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International Journal of Wildland Fire International Journal of Wildland Fire Society
Journal of the International Association of Wildland Fire
RESEARCH ARTICLE

An advanced approach for leaf flammability index estimation

Coşkun Okan Güney https://orcid.org/0000-0003-4664-8024 A * , Abdullah Sarı B , Hatice Oncel Cekim C , Ecir Uğur Küçüksille D , Özdemir Şentürk E , Serkan Gülsoy F and Kürşad Özkan F
+ Author Affiliations
- Author Affiliations

A Department of Forest Fires, Aegean Forest Research Institute, 35430 İzmir, Turkey.

B Department of Forest Fires, Southwest Anatolia Forest Research Institute, 07010 Antalya, Turkey.

C Department of Statistics, Hacettepe University, 06800 Ankara, Turkey.

D Department of Computer Engineering, Süleyman Demirel University, 32260 Isparta, Turkey.

E Department of Forestry, Burdur Mehmet Akif Ersoy University, 15400 Burdur, Turkey.

F Department of Soil Science and Ecology, Isparta University of Applied Science, 32200 Isparta, Turkey.

* Correspondence to: coskunokanguney@ogm.gov.tr

International Journal of Wildland Fire 31(3) 277-290 https://doi.org/10.1071/WF21022
Submitted: 14 February 2021  Accepted: 11 January 2022   Published: 18 February 2022

© 2022 The Author(s) (or their employer(s)). Published by CSIRO Publishing on behalf of IAWF.

Abstract

Vegetation is the only component that can be directly managed to reduce the negative consequences of wildland fires. Flammability indexes provide information about plant flammability characteristics and are commonly used in wildland fuel management. However, previous flammability indexes were usually based on only two or three flammability components. We propose an advanced approach for leaf flammability index estimation that integrates all four flammability components (ignitability, combustibility, sustainability and consumability) using cluster and linear discriminant analyses. We measured time to ignition, ignition temperature, maximum flame height, combustion time, mass loss percentage and fuel moisture content of 15 plant species most affected by forest fires in Turkey (every two weeks, from May to September). Species were divided into different flammability classes and ranked according to their flammability index (FI) values. Classifications and FI rankings showed seasonal variations for some of the species. During May and June, fuel moisture contents explained ~50–60% of variation in leaf flammability but this relationship steadily decreased towards September (13%) when weather conditions became drier. The proposed approach for FI estimation offers a more detailed flammability assessment and comparison between plants. It can be used to identify less flammable plants for fuel breaks and landscaping in the wildland–urban interface.

Keywords: fire hazard, flammability classification, forest fire, fuel management, fuel moisture content, green fuel breaks, Mediterranean, wildland–urban interface.


References

Aksoy N, Tuğ NG, Eminağaoğlu Ö (2014) Türkiye’nin vejetasyon yapısı. In ‘Türkiye’nin Ağaç ve Çalıları’. (Ed Ü Akkemik) pp. 54–68. (Turkish General Directorate of Forestry: Ankara, Turkey)

Anderson H (1970) Forest fuel ignitibility. Fire Technology 6, 312–319.
Forest fuel ignitibility.Crossref | GoogleScholarGoogle Scholar |

Babrauskas V (2006) Effective heat of combustion for flaming combustion of conifers. Canadian Journal of Forest Research 36, 659–663.
Effective heat of combustion for flaming combustion of conifers.Crossref | GoogleScholarGoogle Scholar |

Babrauskas V, Peacock RD (1992) Heat release rate: the single most important variable in fire hazard. Fire Safety Journal 18, 255–272.
Heat release rate: the single most important variable in fire hazard.Crossref | GoogleScholarGoogle Scholar |

Behm AL, Duryea ML, Long AJ, Zipperer WC (2004) Flammability of native understory species in pine flatwood and hardwood hammock ecosystems and implications for the wildland–urban interface. International Journal of Wildland Fire 13, 355–365.
Flammability of native understory species in pine flatwood and hardwood hammock ecosystems and implications for the wildland–urban interface.Crossref | GoogleScholarGoogle Scholar |

Belcher CM (2016) The influence of leaf morphology on litter flammability and its utility for interpreting palaeofire. Philosophical Transactions of the Royal Society B: Biological Sciences 371, 20150163
The influence of leaf morphology on litter flammability and its utility for interpreting palaeofire.Crossref | GoogleScholarGoogle Scholar |

