{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T20:41:43Z","timestamp":1772829703222,"version":"3.50.1"},"reference-count":57,"publisher":"MDPI AG","issue":"23","license":[{"start":{"date-parts":[[2019,11,28]],"date-time":"2019-11-28T00:00:00Z","timestamp":1574899200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/100010661","name":"Horizon 2020","doi-asserted-by":"publisher","award":["641762"],"award-info":[{"award-number":["641762"]}],"id":[{"id":"10.13039\/100010661","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Fires have significant impacts on soil erosion and water supply that may be exacerbated by future climate. The aims of this study were: To simulate the effects of a large fire event in the SWAT (Soil and Water Assessment Tool) hydrological model previously calibrated to a medium-sized watershed in Portugal; and to predict the hydrological impacts of large fires and future climate on water supply and soil erosion. For this, post-fire recovery was parametrized in SWAT based on satellite information, namely, the fraction of vegetation cover (FVC) calculated from the normalized difference vegetation index (NDVI). The impact of future climate was based on four regional climate models under the stabilization (RCP 4.5) and high emission (RCP 8.5) scenarios, focusing on mid-century projections (2020\u20132049) compared to a historical period (1970\u20131999). Future large fire events (&gt;3000 ha) were predicted from a multiple linear regression model, which uses the daily severity rating (DSR) fire weather index, precipitation anomaly, and burnt area in the previous three years; and subsequently simulated in SWAT under each climate model\/scenario. Results suggest that time series of satellite indices are useful to inform SWAT about vegetation growth and post-fire recovery processes. Different land cover types require different time periods for returning to the pre-fire fraction of vegetation cover, ranging from 3 years for pines, eucalypts, and shrubs, to 6 years for sparsely vegetated low scrub. Future climate conditions are expected to include an increase in temperatures and a decrease in precipitation with marked uneven seasonal distribution, and this will likely trigger the growth of burnt area and an increased frequency of large fires, even considering differences across climate models. The future seasonal pattern of precipitation will have a strong influence on river discharge, with less water in the river during spring, summer, and autumn, but more discharge in winter, the latter being exacerbated under the large fire scenario. Overall, the decrease in water supply is more influenced by climate change, whereas soil erosion increase is more dependent on fire, although with a slight increase under climate change. These results emphasize the need for adaptation measures that target the combined hydrological consequences of future climate, fires, and post-fire vegetation dynamics.<\/jats:p>","DOI":"10.3390\/rs11232832","type":"journal-article","created":{"date-parts":[[2019,11,29]],"date-time":"2019-11-29T10:58:21Z","timestamp":1575025101000},"page":"2832","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":19,"title":["Hydrological Impacts of Large Fires and Future Climate: Modeling Approach Supported by Satellite Data"],"prefix":"10.3390","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1841-209X","authenticated-orcid":false,"given":"Claudia","family":"Carvalho-Santos","sequence":"first","affiliation":[{"name":"CIBIO-InBIO\u2014Centro de Investiga\u00e7\u00e3o em Biodiversidade e Recursos Gen\u00e9ticos, Laborat\u00f3rio Associado, Universidade do Porto, Campus Agr\u00e1rio Vair\u00e3o, 4485-661 Vila do Conde, Portugal"},{"name":"CBMA\u2014Centre of Molecular and Environmental Biology, University of Minho, 4710\u2013057 Braga, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5423-5890","authenticated-orcid":false,"given":"Bruno","family":"Marcos","sequence":"additional","affiliation":[{"name":"CIBIO-InBIO\u2014Centro de Investiga\u00e7\u00e3o em Biodiversidade e Recursos Gen\u00e9ticos, Laborat\u00f3rio Associado, Universidade do Porto, Campus Agr\u00e1rio Vair\u00e3o, 4485-661 Vila do Conde, Portugal"},{"name":"Faculdade de Ci\u00eancias, Universidade do Porto, Rua do Campo Alegre, FC4-Biologia, 4169-007 Porto, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0164-249X","authenticated-orcid":false,"given":"Jo\u00e3o","family":"Nunes","sequence":"additional","affiliation":[{"name":"CE3C\u2014Centre for Ecology, Evolution and Environmental Changes, Faculdade de Ci\u00eancias, Universidade de Lisboa, Campo Grande 016, 1749-016 