Abstract
Wildfires are expected to increase in Mediterranean landscapes as a result of climate change and changes in land-use practices. In order to advance our understanding of human and physical factors shaping spatial patterns of wildfires in the region, we compared two independently generated datasets of wildfires for Israel that cover approximately the same study period. We generated a site-based dataset containing the location of 10,879 wildfires (1991–2011), and compared it to a dataset of burnt areas derived from MODIS imagery (2000–2011). We hypothesized that the physical and human factors explaining the spatial distribution of burnt areas derived from remote sensing (mostly large fires, >100 ha) will differ from those explaining site-based wildfires recorded by national agencies (mostly small fires, <10 ha). Small wildfires recorded by forestry agencies were concentrated within planted forests and near built-up areas, whereas the largest wildfires were located in more remote regions, often associated with military training areas and herbaceous vegetation. We conclude that to better understand wildfire dynamics, consolidation of wildfire databases should be achieved, combining field reports and remote sensing. As nearly all wildfires in Mediterranean landscapes are caused by human activities, improving the management of forest areas and raising public awareness to fire risk are key considerations in reducing fire danger.
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References
Ager AA, Vaillant NM, Finney MA, Preisler HK (2012) Analyzing wildfire exposure and source–sink relationships on a fire prone forest landscape. For Ecol Manage 267:271–283
Ager AA, Preisler HK, Arca B, Spano D, Salis M (2014) Wildfire risk estimation in the Mediterranean area. Environmetrics 25:384–396
Badia A, Sauŕi D, Cerdan R, Llurdés JC (2002) Causality and management of forest fires in Mediterranean environments: an example from Catalonia. Global Environ Change Part B Environ Hazards 4:23–32
Bajocco S, Ricotta C (2008) Evidence of selective burning in Sardinia (Italy): which land-cover classes do wildfires prefer? Landsc Ecol 23:241–248
Barton K (2012) MuMIn: multi-model inference. R package version 1.8.0
Bastarrika A, Chuvieco E, Martín MP (2011) Mapping burned areas from Landsat TM/ETM + data with a two-phase algorithm: balancing omission and commission errors. Remote Sens Environ 115:1003–1012
Baugh K, Hsu FC, Elvidge CD, Zhizhin M (2013) Nighttime lights compositing using the VIIRS day-night band: preliminary results. Proc Asia-Pacific Adv Netw 35:70–86
Bjørnstad O (2012) ncf: spatial nonparametric covariance functions. R package version 1.1–4. http://CRAN.R-project.org/package=ncf
Burnham KP, Anderson DR (2002) Model selection and multimodel inference: a practical information-theoretic approach, 2nd edn. Springer, New York
Cardille JA, Ventura SJ, Turner MG (2001) Environmental and social factors influencing wildfires in the Upper Midwest, United States. Ecol Appl 11:111–127
Carmel Y, Kadmon R (1999) Effects of grazing and topography on long-term vegetation changes in a Mediterranean ecosystem in Israel. Plant Ecol 145:243–254
Carmel Y, Paz S, Jahashan F, Shoshany M (2009) Assessing fire risk using Monte Carlo simulations of fire spread. For Ecol Manage 257:370–377
Catry FX, Rego FC, Bação FL, Moreira F (2009) Modeling and mapping wildfire ignition risk in Portugal. International Journal of Wildland Fire 18:921–931
Chuvieco E, Congalton RG (1988) Mapping and inventory of forest fires from digital processing of TM data. Geocarto International 3:41–53
