Forest fire risk assessment and multifunctional fuel treatment prioritization methods in Mediterranean landscapes

Authors

  • F.J. Alcasena-Urdíroz Universitat de Lleida http://orcid.org/0000-0002-2007-9487
  • C. Vega-García Universitat de Lleida
  • A.A. Ager USDA Forest Service, Rocky Mountain Research Station
  • M. Salis National Research Council, Institute of Biometeorology
  • N.J. Nauslar NOAA/NWS/NCEP Storm Prediction Center
  • F.J. Mendizabal Departamento de Hacienda y Política Financiera, Servicio de la Riqueza Territorial, Gobierno de Navarra
  • R. Castell Bomberos de Navarra, Agencia Navarra de Emergencias

DOI:

https://doi.org/10.18172/cig.3716

Keywords:

risk assessment, spatial optimization, fuels treatment, multi-functional management, community fireshed

Abstract

In Mediterranean areas, the combined effects of the rural exodus, lack of forest management, and fire suppression policies have substantially contributed to increased forest fuel loadings and continuity over large areas. The result is a growing incidence of wildfires that exceed fire suppression capacity. Economic resources for landscape management are limited, and thus they must be prioritized towards the protection of valued assets where there is a high expectation of loss and the fuel treatments on strategic locations that restrict fires spreading into communities. We completed a case study in the Juslapeña Valley (Navarra, Spain) to demonstrate prioritization of fuel management activities. The study area has frequent and large forest fires that have caused significant damage to forest values and assets in rural communities. We first generated a wildfire risk map for valued assets, and then designed the optimal treatment mosaic within the community fireshed considering the wildfire exposure to forestlands and fire transmission to residential housing. We also identified overstocked stands where the timber or firewood production might supply the needs of local communities and partially cover the treatment cost. We found that the highest economic losses were obtained in residential houses located in the southern portion of the study area, mainly due to a higher burn probability. Fires ignited outside of the study area also exposed communities, and thus the extent considered in wildfire management plans needs to be adjusted to reflect the source and scale of risk to communities. The assessment framework presented in this study can be adapted to the multi-functional forest management in any fire-prone Mediterranean region elsewhere.

Downloads

Download data is not yet available.

Author Biography

F.J. Alcasena-Urdíroz, Universitat de Lleida

Estudiante de Doctorado Departamento de Ingeniería Agroforestal Universitat de Lleida

References

Ager, A.A., Day, M.A., Short, K.C., Evers, C.R. 2016a. Assessing the impacts of federal forest planning on wildfire risk mitigation in the Pacific Northwest, USA. Landscape and Urban Planning 147, 1-17. https://doi.org/10.1016/j.landurbplan.2015.11.007.

Ager, A.A., Day, M.A., Vogler, K. 2016b. Production possibility frontiers and socioecological tradeoffs for restoration of fire adapted forests. Journal of Environmental Management 176, 157-168. https://doi.org/10.1016/j.jenvman.2016.01.033.

Ager, A.A., Finney, M.A., McMahan, A.J., Cathcart, J. 2010. Measuring the effect of fuel treatments on forest carbon using landscape risk analysis. Natural Hazards and Earth System Sciences 10, 2515-2526. https://doi.org/10.5194/nhess-10-2515-2010.

Ager, A.A., Vaillant, N.M., Finney, M.A. 2011. Integrating fire behavior models and geospatial analysis for wildland fire risk assessment and fuel management planning. Journal of Combustion 572452, 19. http://dx.doi.org/10.1155/2011/572452.

Ager, A.A., Vaillant, N.M., McMahan, A. 2013. Restoration of fire in managed forests: a model to prioritize landscapes and analyze tradeoffs. Ecosphere 4 (2), 29. http://dx.doi.org/10.1890/ES13-00007.1.

Alcasena, F.J., Ager, A.A., Bailey, J.D., Pineda, N., Vega-Garcia, C. 2019. Towards a comprehensive wildfire management strategy for Mediterranean areas: Framework development and implementation in Catalonia, Spain. Journal of Environmental Management 231, 303-320. https://doi.org/10.1016/j.jenvman.2018.10.027.