Berry KJ, Mielke Jr PW (1983) Computation of finite population parameters and approximate probability values for multi-response permutation procedures (MRPP). Communications in Statistics-Simulation and Computation 12, 83–107.
Computation of finite population parameters and approximate probability values for multi-response permutation procedures (MRPP).Crossref | GoogleScholarGoogle Scholar |

Bezdek JC (1981) ‘Pattern recognition with fuzzy objective function algorithms.’ (Plenum Press: New York, NY)

Blackhall M, Raffaele E (2019) Flammability of Patagonian invaders and natives: When exotic plant species affect live fine fuel ignitability in wildland–urban interfaces. Landscape and Urban Planning 189, 1–10.
Flammability of Patagonian invaders and natives: When exotic plant species affect live fine fuel ignitability in wildland–urban interfaces.Crossref | GoogleScholarGoogle Scholar |

Blauw LG, Wensink N, Bakker L, Logtestijn RS, Aerts R, Soudzilovskaia NA, Cornelissen JHC (2015) Fuel moisture content enhances nonadditive effects of plant mixtures on flammability and fire behavior. Ecology and Evolution 5, 3830–3841.
Fuel moisture content enhances nonadditive effects of plant mixtures on flammability and fire behavior.Crossref | GoogleScholarGoogle Scholar | 26380709PubMed |

Bond WJ, Midgley JJ (1995) Kill thy neighbour: an individualistic argument for the evolution of flammability. Oikos 73, 79–85.
Kill thy neighbour: an individualistic argument for the evolution of flammability.Crossref | GoogleScholarGoogle Scholar |

Brennan KE, Christie FJ, York A (2009) Global climate change and litter decomposition: more frequent fire slows decomposition and increases the functional importance of invertebrates. Global Change Biology 15, 2958–2971.
Global climate change and litter decomposition: more frequent fire slows decomposition and increases the functional importance of invertebrates.Crossref | GoogleScholarGoogle Scholar |

Büyüköztürk Ş, Çokluk-Bökeoğlu Ö (2008) Discriminant function analysis: Concept and application. Eurasian Journal of Educational Research 33, 73–92.

Cai L (2006) Multi-response permutation procedure as an alternative to the analysis of variance: an SPSS implementation. Behavior Research Methods 38, 51–59.
Multi-response permutation procedure as an alternative to the analysis of variance: an SPSS implementation.Crossref | GoogleScholarGoogle Scholar | 16817513PubMed |

Cui X, Alam MA, Perry GL, Paterson AM, Wyse SV, Curran TJ (2019) Green firebreaks as a management tool for wildfires: Lessons from China. Journal of Environmental Management 233, 329–336.
Green firebreaks as a management tool for wildfires: Lessons from China.Crossref | GoogleScholarGoogle Scholar | 30584964PubMed |

Curran TJ, Perry GL, Wyse SV, Alam MA (2018) Managing fire and biodiversity in the wildland–urban interface: A role for green firebreaks. Fire 1, 3
Managing fire and biodiversity in the wildland–urban interface: A role for green firebreaks.Crossref | GoogleScholarGoogle Scholar |

Dehane B, Hernando C, Guijarro M, Madrigal J (2017) Flammability of some companion species in cork oak (Quercus suber L.) forests. Annals of Forest Science 74, 1–10.
Flammability of some companion species in cork oak (Quercus suber L.) forests.Crossref | GoogleScholarGoogle Scholar |

Della Rocca G, Danti R, Raddi P, Moya B, Moya J (2014) Projet CypFire - Implementation of the «cypress system» as a green firewall. Forêt Méditerranéenne 3, 275–280.