Chuvieco E, Aguado I, Yebra M, Nieto H, Salas J, Martín MP, Vilar L, Martínez J, Martín S, Ibarra P, de la Riva J, Baeza J, Rodríguez F, Molina JR, Herrera MA, Zamora R (2010) Development of a framework for fire risk assessment using remote sensing and geographic information system technologies. Ecol Model 221:46–58
Clifford P, Richardson S, Hemon D (1989) Assessing the significance of the correlation between two spatial processes. Biometrics 45:123–134
Cohen JD (2000) Preventing disaster: home ignitability in the wildland-urban interface. J Forest 98:15–21
Duveiller G, Defourny P (2010) A conceptual framework to define the spatial resolution requirements for agricultural monitoring using remote sensing. Remote Sens Environ 114:2637–2650
Garcia CV, Woodard PM, Titus SJ, Adamowicz WL, Lee BS (1995) A logit model for predicting the daily occurrence of human caused forest-fires. Int J Wildland Fire 5:101–111
Giglio L, Schroeder W (2014) A global feasibility assessment of the bi-spectral fire temperature and area retrieval using MODIS data. Remote Sens Environ 152:166–173
Giglio L, Loboda T, Roy DP, Quayle B, Justice CO (2009) An active-fire based burned area mapping algorithm for the MODIS sensor. Remote Sens Environ 113:408–420
González JR, Pukkala T (2007) Characterization of forest fires in Catalonia (north-east Spain). Eur J Forest Res 126:421–429
Goodwin NR, Collett LJ (2014) Development of an automated method for mapping fire history captured in Landsat TM and ETM + time series across Queensland, Australia. Remote Sens Environ 148:206–221
Hantson S, Padilla M, Corti D, Chuvieco E (2013) Strengths and weaknesses of MODIS hotspots to characterize global fire occurrence. Remote Sens Environ 131:152–159
Hengl T (2006) Finding the right pixel size. Comput Geosci 32:1283–1298
Kadmon R, Danin A (1999) Distribution of plant species in Israel in relation to spatial variation in rainfall. J Veg Sci 10:421–432
Kaplan M (2003) Built-up areas in Israel. Israel Ministry of Environmental Protection, Jerusalem
Karau EC, Sikkink PG, Keane RE, Dillon GK (2014) Integrating satellite imagery with simulation modeling to improve burn severity mapping. Environ Manage 54:98–111
Kasischke ES, Turetsky MR (2006) Recent changes in the fire regime across the North American boreal region—spatial and temporal patterns of burning across Canada and Alaska. Geophys Res Lett 33:L09703. doi:10.1029/2006GL025677
Keane RE, Burgan R, van Wagtendonk J (2001) Mapping wildland fuels for fire management across multiple scales: integrating remote sensing, GIS, and biophysical modeling. Int J Wildland Fire 10:301–319
Keeley JE, Fotheringham CJ, Morais M (1999) Reexamining fire suppression impacts on brushland fire regimes. Science 284:1829–1832
Keidar G (2001) Causes and factors in forest fires in Israel. Thesis submitted for MA degree, Department of Geography, University of Haifa, Haifa, Israel (in Hebrew)
Kovats S, Valentini R, Bouwer LM, Georgopoulou E, Jacob D, Martin E, Rounsevell M, Soussana JF, et al (2014) Chapter 23—Europe, in outline of the working group II contribution to the IPCC fifth assessment report, climate change 2014: impacts, adaptation, and vulnerability. https://www.ipcc.ch/pdf/assessment-report/ar5/wg2/drafts/fd/WGIIAR5-Chap23_FGDall.pdf. Accessed 20 Apr 2016
Kutiel H (2012) Weather conditions and forest fire propagation—the case of the carmel fire, December 2010. Israel J Ecol Evol 58:113–122
Kutiel H, Kutiel P (1991) The distribution of autumnal easterly wind spells favoring rapid spread of forest wildfires on Mount Carmel, Israel. GeoJournal 23:147–152
Levin N (2016) Human factors explain the majority of MODIS-derived trends in vegetation cover in Israel: a densely populated country in the eastern Mediterranean. Reg Environ Change 16:1197–1211
Levin N, Duke Y (2012) High spatial resolution night-time light images for demographic and socio-economic studies. Remote Sens Environ 119:1–10