Alcasena, F.J., Ager, A.A., Salis, M., Day, M.A., Vega-Garcia, C. 2018. Optimizing prescribed fire allocation for managing fire risk in central Catalonia. Science of the Total Environment 4, 872-885. https://doi.org/10.1016/j.scitotenv.2017.11.297.

Alcasena, F.J., Salis, M., Ager, A.A., Arca, B., Molina, D., Spano, D. 2015. Assessing landscape scale wildfire exposure for highly valued resources in a Mediterranean area. Environmental Management 55, 1200-1216. https://doi.org/10.1007/s00267-015-0448-6.

Alcasena, F.J., Salis, M., Ager, A.A., Castell, R., Vega-Garcia, C. 2017. Assessing wildland fire risk transmission to communities in northern Spain. Forests 8, 27. https://doi.org/10.3390/f8020030.

Alcasena, F.J., Salis, M., Nauslar, N.J., Aguinaga, A.E., Vega-García, C. 2016a. Quantifying economic losses from wildfires in black pine afforestations of northern Spain. Forest Policy and Economics 73, 153-167. https://doi.org/10.1016/j.forpol.2016.09.005.

Alcasena, F.J., Salis, M., Vega-García, C. 2016b. A fire modeling approach to assess wildfire exposure of valued resources in central Navarra, Spain. European Journal of Forest Research 2016b; 135, 87-107. https://doi.org/10.1007/s10342-015-0919-6.

Arca, B., Duce, P., Laconi, M., Pellizzaro, G., Salis, M., Spano, D. 2007. Evaluation of FARSITE simulator in Mediterranean maquis. International Journal of Wildland Fire 16, 563-572. https://doi.org/10.1071/WF06070.

Arca, B., Ghisu, T., Trunfio, G.A. 2015. GPU-accelerated multi-objective optimization of fuel treatments for mitigating wildfire hazard. Journal of Computational Science 11, 258-268. https://doi.org/10.1016/j.jocs.2015.08.009.

Bovio, G., Marchetti, M., Tonarelli, L., Salis, M., Vacchiano, G., Lovreglio, R., Elia, M., Fiorucci, P., Ascoli, D. 2017. Forest fires are changing: let’s change the fire management strategy. Forest@ 14, 202-205. https:// doi.org/10.3832/efor2537-014.

Bradshaw, L., McCormick, E. 2000. Fire Family Plus user's guide, Version 2.0. USDA Forest Service, Ogden, UT.

Butler, B.W. 2014. Wildland firefighter safety zones: a review of past science and summary of future needs. International Journal of Wildland Fire 23, 295. http://doi.org/10.1071/WF13021.

Calkin, D., Ager, A.A., Thompson, M., Finney, M., Lee, D.C., Quigley, T.M., McHugh, Ch.W, Riley, K.L. 2011. A comparative risk assessment framework for wildland fire management: the 2010 cohesive strategy science report. USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, pp. 63.

Calkin, D.E., Cohen, J.D., Finney, M.A., Thompson, M.P. 2014. How risk management can prevent future wildfire disasters in the wildland-urban interface. Proceedings of the National Academy of Sciences 111, 746-751 https://doi.org/10.1073/pnas.1315088111.

Casasús, I., Bernués, A., Sanz, A., Villalba, D., Riedel, J.L., Revilla, R. 2007. Vegetation dynamics in Mediterranean forest pastures as affected by beef cattle grazing. Agriculture, Ecosystems & Environment 121, 365-370. https://doi.org/10.1016/j.agee.2006.11.012.

Castellnou, M., Miralles, M. 2009. The changing face of wildfires. Crisis Response 5, 56-57.

Cervera, T., Pino, J., Marull, J., Padró, R., Tello, E. 2019. Understanding the long-term dynamics of forest transition: From deforestation to afforestation in a Mediterranean landscape (Catalonia, 1868-2005). Land Use Policy 80, 318-331. https://doi.org/10.1016/j.landusepol.2016.10.006.

Cohen, J. 2008. The wildland-urban interface fire problem: a consequence of the fire exclusion paradigm. Forest History Today. Fall, 20-26.

Costa, P., Castellnou, M., Larrañaga, A., Miralles, M., Daniel, K. 2011. Prevention of large wildfires using the fire types concept. Cerdanyola del Vallès, Barcelona, Spain.