Della Rocca G, Hernando C, Madrigal J, Danti R, Moya J, Guijarro M, Pecchioli A, Moya B (2015) Possible land management uses of common cypress to reduce wildfire initiation risk: A laboratory study. Journal of Environmental Management 159, 68–77.
Possible land management uses of common cypress to reduce wildfire initiation risk: A laboratory study.Crossref | GoogleScholarGoogle Scholar | 26046989PubMed |

Della Rocca G, Madrigal J, Marchi E, Michelozzi M, Moya B, Danti R (2017) Relevance of terpenoids on flammability of Mediterranean species: An experimental approach at a low radiant heat flux. iForest-Biogeosciences and Forestry 10, 766–775.
Relevance of terpenoids on flammability of Mediterranean species: An experimental approach at a low radiant heat flux.Crossref | GoogleScholarGoogle Scholar |

Della Rocca G, Danti R, Hernando C, Guijarro M, Madrigal J (2018) Flammability of two Mediterranean mixed forests: Study of the non-additive effect of fuel mixtures in laboratory. Frontiers in Plant Science 9, 1–16.
Flammability of two Mediterranean mixed forests: Study of the non-additive effect of fuel mixtures in laboratory.Crossref | GoogleScholarGoogle Scholar |

Della Rocca G, Danti R, Hernando C, Guijarro M, Michelozzi M, Carrillo C, Madrigal J (2020) Terpenoid accumulation links plant health and flammability in the Cypress-Bark Canker pathosystem. Forests 11, 1–16.
Terpenoid accumulation links plant health and flammability in the Cypress-Bark Canker pathosystem.Crossref | GoogleScholarGoogle Scholar |

Dimitrakopoulos A (2001a) A statistical classification of Mediterranean species based on their flammability components. International Journal of Wildland Fire 10, 113–118.
A statistical classification of Mediterranean species based on their flammability components.Crossref | GoogleScholarGoogle Scholar |

Dimitrakopoulos AP (2001b) Thermogravimetric analysis of Mediterranean plant species. Journal of Analytical and Applied Pyrolysis 60, 123–130.
Thermogravimetric analysis of Mediterranean plant species.Crossref | GoogleScholarGoogle Scholar |

Dimitrakopoulos A, Papaioannou KK (2001) Flammability assessment of Mediterranean forest fuels. Fire Technology 37, 143–152.
Flammability assessment of Mediterranean forest fuels.Crossref | GoogleScholarGoogle Scholar |

Dimitrakopoulos AP, Mitsopoulos ID, Kaliva A (2013) Comparing flammability traits among fire-stricken (low elevation) and non fire-stricken (high elevation) conifer forest species of Europe: a test of the Mutch hypothesis. Forest Systems 22, 134–137.

Doran JD, Randall CK, Long AJ (2004) ‘Fire in the wildland–urban interface: Selecting and maintaining firewise plants for landscaping.’ (University of Florida, Institute of Food and Agricultural Sciences and USDA Forest Service, Southern Research Station, Southern Center for Wildland–Urban Interface Research and Information: Florida)

Dunn JC (1973) A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters. Journal of Cybernetics 3, 32–57.
A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters.Crossref | GoogleScholarGoogle Scholar |

Essaghi S, Yessef M, Dehhaoui M, El Amarty F (2017) Assessment of flammability of Moroccan forest fuels: New approach to estimate the flammability index. Forests 8, 443
Assessment of flammability of Moroccan forest fuels: New approach to estimate the flammability index.Crossref | GoogleScholarGoogle Scholar |

Etlinger MG, Beall FC (2004) Development of a laboratory protocol for fire performance of landscape plants. International Journal of Wildland Fire 13, 479–488.
Development of a laboratory protocol for fire performance of landscape plants.Crossref | GoogleScholarGoogle Scholar |

Fakir H (2006) Bozburun Dağı ve çevresi (Antalya-Isparta-Burdur) orman vejetasyonunun ana meşcere tiplerinin floristik kompozisyonu üzerine araştırmalar. Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi 10, 90–98.

Fares S, Bajocco S, Salvati L, Camarretta N, Dupuy J-L, Xanthopoulos G, Guijarro M, Madrigal J, Hernando C, Corona P (2017) Characterizing potential wildland fire fuel in live vegetation in the Mediterranean region. Annals of Forest Science 74, 1
Characterizing potential wildland fire fuel in live vegetation in the Mediterranean region.Crossref | GoogleScholarGoogle Scholar |

Fernandes PM (2013) Fire-smart management of forest landscapes in the Mediterranean basin under global change. Landscape and Urban Planning 110, 175–182.
Fire-smart management of forest landscapes in the Mediterranean basin under global change.Crossref | GoogleScholarGoogle Scholar |

Fernandes PM, Cruz MG (2012) Plant flammability experiments offer limited insight into vegetation–fire dynamics interactions. New Phytologist 194, 606–609.
Plant flammability experiments offer limited insight into vegetation–fire dynamics interactions.Crossref | GoogleScholarGoogle Scholar |