Levin N, Heimowitz A (2012) Mapping spatial and temporal patterns of Mediterranean wildfires from MODIS. Remote Sens Environ 126:12–26
Levin N, Saaroni H (1999) Fire weather in Israel—synoptic climatological analysis. GeoJournal 47:523–538
Levin N, Legge S, Price B, Bowen M, Litvack E, Maron M, McAlpine C (2012) MODIS time series as a tool for monitoring fires and their effects on savanna bird diversity. Int J Wildland Fire 21:680–694
Martínez J, Vega-Garcia C, Chuvieco E (2009) Human-caused wildfire risk rating for prevention planning in Spain. J Environ Manage 90:1241–1252
Moreira F, Rego FC, Ferreira PG (2001) Temporal (1958–1995) pattern of change in a cultural landscape of northwestern Portugal: implications for fire occurrence. Landscape Ecol 16:557–567
Moreira F, Catry FX, Rego F, Bacao F (2010) Size-dependent pattern of wildfire ignitions in Portugal: when do ignitions turn into big fires? Landscape Ecol 25:1405–1417
Moreira F, Viedma O, Arianoutsou M, Curt T, Koutsias N, Rigolot E, Barbati A, Corona P, Vaz P, Xanthopoulos G, Mouillot F, Bilgili E (2011) Landscape—wildfire interactions in southern Europe: implications for landscape management. J Environ Manage 92:2389–2402
Moreno JM, Vazquez A, Velez R (1998) Recent history of forest fires in Spain. In: Moreno M (ed) Large forest fires. Backuys Publishers, Leiden, pp 159–186
Mouillot F, Field CB (2005) Fire history and the global carbon budget: a 1° × 1° fire history reconstruction for the 20th century. Glob Change Biol 11:398–420
Mouillot F, Schultz MG, Yue C, Cadule P, Tansey K, Ciais P, Chuvieco E (2014) Ten years of global burned area products from spaceborne remote sensing—a review: analysis of user needs and recommendations for future developments. Int J Appl Earth Obs Geoinf 26:64–79
Ne’eman G, Izhaki I, Keeley JE (2012) Fire in the Mediterranean—from genes to ecosystems. Israel Journal of Ecology and Evolution 58:103–111
Oliveira S, Oehler F, San-Miguel-Ayanz J, Camia A, Pereira JM (2012) Modeling spatial patterns of fire occurrence in Mediterranean Europe using multiple regression and random forest. For Ecol Manage 275:117–129
Pausas JG (2004) Changes in fire and climate in the eastern Iberian Peninsula (Mediterranean basin). Clim Change 63:337–350
Pausas JG, Keeley JE (2014) Abrupt climate-independent fire regime changes. Ecosystems 17:1109–1120
Pausas JG, Vallejo VR (1999) The role of fire in European Mediterranean ecosystems. In: Chuvieco E (ed) Remote sensing of large wildfires in the European Mediterranean Basin. Springer, Berlin, pp 3–16
Paz S, Carmel Y, Jahshan F, Shoshany M (2011) Post-fire analysis of pre-fire mapping of fire-risk: a recent case study from Mt. Carmel (Israel). For Ecol Manage 262:1184–1188
Paz S, Inbar M, Kutiel H, Malkinson D, Tessler N, Wittenberg L (2016) Wildfires in the eastern Mediterranean as a result of lightning activity—a change in the conventional knowledge. International Journal of Wildland Fire. doi:10.1071/WF15147
Perevolotsky A, Sheffer E (2009) Forest management in Israel—the ecological alternative. Israel J Plant Sci 57:35–48
Radke J (1995) Modeling urban/wildland interface fire hazards within a geographic information system. Geogr Inf Sci 1:9–21
Ricotta C, Di Vito S (2014) Modeling the landscape drivers of fire recurrence in Sardinia (Italy). Environ Manage 53:1077–1084
Rodrigues M, San Miguel J, Oliveira S, Moreira F, Camia A (2013) An insight into spatial-temporal trends of fire ignitions and burned areas in the European Mediterranean countries. J Earth Sci Eng 3:497–505
Rodriguez y Silva FR, Martínez JRM, González-Cabán A (2014) A methodology for determining operational priorities for prevention and suppression of wildland fires. Int J Wildland Fire 23:544–554