Costafreda-Aumedes, S, Comas, C., Vega-García, C. 2016. Spatio-Temporal Configurations of Human-Caused Fires in Spain through Point Patterns. Forests 7 (9), 185.

Costafreda-Aumedes, S., Vega-García, C., Comas, C. 2018. Improving fire season definition by optimized temporal modelling of daily human-caused ignitions. Journal of Environmental Management 217, 90-99. https://doi.org/10.1016/j.jenvman.2018.03.080.

Curt. T., Fréjaville, T., Lahaye, S. 2016. Modelling the spatial patterns of ignition causes and fire regime features in southern France: implications for fire prevention policy. International Journal of Wildland Fire 25, 785-796. https://doi.org/10.1071/WF15205.

Dalkey, N.C., Helmer, O. 1963. An experimental application of the Delphi method to the use of experts. Management Science 9, 458-468.

Duane, A., Brotons, L. 2018. Synoptic weather conditions and changing fire regimes in a Mediterranean environment. Agricultural and Forest Meteorology 253-254, 190-202. https://doi.org/10.1016/j.agrformet.2018.02.014.

Fahlman, S.E., Lebiere, C. 1990. The cascade-correlation learning architecture. In: D.S. Touretzky (Ed.), Advances in Neural Information Processing Systems. Morgan Kaufmann, San Francisco, USA, pp. 524-532.

Fernandes, P.M. 2009. Combining forest structure data and fuel modelling to classify fire hazard in Portugal. Annals of Forest Science 66, 415. https://doi.org/10.1051/forest/2009013.

Fernandes P.M. 2013. Fire-smart management of forest landscapes in the Mediterranean basin under global change. Landscape and Urban Planning 110, 175-182. https://doi.org/10.1016/j.landurbplan.2012.10.014.

Fernandes, P.M., Fernandes, M.M., Loureiro, C. 2012. Survival to prescribed fire of plantation-grown Corsican black pine in northern Portugal. Annals of Forest Science 69, 813-820. https://doi.org/10.1007/s13595-012-0211-6.

Fernandes, P.M., Vega, J.A., Jiménez, E., Rigolot, E. 2008. Fire resistance of European pines. Forest Ecology and Management 256: 246-255. https://doi.org/10.1016/j.foreco.2008.04.032.

Finney, M.A. 2002. Fire growth using minimum travel time methods. Canadian Journal of Forest Research 32, 1420-1424. https://doi.org/10.1139/x02-068.

Finney, M.A. 2004. Chapter 9, landscape fire simulation and fuel treatment optimization. In: J.L. Hayes, A.A. Ager, J.R. Barbour (Eds), Methods for integrated modeling of landscape change: Interior Northwest Landscape Analysis, System. US Forest Service Gen. Tech. Rep., PNW-GTR-610. Portland, Oregon, pp. 117-131.

Finney, M.A. 2005. The challenge of quantitative risk analysis for wildland fire. Forest Ecology and Management 211, 97-108. https://doi.org/10.1016/j.foreco.2005.02.010.

Finney, M.A. 2006. An overview of FlamMap fire modeling capabilities. In: P.L. Andrews, B.W. Butler (Eds), Fuels Management-How to Measure Success. Proceedings RMRS-P-41. USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, pp. 213-220.

Finney, M.A. 2007. A computational method for optimizing fuel treatment location. International Journal of Wildland Fire 16, 702-711.

Finney, M.A., Seli, R.C., McHugh, C.W., Ager, A.A., Bahro, B., Agee, J.K. 2006. Simulation of long-term landscape-level fuel treatment effects on large wildfires. In: P.L. Andrews, B.W. Butler (Eds.), Fuels Management-How to Measure Success. Proceedings RMRS-P-41. USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, pp. 125-147.

Finney, M.A., Seli, R.C., McHugh, C.W., Ager, A.A., Bahro, B., Agee, J.K. 2007. Simulation of long-term landscape-level fuel treatment effects on large wildfires. International Journal of Wildland Fire 16, 712-727.

González-Olabarria, J.R., Brotons, L., Gritten, D., Tudela, A., Teres, J.A. 2012. Identifying location and causality of fire ignition hotspots in a Mediterranean region. International Journal of Wildland Fire 21, 905-914. https://doi.org/10.1071/WF11039.