Lisboa, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1983-936X","authenticated-orcid":false,"given":"Adri\u00e1n","family":"Regos","sequence":"additional","affiliation":[{"name":"CIBIO-InBIO\u2014Centro de Investiga\u00e7\u00e3o em Biodiversidade e Recursos Gen\u00e9ticos, Laborat\u00f3rio Associado, Universidade do Porto, Campus Agr\u00e1rio Vair\u00e3o, 4485-661 Vila do Conde, Portugal"},{"name":"Departamento de Zoolox\u00eda, Xen\u00e9tica e Antropolox\u00eda F\u00edsica, Universidade de Santiago de Compostela, 15782 Santiago de Compostela, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1683-5267","authenticated-orcid":false,"given":"Elisa","family":"Palazzi","sequence":"additional","affiliation":[{"name":"Institute of Atmospheric Sciences and Climate, National Research Council (ISAC-CNR), Corso Fiume 4, 10133 Torino, Italy"}]},{"given":"Silvia","family":"Terzago","sequence":"additional","affiliation":[{"name":"Institute of Atmospheric Sciences and Climate, National Research Council (ISAC-CNR), Corso Fiume 4, 10133 Torino, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9462-5938","authenticated-orcid":false,"given":"Ant\u00f3nio","family":"Monteiro","sequence":"additional","affiliation":[{"name":"CIBIO-InBIO\u2014Centro de Investiga\u00e7\u00e3o em Biodiversidade e Recursos Gen\u00e9ticos, Laborat\u00f3rio Associado, Universidade do Porto, Campus Agr\u00e1rio Vair\u00e3o, 4485-661 Vila do Conde, Portugal"},{"name":"Institute of Geography and Spatial Planning- MOPT unit, University of Lisbon, Rua Branca Edm\u00e9e Marques, 1600-276 Lisbon, Portugal"}]},{"given":"Jo\u00e3o","family":"Honrado","sequence":"additional","affiliation":[{"name":"CIBIO-InBIO\u2014Centro de Investiga\u00e7\u00e3o em Biodiversidade e Recursos Gen\u00e9ticos, Laborat\u00f3rio Associado, Universidade do Porto, Campus Agr\u00e1rio Vair\u00e3o, 4485-661 Vila do Conde, Portugal"},{"name":"Faculdade de Ci\u00eancias, Universidade do Porto, Rua do Campo Alegre, FC4-Biologia, 4169-007 Porto, Portugal"}]}],"member":"1968","published-online":{"date-parts":[[2019,11,28]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.ecocom.2014.09.001","article-title":"Hydrological services and the role of forests: Conceptualization and indicator-based analysis with an illustration at a regional scale","volume":"20","author":"Honrado","year":"2014","journal-title":"Ecol. Complex."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1016\/j.watres.2010.08.051","article-title":"Implications of land disturbance on drinking water treatability in a changing climate: Demonstrating the need for \u201csource water supply and protection\u201d strategies","volume":"45","author":"Emelko","year":"2011","journal-title":"Water Res."},{"key":"ref_3","first-page":"944","article-title":"Effects of prescribed fires on soil properties: A review","volume":"613\u2013614","author":"Outeiro","year":"2018","journal-title":"Sci. Total Environ."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"687","DOI":"10.1002\/hyp.11434","article-title":"Assessing water contamination risk from vegetation fires: Challenges, opportunities and a framework for progress","volume":"32","author":"Nunes","year":"2018","journal-title":"Hydrol. Process."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"3821","DOI":"10.1038\/s41467-018-06358-z","article-title":"Exacerbated fires in Mediterranean Europe due to anthropogenic warming projected with non-stationary climate-fire models","volume":"9","author":"Turco","year":"2018","journal-title":"Nat. Commun."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"889","DOI":"10.1111\/geb.12596","article-title":"Fire and plant diversity at the global scale","volume":"26","author":"Pausas","year":"2017","journal-title":"Glob. Ecol. Biogeogr."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"20150345","DOI":"10.1098\/rstb.2015.0345","article-title":"Global trends in wildfire and its impacts: Perceptions versus realities in a changing world","volume":"371","author":"Doerr","year":"2016","journal-title":"Philos. Trans. R. Soc. B Biol. Sci."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"685","DOI":"10.1016\/j.foreco.2009.09.002","article-title":"Trends in global wildfire potential in a changing climate","volume":"259","author":"Liu","year":"2010","journal-title":"For. Ecol. Manag."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Brotons, L., and Duane, A. (2019). Correspondence: Uncertainty in climate-vegetation feedbacks on fire regimes challenges reliable long-term projections of burnt area from correlative models. Fire, 2.","DOI":"10.3390\/fire2010008"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.2134\/jeq2013.11.0466","article-title":"Applications of the SWAT model special section: Overview and insights","volume":"43","author":"Gassman","year":"2014","journal-title":"J. Environ. Qual."