Ferreira-Leite F, Bento-Gonçalves A, Vieira A, da Vinha L (2015) Mega-fires around the world: a literature review. In ‘Wildland Fires – A worldwide reality’. (Eds A Bento-Gonçalves, A Vieira) pp. 15–33. (Nova Publishers: New York, NY)

Fogarty LG (2001) A flammability guide for some common New Zealand native tree and shrub species. Forest Research, Rotorua, in association with the New Zealand Fire Service Commission and National Rural Fire Authority, Wellington. Forest Research Bulletin No. 197, Forest and Rural Fire Scientific and Technical Series, Report No. 6. (New Zealand).

Ganteaume A, Jappiot M (2013) What causes large fires in Southern France. Forest Ecology and Management 294, 76–85.
What causes large fires in Southern France.Crossref | GoogleScholarGoogle Scholar |

Ganteaume A, Jappiot M, Lampin C, Guijarro M, Hernando C (2013a) Flammability of some ornamental species in wildland–urban interfaces in southeastern France: laboratory assessment at particle level. Environmental Management 52, 467–480.
Flammability of some ornamental species in wildland–urban interfaces in southeastern France: laboratory assessment at particle level.Crossref | GoogleScholarGoogle Scholar | 23765042PubMed |

Ganteaume A, Jappiot M, Lampin C (2013b) Assessing the flammability of surface fuels beneath ornamental vegetation in wildland–urban interfaces in Provence (south-eastern France). International Journal of Wildland Fire 22, 333–342.
Assessing the flammability of surface fuels beneath ornamental vegetation in wildland–urban interfaces in Provence (south-eastern France).Crossref | GoogleScholarGoogle Scholar |

Gill AM, Moore PH (1996) ‘Ignitibility of leaves of Australian plants. Centre for Plant Biodiversity.’ Contract report to the Australian Flora Foundation. (Canberra, Australia)

Govett R, Mace T, Bowe S (2010) A practical guide for the determination of moisture content of woody biomass. A Practical Handbook of Basic Information, Definitions, Calculations, Practices and Procedures for Purchasers and Suppliers of Woody Biomass. (Wisconsin, USA).

Grootemaat S, Wright IJ, Bodegom PM, Cornelissen JH, Cornwell WK (2015) Burn or rot: leaf traits explain why flammability and decomposability are decoupled across species. Functional Ecology 29, 1486–1497.
Burn or rot: leaf traits explain why flammability and decomposability are decoupled across species.Crossref | GoogleScholarGoogle Scholar |

Güney CO, Ryan KC, Güney A, Hood SM (2019) Wildfire in Turkey – Fire management challenges at an ancient crossroads of nature & culture. Wildfire 28, 20–26.

Güney A, Zweifel R, Türkan S, Zimmermann R, Wachendorf M, Güney CO (2020) Drought responses and their effects on radial stem growth of two co-occurring conifer species in the Mediterranean mountain range. Annals of Forest Science 77, 1–16.
Drought responses and their effects on radial stem growth of two co-occurring conifer species in the Mediterranean mountain range.Crossref | GoogleScholarGoogle Scholar |

Güngöroğlu C, Güney CO, Sarı A (2014) Yangına dirençli orman projelerine (YARDOP) ait uygulamaların değerlendirilmesi (Antalya örneği). In ‘II.Ulusal Akdeniz Orman ve Çevre Sempozyumu “Akdeniz Ormanlarının Geleceği: Sürdürülebilir Toplum ve Çevre. Isparta’, 22–24 October. pp. 467–476. (Isparta, Turkey)

Hachmi MH, Sesbou A, Benjelloun H, El Handouz N, Bouanane F (2011) A simple technique to estimate the flammability index of Moroccan forest fuels. Journal of Combustion 2011, 1–11.
A simple technique to estimate the flammability index of Moroccan forest fuels.Crossref | GoogleScholarGoogle Scholar |

Kassambara A (2020) Fuzzy C-Means clustering algorithm. (Datanovia) Available at https://www.datanovia.com/en/lessons/fuzzy-clustering-essentials/fuzzy-c-means-clustering-algorithm/ [Accessed 28 December 2020]