González-Olabarria, J.R., Reynolds, K.M., Larrañaga, A., García-Gonzalo, J., Busquets, E., Pique, M. 2019. Strategic and tactical planning to improve suppression efforts against large forest fires in the Catalonia region of Spain. Forest Ecology and Management 432, 612-622. https://doi.org/10.1016/j.foreco.2018.09.039.

González-Olabarria, J.R., Rodríguez, F., Fernández-Landa, A., Mola-Yudego, B. 2012. Mapping fire risk in the Model Forest of Urbión (Spain) based on airborne LiDAR measurements. Forest Ecology and Management 282, 149-156. https://doi.org/10.1016/j.foreco.2012.06.056.

González, L.A. 2013. La maquinaria agrícola y los incendios forestales. Alerta! 2, 29-34.

Grošelj, P., Hodges, D.G., Stirn, L.Z. 2016. Participatory and multi-criteria analysis for forest (ecosystem) management: A case study of Pohorje, Slovenia. Forest Policy and Economics 71, 80-86. https://doi.org/10.1016/j.forpol.2015.05.006.

Jahdi, R., Salis, M., Darvishsefat, A.A., Alcasena, F., Mostafavi, M.A., Etemad, V., Lozano, O., Spano, D. 2016. Evaluating fire modelling systems in recent wildfires of the Golestan National Park, Iran. Forestry 89, 136-149. https://doi.org/10.1093/forestry/cpv045.

Lasanta, T., Nadal-Romero, E., García-Ruiz, J.M. 2019. Clearing shrubland as a strategy to encourage extensive livestock farming in the Mediterranean mountains. Cuadernos de Investigación Geográfica 45. http://doi.org/10.18172/cig.3616.

Lovreglio, R., Leone, V., Giaquinto, P., Notarnicola, A. 2010. Wildfire cause analysis: four case-studies in southern Italy. iForest - Biogeosciences and Forestry 3, 8-15. http://doi.org/10.3832/ifor0521-003.

Lozano, O., Salis, M., Ager, A.A., Arca, B., Alcasena, F.J., Monteiro, A., 2017. Assessing climate change impacts on wildfire exposure in Mediterrean areas. Risk Analysis 37, 1898-1916. https://doi.org/10.1111/risa.12739.

MAAyMA. 2015. Estadística General de Incendios Forestales. Centro de Coordinación de la Información Nacional sobre Incendios Forestales. Ministerio de Agricultura, Alimentación y Medio Ambiente, Madrid.

Madrigal, J., Fernández-Migueláñez, I., Hernando, C., Guijarro, M., Vega-Nieva, D.J., Tolosana, E. 2016. Does forest biomass harvesting for energy reduce fire hazard in the Mediterranean basin? a case study in the Caroig Massif (Eastern Spain). European Journal of Forest Research 136, 13-26. https://doi.org/10.1007/s10342-016-1004-5.

Marino, E., Ranz, P., Tomé, J.L., Noriega, M.Á., Esteban, J., Madrigal, J. 2016. Generation of high-resolution fuel model maps from discrete airborne laser scanner and Landsat-8 OLI: A low-cost and highly updated methodology for large areas. Remote Sensing of Environment 187, 267-280. https://doi.org/10.1016/j.rse.2016.10.020.

Martínez, J., Vega-García, C., Chuvieco, E. 2009. Human-caused wildfire risk rating for prevention planning in Spain. Journal of Environmental Management 90, 1241-1252. https://doi.org/10.1016/j.jenvman.2008.07.005.

McGaughey, R.J. 2018. FUSION/LDV: Software for LIDAR Data Analysis and Visualization. USDA Forest Service, Pacific Northwest Research Station, Seattle, 207 pp.

Meddour-Sahar, O., Meddour, R., Leone, V., Lovreglio, R., Derridj, A. 2013. Analysis of forest fires causes and their motivations in northern Algeria: the Delphi method. iForest - Biogeosciences and Forestry 6, 247-254. https://doi.org/10.3832/ifor0098-006.

Miller, C., Ager, A.A. 2013. A review of recent advances in risk analysis for wildfire management. International Journal of Wildland Fire 22, 1-14. https://doi.org/10.1071/WF11114.

