood of crown fire occurrence in conifer forest stands. For Sci 50:640–658

    Google Scholar 

  • Cruz MG, Alexander ME, Wakimoto RH (2005) Development and testing of models for predicting crown fire rate of spread in conifer forest stands. Can J For Res 35:1626–1639

    Article  Google Scholar 

  • Cruz MG, Alexander ME, Wakimoto RH (2010) Comment on “Estimating canopy fuel characteristics in five conifer stands in the western United States using tree and stand measurements”. Can J For Res 40:2262–2263

    Article  Google Scholar 

  • Diéguez-Aranda U, Rojo A, Castedo-Dorado F, Álvarez JG, Barrio-Anta M, Crecente-Campo F, González JM, Pérez-Cruzado C, Rodríguez R, López-Sánchez CA, Balboa-Murias MA, Gorgoso JJ, Sánchez F (2009) Herramientas selvícolas para la gestión forestal sostenible en Galicia. Consellería do Medio Rural, Xunta de Galicia, Santiago de Compostela

    Google Scholar 

  • Fernandes PM, Rigolot E (2007) The fire ecology and management of maritime pine (Pinus pinaster Ait.). For Ecol Manage 241:1–13

    Article  Google Scholar 

  • Fernandes PM, Loureiro CA, Botelho HS, Ferreira A, Fernandes M (2002) Avaliaçao indirecta da carga de combustível em pinhal bravo. Silva Lusit 10:73–90

    Google Scholar 

  • Hall SA, Burke IC (2006) Considerations for characterizing fuels as inputs for fire behaviour models. For Ecol Manage 227:102–114

    Article  Google Scholar 

  • Hevia A, Crabiffosse A, Majada J, Álvarez-González JG, Ruiz-González AD (2011) Modelo de distribución de la carga de combustibles finos en el dosel de copas de rodales regulares de Pinus pinaster: efecto de claras combinadas con podas. In: III Reunión del grupo de trabajo de modelización forestal de la SECF, Lugo (Spain)

  • Keane RE, Reinhardt ED, Scott J, Gray K, Reardon J (2005) Estimating forest canopy bulk density using six indirect methods. Can J For Res 35:724–739

    Article  Google Scholar 

  • Keeley JE, Zedler PH (1998) Evolution of life histories in Pinus. In: Richardson DM (ed) Ecology and biogeography of Pinus. Cambridge University Press, Cambridge, pp 219–250

    Google Scholar 

  • Keyes CR, O’Hara KL (2002) Quantifying stand targets for silvicultural prevention of crown fires. West J Appl For 17:101–109

    Google Scholar 

  • Keyser T, Smith FW (2010) Influence of crown biomass estimators and distribution on canopy fuel characteristics in ponderosa pine stands of the Black Hills. For Sci 56:156–165

    Google Scholar 

  • Mitsopoulos ID, Dimitrakopoulos AD (2007) Canopy fuel characteristics and potential crown fire behaviour in Aleppo pine (Pinus halepensis Mill.) forests. Ann For Sci 64:287–299

    Article  Google Scholar 

  • MMA (2006) Los incendios forestales en España. Decenio 1996–2005. Ministerio de Medio Ambiente, Madrid

    Google Scholar 

  • Parresol BR (1999) Assessing tree and stand biomass: a review with examples and critical comparisons. For Sci 45:573–593

    Google Scholar 

  • Reeves MC, Ryan KC, Rollins MG, Thompson TG (2009) Spatial fuel data products of the LANDFIRE Project. Int J Wildland Fire 18:250–267

    Article  Google Scholar 

  • Reinhardt E, Scott J, Gray K, Keane R (2006) Estimating canopy fuel characteristics in five conifer stands in the western United States using tree and stand measurements. Can J For Res 36:2803–2814

    Article  Google Scholar 

  • Ruiz-González AD, Álvarez-González JG (2011) Canopy bulk density and canopy base height equations for assessing crown fire hazard in Pinus radiata plantations. Can J For Res 41:839–850

    Article  Google Scholar 

  • Sando RW, Wick CH (1972) A method of evaluating crown fuels in forest stands. USDA Forest Service Res Pap NC-84

  • SAS Institute Inc (2008) SAS/ETS® 9.2 user’s guide. SAS Institute Inc, Cary

    Google Scholar 

  • Scott JH, Reinhardt ED (2001) Assessing crown fire potential by linking models of surface and crown fire behaviour. USDA Forest Service Res Pap RMRS-RP-29

  • Stocks BJ, Alexander ME, Wotton BM, Stefner CN, Flannigan MD, Taylor SW, Lavoie N, Mason JA, Hartley GR, Maffey ME, Dalrymple GN, Blake TW, Cruz MG, Lanoville RA (2004) Crown fire behaviour in a northern jack pine-black spruce forest. Can J For Res 34:1548–1560

    Article  Google Scholar 

  • Van Wagner CE (1977) Conditions for the start and spread of a crown fire. Can J For Res 7:23–34

    Article  Google Scholar 

  • Vega JA, Rey E, Ruiz Pérez I, Jiménez E, Pérez Suárez JR (2009) Estudio de tratamientos preventivos de incendios sobre la estructura del complejo integral de combustible forestal en masas de Pinus pinaster Ait. de Castilla y León. In: V Congreso Forestal Español, Ávila (Spain)

  • Williams DF (1978) Fuel properties before and after thinning in young radiata pine plantations. Fire Management Branch, Department of Conservation and Environment, Research Report NO. 3, Victoria

  • Xunta de Galicia (2001) O monte galego en cifras. Consellería de Medio Ambiente, Xunta de Galicia, Santiago de Compostela

    Google Scholar 

Download references

Acknowledgments

The authors are grateful to two anonymous reviewers whose comments substantially improved an earlier version of this manuscript.

Funding

Funding for this research was provided by the Spanish Ministry of Science and Innovation, project No. AGL2008-02259/FOR.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Fernando Castedo-Dorado.

Additional information

Handling Editor: Eric Rigolot

Contribution of the co-authors

Iban Gómez-Vázquez analysed the data and wrote the manuscript. Felipe Crecente-Campo collected the data, provided technical assistance in model fitting and supervised the writing of the manuscript. Ulises Diéguez-Aranda provided part of the experimental data and revised the text. Fernando Castedo-Dorado developed the experimental design, coordinated the research project and supervised the work.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Gómez-Vázquez, I., Crecente-Campo, F., Diéguez-Aranda, U. et al. Modelling canopy fuel variables in Pinus pinaster Ait. and Pinus radiata D. Don stands in northwestern Spain. Annals of Forest Science 70, 161–172 (2013). https://doi.org/10.1007/s13595-012-0245-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13595-012-0245-9

Keywords

Navigation