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"365","DOI":"10.1016\/j.envres.2018.04.029","article-title":"Predicting the effectiveness of different mulching techniques in reducing post-fire runoff and erosion at plot scale with the RUSLE, MMF and PESERA models","volume":"165","author":"Vieira","year":"2018","journal-title":"Environ. Res."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"4427","DOI":"10.1002\/hyp.10509","article-title":"Modelling surface runoff to evaluate the effects of wildfires in multiple semi-arid, shrubland-dominated catchments","volume":"29","author":"Moussoulis","year":"2015","journal-title":"Hydrol. Process."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1016\/j.jhydrol.2016.02.025","article-title":"The effects of climate change and extreme wildfire events on runoff erosion over a mountain watershed","volume":"536","author":"Gould","year":"2016","journal-title":"J. Hydrol."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1535","DOI":"10.1002\/ldr.2507","article-title":"Physically-based modelling of the post-fire runoff response of a forest catchment in central portugal: Using field versus remote sensing based estimates of vegetation recovery","volume":"27","author":"Nunes","year":"2016","journal-title":"Land Degrad. Dev."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1396","DOI":"10.1002\/eco.1590","article-title":"Hydrological impacts of climate and land-use changes in a mountain watershed: Uncertainty estimation based on model comparison","volume":"8","author":"Zabalza","year":"2015","journal-title":"Ecohydrology"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1261","DOI":"10.1016\/j.scitotenv.2018.09.289","article-title":"Wildfires and their impact on the water supply of a large neotropical metropolis: A simulation approach","volume":"651","author":"Rodrigues","year":"2019","journal-title":"Sci. Total Environ."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1007\/s40710-014-0004-z","article-title":"Potential effects of forest fires on streamflow in the enipeas river basin, thessaly, Greece","volume":"1","author":"Batelis","year":"2014","journal-title":"Environ. Process."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"2527","DOI":"10.5194\/hess-22-2527-2018","article-title":"Assessing the long-term hydrologic response to wildfires in mountainous regions","volume":"22","author":"Havel","year":"2017","journal-title":"Hydrol. Earth Syst. Sci. Discuss."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"776","DOI":"10.1002\/ldr.2776","article-title":"Afforestation, subsequent forest fires and provision of hydrological services: A model-based analysis for a Mediterranean mountainous catchment","volume":"788","author":"Nunes","year":"2018","journal-title":"Land Degrad. Dev."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1371\/journal.pone.0201680","article-title":"Mapping future fire probability under climate change: Does vegetation matter?","volume":"13","author":"Syphard","year":"2018","journal-title":"PLoS ONE"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Wu, M., Knorr, W., Thonicke, K., Schurgers, G., Camia, A., and Arneth, A. (2015). Sensitivity of burned area in Europe to climate change, atmospheric CO2 levels, and demography: A comparison of two fire-vegetation models. J. Geophys. Res. Biogeosci., 1\u201317.","DOI":"10.1002\/2015JG003036"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1810","DOI":"10.1111\/2041-210X.13018","article-title":"Integration of satellite remote sensing data in ecosystem modelling at local scales: Practices and trends","volume":"2018","author":"Pasetto","year":"2018","journal-title":"Methods Ecol. Evol."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1113","DOI":"10.5194\/hess-23-1113-2019","article-title":"Multi-site calibration and validation of SWAT with satellite-based evapotranspiration in a data-sparse catchment in southwestern Nigeria","volume":"23","author":"Odusanya","year":"2019","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"2049","DOI":"10.1016\/j.jhydrol.2014.10.003","article-title":"Combined uncertainty of hydrological model complexity and satellite-based forcing data evaluated in two data-scarce semi-arid catchments in Ethiopia","volume":"519","author":"Knoche","year":"2014","journal-title":"J. Hydrol."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1533","DOI":"10.1080\/014311698215333","article-title":"The derivation of the green vegetation fraction from NOAA\/AVHRR data for use in numerical weather prediction models","volume":"19","author":"Gutman","year":"1998","journal-title":"Int. J. Remote Sens."