Rollins MG (2009) LANDFIRE: a nationally consistent vegetation, wildland fire, and fuel assessment. Int J Wildland Fire 18:235–249
Romero-Calcerrada R, Novillo CJ, Millington JDA, Gomez-Jimenez I (2008) GIS analysis of spatial patterns of human-caused wildfire ignition risk in the SW of Madrid (Central Spain). Landsc Ecol 23:341–354
Roy DP, Boschetti L, Justice CO, Ju J (2008) The collection 5 MODIS burned area product—global evaluation by comparison with the MODIS active fire product. Remote Sens Environ 112:3690–3707
Roy DP, Wulder MA, Loveland TR, Woodcock CE, Allen RG, Anderson MC, Zhu Z (2014) Landsat-8: science and product vision for terrestrial global change research. Remote Sens Environ 145:154–172
Safriel UN (1997) The Carmel fire and its conservation repercussions. Int J Wildland Fire 7:277–284
Salis M, Ager AA, Finney MA, Arca B, Spano D (2014) Analyzing spatiotemporal changes in wildfire regime and exposure across a Mediterranean fire-prone area. Nat Hazards 71:1389–1418
San-Miguel-Ayanz J, Moreno JM, Camia A (2013) Analysis of large fires in European Mediterranean landscapes: lessons learned and perspectives. For Ecol Manage 294:11–22
Schaffer G, Levin N (2014) Mapping human induced landscape changes in Israel between the end of the 19th century and the beginning of the 21th century. Journal of Landscape Ecology 7:109–139
State of Israel (2013) Israel national fire and rescue forces regulations (forest population protection program)—2013 (in Hebrew)
Syphard AD, Radeloff VC, Keeley JE, Hawbaker TJ, Clayton MK, Stewart SI, Hammer RB (2007) Human influence on California fire regimes. Ecol Appl 17:1388–1402
Taylor SW, Alexander ME (2006) Science, technology, and human factors in fire danger rating: the Canadian experience. Int J Wildland Fire 15:121–135
Tessler N (2012) Documentation and analysis of wildfire regimes on Mount Carmel and the Jerusalem hills. Horiz Geogr 79–80:184–193
Tessler N, Wittenberg L, Provizor E, Greenbaum N (2014) The influence of short-interval recurrent forest fires on the abundance of Aleppo pine (Pinus halepensis Mill.) on Mount Carmel, Israel. For Ecol Manag 324:109–116
Tessler N, Sapir Y, Wittenberg L, Greenbaum N (2015) Recovery of Mediterranean vegetation after recurrent forest fires: insight from the 2010 forest fire on Mount Carmel. Land Degrad Dev, Israel. doi:10.1002/ldr.2419
Turco M, Llasat MC, von Hardenberg J, Provenzale A (2014) Climate change impacts on wildfires in a Mediterranean environment. Clim Change 125:369–380
Zerubavel Y (1996) The forest as a national icon: literature, politics, and the archaeology of memory. Israel Stud 1:60–99
Zuur AF, Ieno EN, Smith GM (2007) Analysing ecological data. Springer, New York
Acknowledgments
We would like to thank the following people who helped us with data collection for generating the GIS dataset of wildfires: Alon Halutzy, Alon Levy, Amotz Dafni, Chanoch Zoref, David Avlagon, Gil Sapir, Gal Vine, Hava Lahav, Hezi Levi, Israel Tauber, John Woodcock, Lior Cohen, Menachem Moshe, Menachem Fried, Naftali Gedalyahu, Natan Elbaz, Ofer Beeri, Rafael Piton, Shay Levy, Shimon Harush, Sharon Tal, Tzvika Avni, Yehuda Nisan, and Zeev Shabtai. The JNF provided aerial photographs and other valuable data. We thank Noam Halfon and Amit Savir from the Israeli Meteorological Service for providing us with the monthly gridded datasets of rainfall and of maximum temperature.
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Levin, N., Tessler, N., Smith, A. et al. The Human and Physical Determinants of Wildfires and Burnt Areas in Israel. Environmental Management 58, 549–562 (2016). https://doi.org/10.1007/s00267-016-0715-1
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DOI: https://doi.org/10.1007/s00267-016-0715-1