Moya, D., Alfaro-Sánchez, R., López-Serrano, F., Dadi, T., Hernández-Tecles, E., Ferrandis, P., de las Heras, J. 2014. Post-fire management of mediterranean forests: Carbon storage in regenerated areas in eastern iberian peninsula. Cuadernos de Investigación Geográfica 40, 371-386. http://doi.org/10.18172/cig.2565.

Nelson, R.M. 2000. Prediction of diurnal change in 10-h fuel stick moisture content. Canadian Journal of Forest Research 30, 1071-1087. https://doi.org/10.1139/x00-032.

Oliveira, T.M., Barros, A.M.G., Ager, A.A., Fernandes, P.M. 2016. Assessing the effect of a fuel break network to reduce burnt area and wildfire risk transmission. International Journal of Wildland Fire 25, 619-632. https://doi.org/10.1071/WF15146.

Palaiologou, P., Ager, A.A., Nielsen-Pincus, M., Evers, C., Kalabokidis, K. 2018. Using transboundary wildfire exposure assessments to improve fire management programs: a case study in Greece. International Journal of Wildland Fire, 27, 501-513. https://doi.org/10.1071/WF17119.

Pausas, J.G., Fernández-Muñoz, S. 2012. Fire regime changes in the Western Mediterranean Basin: from fuel-limited to drought-driven fire regime. Climatic Change 110, 215-226. https://doi.org/10.1007/s10584-011-0060-6.

Paveglio, T.B., Prato, T., Edgeley, C., Nalle, D. 2016. Evaluating the characteristics of social vulnerability to wildfire: demographics, perceptions, and parcel characteristics. Environmental Management 58, 534-548. https://doi.org/10.1007/s00267-016-0719-x.

Penman, T.D., Nicholson, A.E., Bradstock, R.A., Collins, L., Penman, S.H., Price, O.F. 2015. Reducing the risk of house loss due to wildfires. Environmental Modelling & Software 67, 12-25. https://doi.org/10.1016/j.envsoft.2014.12.020.

Peterson, D.L., Ryan, K.C. 1986. Modeling postfire conifer mortality for long-range planning. Environmental Management 10, 797-808.

Poyatos, R., Latron, J., Llorens, P. 2003. Land Use and Land Cover Change After Agricultural Abandonment: The Case of a Mediterranean Mountain Area (Catalan Pre-Pyrenees). Mountain Research and Development 23, 362-369. https://doi.org/10.1659/0276-4741(2003)023[0362:LUALCC]2.0.CO;2.

Prats, S., Malvar, M., Martins, M.A.S., Keizer, J.J. 2014. Post-fire soil erosion mitigation: a review of the last research and techniques developed in Portugal. Cuadernos de Investigación Geográfica 40, 403-427. http://doi.org/10.18172/cig.2519.

Rodrigues, M., De la Riva, J. 2014. An insight into machine-learning algorithms to model human-caused wildfire occurrence. Environmental Modeling and Assessment 57, 192-201. https://doi.org/10.1016/j.envsoft.2014.03.003.

Ruiz-Mirazo, J., Robles, A.B., González-Rebollar, J.L. 2011. Two-year evaluation of fuelbreaks grazed by livestock in the wildfire prevention program in Andalusia (Spain). Agriculture, Ecosystems & Environment 141, 13-22. https://doi.org/10.1016/j.agee.2011.02.002.

Salis, M., Ager, A.A., Arca, B., Finney, M.A., Bacciu, V., Duce, P., Spano, D. 2012. Assessing exposure of human and ecological values to wildfire in Sardinia, Italy. International Journal of Wildland Fire 22, 549-565. https://doi.org/10.1071/WF11060.

Salis, M., Arca, B., Alcasena, F., Arianoutsou, M., Bacciu, V., Duce. P., Duguy, B., Koutsias, N., Mallinis, G., Mitsopoulos, I. Moreno, J.M., Pérez, J.R., Urbieta, I., Xystrakis, F., Zavala, G., Spano, D. 2016a. Predicting wildfire spread and behaviour in Mediterranean landscapes. International Journal of Wildland Fire 25, 1015-1032. https://doi.org/10.1071/WF15081.