},{"key":"ref_26","first-page":"3","article-title":"STL: A seasonal-trend decomposition procedure based on loess","volume":"6","author":"Cleveland","year":"1990","journal-title":"J. Off. Stat."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"720","DOI":"10.1002\/hyp.10621","article-title":"Assessing the effects of land cover and future climate conditions on the provision of hydrological services in a medium-sized watershed of Portugal","volume":"30","author":"Nunes","year":"2016","journal-title":"Hydrol. Process."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"1557","DOI":"10.1007\/s10113-015-0892-0","article-title":"Ecosystem services and biodiversity conservation under forestation scenarios: Options to improve management in the Vez watershed, NW Portugal","volume":"16","author":"Honrado","year":"2016","journal-title":"Reg. Environ. Chang."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1016\/j.geoderma.2016.03.016","article-title":"Evaluation of RUSLE and PESERA models for predicting soil erosion losses in the first year after wildfire in NW Spain","volume":"273","author":"Vega","year":"2016","journal-title":"Geoderma"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"747","DOI":"10.1038\/nature08823","article-title":"The next generation of scenarios for climate change research and assessment","volume":"463","author":"Moss","year":"2010","journal-title":"Nature"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"77","DOI":"10.1007\/s10584-011-0151-4","article-title":"RCP4.5: A pathway for stabilization of radiative forcing by 2100","volume":"109","author":"Thomson","year":"2011","journal-title":"Clim. Chang."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1029\/2008JD010201","article-title":"A European daily high-resolution gridded data set of surface temperature and precipitation for 1950\u20132006","volume":"113","author":"Haylock","year":"2008","journal-title":"J. Geophys. Res. Atmos."},{"key":"ref_33","first-page":"49","article-title":"A trend-preserving bias correction\u2014The ISI-MIP approach","volume":"4","author":"Hempel","year":"2013","journal-title":"Earth Syst. Dyn. Discuss."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1007\/s10584-016-1683-4","article-title":"Towards a fair comparison of statistical and dynamical downscaling in the framework of the EURO-CORDEX initiative","volume":"137","author":"Casanueva","year":"2016","journal-title":"Clim. Chang."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"830","DOI":"10.1175\/JHM-D-13-096.1","article-title":"Stochastic rainfall downscaling of climate models","volume":"15","author":"Palazzi","year":"2014","journal-title":"J. Hydrometeorol."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"2825","DOI":"10.5194\/nhess-18-2825-2018","article-title":"Stochastic downscaling of precipitation in complex orography: A simple method to reproduce a realistic fine-scale climatology","volume":"18","author":"Terzago","year":"2018","journal-title":"Nat. Hazards Earth Syst. Sci."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.agrformet.2014.11.018","article-title":"Different approaches to model future burnt area in the Iberian Peninsula","volume":"202","author":"Sousa","year":"2015","journal-title":"Agric. Meteorol."},{"key":"ref_38","unstructured":"Van Wagner, C.E. (1987). Development and Structure of the Canadian Forest fire Weather Index System."},{"key":"ref_39","unstructured":"Berrisford, P., Dee, D.P., Poli, P., Brugge, R., Fielding, M., Fuentes, M., K\u00e5llberg, P., Kobayashi, S., Uppala, S., and Simmons, A. (2011). The ERA-Interim archive Version 2.0, ECMWF."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"3383","DOI":"10.5194\/hess-16-3383-2012","article-title":"Technical note: Downscaling RCM precipitation to the station scale using statistical transformations\u2014A comparison of methods","volume":"16","author":"Gudmundsson","year":"2012","journal-title":"Hydrol. Earth Syst. Sci."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"194","DOI":"10.1016\/j.foreco.2013.08.036","article-title":"Post-fire survival and regeneration of Eucalyptus globulus in forest plantations in Portugal","volume":"310","author":"Catry","year":"2013","journal-title":"For. Ecol. Manag."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"3593","DOI":"10.5194\/bg-8-3593-2011","article-title":"Modelling post-fire vegetation recovery in Portugal","volume":"8","author":"Bastos","year":"2011","journal-title":"Biogeosciences"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1016\/j.scitotenv.2013.02.014","article-title":"Estimating future burned areas under changing climate in the EU-Mediterranean countries","volume":"450\u2013451","author":"Amatulli","year":"2013","journal-title":"Sci. Total Environ."