Kauf Z (2016) Testing vegetation flammability: Examining seasonal and local differences in six mediterranean tree species. PhD thesis. University of Hohenheim, Stuttgart, Germany. Available at https://d-nb.info/1113686766/34

Kauf Z, Fangmeier A, Rosavec R, Španjol Ž (2014) Testing vegetation flammability: the problem of extremely low ignition frequency and overall flammability score. Journal of Combustion 2014, 1–11.
Testing vegetation flammability: the problem of extremely low ignition frequency and overall flammability score.Crossref | GoogleScholarGoogle Scholar |

Kauf Z, Fangmeier A, Rosavec R, Španjol Ž (2015) Seasonal and local differences in leaf litter flammability of six Mediterranean tree species. Environmental Management 55, 687–701.
Seasonal and local differences in leaf litter flammability of six Mediterranean tree species.Crossref | GoogleScholarGoogle Scholar | 25537154PubMed |

Krix DW, Phillips ML, Murray BR (2019) Relationships among leaf flammability attributes and identifying low-leaf-flammability species at the wildland–urban interface. International Journal of Wildland Fire 28, 295–307.
Relationships among leaf flammability attributes and identifying low-leaf-flammability species at the wildland–urban interface.Crossref | GoogleScholarGoogle Scholar |

Lê S, Josse J, Husson F (2008) FactoMineR: An R package for multivariate analysis. Journal of Statistical Software 25, 1–18.
FactoMineR: An R package for multivariate analysis.Crossref | GoogleScholarGoogle Scholar |

Liodakis S, Kakardakis T (2006) Measuring the particle flammability of forest species from Wildland/Urban Inter-face (WUI) near Athens by thermal analysis. In ‘2006 First International Symposium on Environment Identities and Mediterranean Area. Corte-Ajaccio, France’, 10–13 July. pp. 24–28. (IEEE) Available at
| Crossref |

Liodakis S, Agiovlasitis I, Kakardakis T, Tzamtzis N, Vorisis D, Lois E (2011) Determining hazard risk indices for Mediterranean forest species based on particle flammability properties. Fire Safety Journal 46, 116–124.
Determining hazard risk indices for Mediterranean forest species based on particle flammability properties.Crossref | GoogleScholarGoogle Scholar |

Llusià J, Peñuelas J, Alessio GA, Ogaya R (2011) Species-specific, seasonal, inter-annual, and historically accumulated changes in foliar terpene emission rates in Phillyrea latifolia and Quercus ilex submitted to rain exclusion in the Prades Mountains (Catalonia). Russian Journal of Plant Physiology 58, 126–132.
Species-specific, seasonal, inter-annual, and historically accumulated changes in foliar terpene emission rates in Phillyrea latifolia and Quercus ilex submitted to rain exclusion in the Prades Mountains (Catalonia).Crossref | GoogleScholarGoogle Scholar |

Madrigal J, Hernando C, Guijarro M, Diez C, Marino E, De Castro AJ (2009) Evaluation of forest fuel flammability and combustion properties with an adapted mass loss calorimeter device. Journal of Fire Sciences 27, 323–342.
Evaluation of forest fuel flammability and combustion properties with an adapted mass loss calorimeter device.Crossref | GoogleScholarGoogle Scholar |

Madrigal J, Hernando C, Guijarro M (2013) A new bench-scale methodology for evaluating the flammability of live forest fuels. Journal of Fire Sciences 31, 131–142.
A new bench-scale methodology for evaluating the flammability of live forest fuels.Crossref | GoogleScholarGoogle Scholar |

Martin RE, Gordon DA, Gutierrez ME, Lee DS (1994) Assessing the flammability of domestic and wildland vegetation. In ‘Proceedings of the 12th conference on fire and forest meteorology. Jekyll Island, GA’, 26–28 October 1993. pp. 130–137. (Society of American Foresters)

McCune B, Mefford M (1999) PC-ORD version 4.0, multivariate analysis of ecological data, Users guide. (MjM Software Design: Gleneden Beach, OR, USA).