Salis, M., Laconi, M., Ager, A.A., Alcasena, F., Arca, B., Lozano, O., Fernandez, A., Spano, D. 2016b. Evaluating alternative fuel treatment strategies to reduce wildfire losses in a Mediterranean area. Forest Ecology and Management 368, 207-221. https://doi.org/10.1016/j.foreco.2016.03.009.

Salis, M., Del Guiudice, L., Arca, B., Ager, A.A., Alcasena, F., Lozano, O., Bacciu, V., Spano, D., Ducea, P. 2018. Modeling the effects of different fuel treatment mosaics on wildfire spread and behavior in a Mediterranean agro-pastoral area. Journal of Environmental Management 212, 490-505. https://doi.org/10.1016/j.jenvman.2018.02.020.

San-Miguel-Ayanz, J., Durrant, T., Boca, R., Libertà, G., Branco, A., De Rigo, D., Ferrari, D., Maianti, P., Vivancos, T., Schulte, E., Loffler, P. 2017. Forest Fires in Europe, Middle East and North Africa 2016. Joint Research Centre, European Comission, Luxenburg, 2017, 120 pp.

San-Miguel-Ayanz, J., Moreno, J.M., Camia, A. 2013. Analysis of large fires in European Mediterranean landscapes: Lessons learned and perspectives. Forest Ecology and Management 294, 11-22. https://doi.org/10.1016/j.foreco.2012.10.050.

Scott, J.H., Burgan, R.E. 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, Fort Collins, CO, 72 pp.

Scott, J.H., Thompson, M.P., Calkin, D.E. 2013. A wildfire risk assessment framework for land and resource management. USDA Forest Service, Rocky Mountain Research Station, 83 pp.

Scott, J.H., Thompson, M.P., Gilbertson-Day, J.W. 2016. Examining alternative fuel management strategies and the relative contribution of National Forest System land to wildfire risk to adjacent homes - A pilot assessment on the Sierra National Forest, California, USA. Forest Ecology and Management 362, 29-37. https://doi.org/10.1016/j.foreco.2015.11.038.

Seijo, F., Gray, R. 2012. Pre-Industrial Anthropogenic Fire Regimes in Transition: The Case of Spain and its Implications for Fire Governance in Mediterranean Type Biomes. Human Ecology Review 19, 58-69.

Syphard, A.D., Brennan, T.J., Keeley, J.E. 2014. The role of defensible space for residential structure protection during wildfires. International Journal of Wildland Fire 23, 1165. https://doi.org/10.1071/WF13158.

Thompson, M., Calkin, D., Gilbertson-Day, J., Ager, A.A. 2011. Advancing effects analysis for integrated, large-scale wildfire risk assessment. Environmental Monitoring and Assessment 179, 217-239. https://doi.org/10.1007/s10661-010-1731-x.

Thompson, M.P., Scott, J., Kaiden, J.D., Gilbertson-Day, J.W. 2013. A polygon-based modeling approach to assess exposure of resources and assets to wildfire. Natural Hazards 67, 627-644. https://doi.org/10.1007/s11069-013-0593-2.

Uhde, B., Hahn, W.A., Griess, V.C., Knoke, T. 2015. Hybrid MCDA Methods to Integrate Multiple Ecosystem Services in Forest Management Planning: A Critical Review. Environmental Management 56, 373-88. https://doi.org/10.1007/s00267-015-0503-3.

Vega-García, C., Woodard, P.M., Titus, S.J., Adamowicz, W.L., Lee, B.S. 1995. A logit model for predicting the daily occurrence of human caused forest-fires. International Journal of Wildland Fire 5, 101-111.

Vogler, K.C., Ager, A.A., Day, M.A., Jennings, M., Bailey, J.D. 2015. Prioritization of forest restoration projects: tradeoffs between wildfire protection, ecological restoration and economic objectives. Forests 6, 4403-4420. https://doi.org/10.3390/f6124375.

Published

04-09-2019

How to Cite

1.
Alcasena-Urdíroz F, Vega-García C, Ager A, Salis M, Nauslar N, Mendizabal F, Castell R. Forest fire risk assessment and multifunctional fuel treatment prioritization methods in Mediterranean landscapes. CIG [Internet]. 2019 Sep. 4 [cited 2024 Apr. 19];45(2):571-600. Available from: https://publicaciones.unirioja.es/ojs/index.php/cig/article/view/3716

Issue

Section

Articles