},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Regos, A., Aquilu\u00e9, N., Retana, J., De C\u00e1ceres, M., and Brotons, L. (2014). Using unplanned fires to help suppressing future large fires in mediterranean forests. PLoS ONE, 9.","DOI":"10.1371\/journal.pone.0094906"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"892","DOI":"10.1071\/WF15083","article-title":"Climate change presents increased potential for very large fires in the contiguous United States","volume":"24","author":"Barbero","year":"2015","journal-title":"Int. J. Wildl. Fire"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Mann, M.L., Batllori, E., Moritz, M.A., Waller, E.K., Berck, P., Flint, A.L., Flint, L.E., and Dolfi, E. (2016). Incorporating anthropogenic influences into fire probability models: Effects of human activity and climate change on fire activity in California. PLoS ONE, 11.","DOI":"10.1371\/journal.pone.0153589"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/j.scitotenv.2015.10.093","article-title":"Direct and indirect effects of climate change on projected future fire regimes in the western United States","volume":"542","author":"Liu","year":"2016","journal-title":"Sci. Total Environ."},{"key":"ref_48","first-page":"1","article-title":"Linking land cover dynamics with driving forces in mountain landscape of the Northwestern Iberian Peninsula","volume":"38","author":"Regos","year":"2015","journal-title":"Int. J. Appl. Earth Obs. Geoinf."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"2761","DOI":"10.1002\/joc.3749","article-title":"Modelling wildfire activity in Iberia with different atmospheric circulation weather types","volume":"36","author":"Trigo","year":"2016","journal-title":"Int. J. Climatol."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"392","DOI":"10.1007\/s12665-015-5184-y","article-title":"Modelling the impacts of wildfires on runoff at the river basin ecological scale in a changing Mediterranean environment","volume":"75","author":"Pereira","year":"2016","journal-title":"Environ. Earth Sci."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1016\/j.catena.2009.04.001","article-title":"Sediment production following severe wildfire and post-fire salvage logging in the Rocky Mountain headwaters of the Oldman River Basin, Alberta","volume":"79","author":"Silins","year":"2009","journal-title":"Catena"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"424","DOI":"10.1016\/j.scitotenv.2017.12.013","article-title":"Negligent and intentional fires in Portugal: Spatial distribution characterization","volume":"624","author":"Parente","year":"2018","journal-title":"Sci. Total Environ."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.foreco.2012.10.050","article-title":"Analysis of large fires in European Mediterranean landscapes: Lessons learned and perspectives","volume":"294","author":"Moreno","year":"2013","journal-title":"For. Ecol. Manag."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1016\/j.landurbplan.2012.10.014","article-title":"Fire-smart management of forest landscapes in the Mediterranean basin under global change","volume":"110","author":"Fernandes","year":"2013","journal-title":"Landsc. Urban Plan."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"2389","DOI":"10.1016\/j.jenvman.2011.06.028","article-title":"Landscape e wildfire interactions in southern Europe: Implications for landscape management","volume":"92","author":"Moreira","year":"2011","journal-title":"J. Environ. Manag."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"33","DOI":"10.3832\/ifor0817-006","article-title":"Perceptions of forest experts on climate change and fire management in European Mediterranean forests","volume":"7","author":"Raftoyannis","year":"2014","journal-title":"IForest"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1007\/s10113-014-0621-0","article-title":"Forest fires and adaptation options in Europe","volume":"16","author":"Khabarov","year":"2016","journal-title":"Reg. Environ. Chang."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/11\/23\/2832\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T13:38:31Z","timestamp":1760189911000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/11\/23\/2832"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11,28]]},"references-count":57,"journal-issue":{"issue":"23","published-online":{"date-parts":[[2019,12]]}},"alternative-id":["rs11232832"],"URL":"https:\/\/doi.org\/10.3390\/rs11232832","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,11,28]]}}}