Mitsopoulos ID (2011) Assessing fuel hazard in Mediterranean forest types. COST STSM Reference Number: COST-STSM-FP0701-7764. Available at http://uaeco.biol.uoa.gr/cost/files/stsm/STSM_COST_FP0701_Report_Mitsopoulos.pdf [Accessed 24 June 2014]

Molina JR, Martín T, Silva FRY, Herrera MÁ (2017) The ignition index based on flammability of vegetation improves planning in the wildland–urban interface: A case study in Southern Spain. Landscape and Urban Planning 158, 129–138.
The ignition index based on flammability of vegetation improves planning in the wildland–urban interface: A case study in Southern Spain.Crossref | GoogleScholarGoogle Scholar |

Moreira F, Viedma O, Arianoutsou M, Curt T, Koutsias N, Rigolot E, Barbati A, Corona P, Vaz P, Xanthopoulos G (2011) Landscape–wildfire interactions in southern Europe: implications for landscape management. Journal of Environmental Management 92, 2389–2402.
Landscape–wildfire interactions in southern Europe: implications for landscape management.Crossref | GoogleScholarGoogle Scholar | 21741757PubMed |

Moreira F, Ascoli D, Safford H, Adams MA, Moreno JM, Pereira JMC, Catry FX, Armesto J, Bond W, González ME, Curt T, Koutsias N, McCaw L, Price O, Pausas JG, Rigolot E, Stephens S, Tavsanoglu C, Vallejo VR, Van Wilgen BW, Xanthopoulos G, Fernandes PM (2020) Wildfire management in Mediterranean-type regions: paradigm change needed. Environmental Research Letters 15, 1–6.

Moritz MA, Batllori E, Bradstock RA, Gill AM, Handmer J, Hessburg PF, Leonard J, McCaffrey S, Odion DC, Schoennagel T (2014) Learning to coexist with wildfire. Nature 515, 58–66.
Learning to coexist with wildfire.Crossref | GoogleScholarGoogle Scholar | 25373675PubMed |

Mu Z, Llusià J, Liu D, Ogaya R, Asensio D, Zhang C, Peñuelas J (2018) Seasonal and diurnal variations of plant isoprenoid emissions from two dominant species in Mediterranean shrubland and forest submitted to experimental drought. Atmospheric Environment 191, 105–115.
Seasonal and diurnal variations of plant isoprenoid emissions from two dominant species in Mediterranean shrubland and forest submitted to experimental drought.Crossref | GoogleScholarGoogle Scholar |

Murray BR, Hardstaff LK, Phillips ML (2013) Differences in leaf flammability, leaf traits and flammability-trait relationships between native and exotic plant species of dry sclerophyll forest. PLoS One 8, 1–8.
Differences in leaf flammability, leaf traits and flammability-trait relationships between native and exotic plant species of dry sclerophyll forest.Crossref | GoogleScholarGoogle Scholar |

Mutch RW (1970) Wildland fires and ecosystems‐a hypothesis. Ecology 51, 1046–1051.
Wildland fires and ecosystems‐a hypothesis.Crossref | GoogleScholarGoogle Scholar |

Neyişci T (1987) Yavaş yanan bitki türleri üzerine bir çalışma. Doğa TU. Tar. ve Or. Dergisi 11, 595–604.

Ormeno E, Cespedes B, Sanchez IA, Velasco-García A, Moreno JM, Fernandez C, Baldy V (2009) The relationship between terpenes and flammability of leaf litter. Forest Ecology and Management 257, 471–482.
The relationship between terpenes and flammability of leaf litter.Crossref | GoogleScholarGoogle Scholar |

Pan S, Liu C, Zhang W, Xu S, Wang N, Li Y, Gao J, Wang Y, Wang G (2013) The scaling relationships between leaf mass and leaf area of vascular plant species change with altitude. PLoS One 8, 1–4.
The scaling relationships between leaf mass and leaf area of vascular plant species change with altitude.Crossref | GoogleScholarGoogle Scholar |

Parsons AL, Balch JK, de Andrade RB, Brando PM (2015) The role of leaf traits in determining litter flammability of south-eastern Amazon tree species. International Journal of Wildland Fire 24, 1143–1153.
The role of leaf traits in determining litter flammability of south-eastern Amazon tree species.Crossref | GoogleScholarGoogle Scholar |

Pausas JG, Moreira B (2012) Flammability as a biological concept. New Phytologist 194, 610–613.
Flammability as a biological concept.Crossref | GoogleScholarGoogle Scholar |

Pausas J, Alessio G, Moreira B, Segarra-Moragues J (2016) Secondary compounds enhance flammability in a Mediterranean plant. Oecologia 180, 103–110.
Secondary compounds enhance flammability in a Mediterranean plant.Crossref | GoogleScholarGoogle Scholar | 26416250PubMed |

Pausas JG, Keeley JE, Schwilk DW (2017) Flammability as an ecological and evolutionary driver. Journal of Ecology 105, 289–297.
Flammability as an ecological and evolutionary driver.Crossref | GoogleScholarGoogle Scholar |

Pellizzaro G, Cesaraccio C, Duce P, Ventura A, Zara P (2007) Relationships between seasonal patterns of live fuel moisture and meteorological drought indices for Mediterranean shrubland species. International Journal of Wildland Fire 16, 232–241.
Relationships between seasonal patterns of live fuel moisture and meteorological drought indices for Mediterranean shrubland species.Crossref | GoogleScholarGoogle Scholar |

Pickett BM, Isackson C, Wunder R, Fletcher TH, Butler BW, Weise DR (2009) Flame interactions and burning characteristics of two live leaf samples1. International Journal of Wildland Fire 18, 865–874.
Flame interactions and burning characteristics of two live leaf samples1.Crossref | GoogleScholarGoogle Scholar |

Popović Z, Bojović S, Marković M, Cerdà A (2021) Tree species flammability based on plant traits: A synthesis. Science of the Total Environment 800, 149625
Tree species flammability based on plant traits: A synthesis.Crossref | GoogleScholarGoogle Scholar |

Salvati L, Ferrara A (2014) Do land cover changes shape sensitivity to forest fires in peri-urban areas? Urban Forestry & Urban Greening 13, 571–575.
Do land cover changes shape sensitivity to forest fires in peri-urban areas?Crossref | GoogleScholarGoogle Scholar |

Schwilk DW (2015) Dimensions of plant flammability. New Phytologist 206, 486–488.
Dimensions of plant flammability.Crossref | GoogleScholarGoogle Scholar |

Sluiter A, Hames B, Ruiz R, Scarlata C, Sluiter J, Templeton D (2008) Determination of ash in biomass. National Renewable Energy Laboratory. Laboratory Analytical Procedure (LAP) Technical Report NREL. (Golden, Colorado).

Torra V (2005) Fuzzy C-means for fuzzy hierarchical clustering. In ‘The 2005 IEEE International Conference on Fuzzy Systems. Reno, Nevada, USA’, 22–25 May. pp. 646–651. (IEEE) Available at
| Crossref |

Turkish General Directorate of Forestry (2018) Orman yangınları ile mücadele faaliyetleri 2018 yılı değerlendirme raporu. Turkish General Directoreate of Forestry, technical report on fires statistics (Ankara, Turkey). [In Turkish]

Turkish State Meteorological Service (2020) 1930–2018 meteorological statistics. Available at https://www.mgm.gov.tr/veridegerlendirme/il-ve-ilceler-istatistik.aspx?k=H&m=ANTALYA [Accessed 16 December 2020]

Valette J-C (1990) Inflammabilités des espèces forestières méditerranéennes. Conséquences sur la combustibilité des formations forestières. Revue Forestière Française 42, 76–92.
Inflammabilités des espèces forestières méditerranéennes. Conséquences sur la combustibilité des formations forestières.Crossref | GoogleScholarGoogle Scholar |

Valette, J-C (1997) Inflammabilities of Mediterranean species. In ‘Course on Forest Fire Risk and Management. General Directorate for Science, Research and Development of the European Commission European School of Climatology and Natural Hazards. Halkidiki, Greece’, 27 May–4 June.

White RH, Zipperer WC (2010) Testing and classification of individual plants for fire behaviour: plant selection for the wildland–urban interface. International Journal of Wildland Fire 19, 213–227.
Testing and classification of individual plants for fire behaviour: plant selection for the wildland–urban interface.Crossref | GoogleScholarGoogle Scholar |

Wickham H (2009) ‘ggplot2 – Elegant graphics for data analysis.’ (Springer: New York, NY)

Xanthopoulos G, Calfapietra C, Fernandes P (2012) Fire hazard and flammability of European forest types. In ‘Post-fire management and restoration of southern European forests’. (Eds F Moreira, M Arianoutsou, P Corona, J De las Heras) pp. 79–92. (Springer: Dordrecht) Available at https://doi.org/10.1007/978-94-007-2208-8_4