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Evaluating wildfire simulators using historical fire data

≈ 2 mins de leitura

George J Milne
Joel K Kelso
Drew Mellor
Mary E Murphy

High-performance wildfire simulators allow the future location of a wildfire to be rapidly predicted. The accuracy of such simulators needs to be evaluated; this can be achieved by comparing simulated and observed spread for documented historical fires. A key issue relates to the accuracy of data obtained from historical fires, such as the time-varying fire location, fire-ground weather and accuracy of fuel type, load and structure data. A methodology used to evaluate the accuracy of wildfire simulators using historical fire data is presented and applied to the AUSTRALIS wildfire simulator using the four distinct phases of a large-scale wildfire occurring in Western Australian sand-plain heathlands and a fire reconstruction report on this fire produced by a wildfire expert. Challenges encountered in performing this validation exercise are highlighted.


ISBN:

eISBN: 978-989-26-0884-6
DOI: 10.14195/978-989-26-0884-6_150
Área: Ciências da Engenharia e Tecnologias
Páginas: 1366-1375
Data: 2014

Keywords

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Erin Noonan-Wright;Tim Sexton;Mitchell Burgard

https://doi.org/10.14195/978-989-26-0884-6_107

The flammability of ornamental species with potential for use in highways and wildland urban interface (WUI) in southern Brazil

Daniela Biondi;Antonio Carlos Batista;Angeline Martini

https://doi.org/10.14195/978-989-26-0884-6_108

The history of a large fire or how a series of events lead to 14000 Hectares burned in 3 days

Luís Mário Ribeiro;Ricardo Oliveira;Domingos X. Viegas

https://doi.org/10.14195/978-989-26-0884-6_109

The MODIS: based perpendicular moisture index as a tool for mapping fire hazard: indirect validation in three areas of the Mediterranean

Carmine Maffei;Laura Bonora;Fabio Maselli;Adrien Mangiavillano;Massimo Menenti

https://doi.org/10.14195/978-989-26-0884-6_110

Time series of land surface temperature from daily MODIS measurements for the prediction of fire hazard

Carmine Maffei;Silvia Alfieri;Massimo Menenti

https://doi.org/10.14195/978-989-26-0884-6_111

Waste in non-value-added suppression activities: simulation analysis of the impact of rekindles and false alarms on the forest fire suppression system

Abílio Pereira Pacheco;João Claro;Tiago Oliveira

https://doi.org/10.14195/978-989-26-0884-6_112

Wooden buildings in Wildland-Urban Interface areas: flammability of solid woods used in wood-framed construction in Portugal

Valeria Reva;João Gomes;José J. Costa;A. Rui Figueiredo

https://doi.org/10.14195/978-989-26-0884-6_113

A new calibration for Fire Weather Index in Spain (AEMET)

R. Romero;A. Mestre;R. Botey

https://doi.org/10.14195/978-989-26-0884-6_114

Assessing the association of drought indicators to impacts: the results for areas burned by wildfires in Portugal

Carlo Bifulco;Francisco Rego;Susana Dias;James H. Stagge

https://doi.org/10.14195/978-989-26-0884-6_115

Assessing the effect on fire risk modeling of the uncertainty in the location and cause of forest fires

Marcos Rodrigues;Juan de la Riva

https://doi.org/10.14195/978-989-26-0884-6_116

Assessment and management of cascading effects triggering forest fires

Alexander Garcia-Aristizabal;Miguel Almeida;Christoph Aubrecht;Maria Polese;Luís Mário Ribeiro;Domingos Viegas;Giulio Zuccaro

https://doi.org/10.14195/978-989-26-0884-6_117

Assessment of risk index for urban vegetation fires of Juiz de Fora, MG, Brazil

Fillipe Tamiozzo Pereira Torres;Guido Assunção Ribeiro;Sebastião Venâncio Martins;Gumercindo Souza Lima

https://doi.org/10.14195/978-989-26-0884-6_118

Characterizing pyroregions in south-eastern France

Thomas Curt;Thibaut Fréjaville;Christophe Bouillon

https://doi.org/10.14195/978-989-26-0884-6_119

Daily maps of fire risk over Mediterranean Europe based on information from MSG satellite imagery

Carlos C. DaCamara;Teresa J. Calado;Sofia L. Ermida;Isabel F. Trigo;Malik Amraouia;Kamil F. Turkman

https://doi.org/10.14195/978-989-26-0884-6_120

Evaluation of a system for automatic dead fine fuel moisture measurements

Christian Schunk;Michael Leuchner;Annette Menzel

https://doi.org/10.14195/978-989-26-0884-6_121

Expanding the horizons of wildfire risk management

Matthew P. Thompson;Joe Scott;Julie W Gilbertson-Day;Jessica R Haas;David E. Calkin

https://doi.org/10.14195/978-989-26-0884-6_122

Fine forest fuels moisture content monitoring in Central Portugal: a long term experiment

Sérgio Lopes;Domingos Xavier Viegas;Luís de Lemos;Maria Teresa Viegas

https://doi.org/10.14195/978-989-26-0884-6_123

Fire and deforestation processes represented in vegetation models for the Brazilian Amazonia

Manoel Cardoso;Gilvan Sampaio;Vinicius Capistrano;Marcos Sanches

https://doi.org/10.14195/978-989-26-0884-6_124

FireDST: a simulation system for short-term ensemble modelling of bushfire spread and exposure

Ian A. French;Thomas J. Duff;Robert (Bob) P. Cechet;Kevin G. Tolhurst;Jeff D. Kepert;Mick Meyer

https://doi.org/10.14195/978-989-26-0884-6_125

Fuel types identification for forest fire risk assessment in Bulgaria

E. Velizarova;T. Stankova;M. Glushkova;G. Xanthopoulos;Vl. Konstantinov;D. N. Dimitrov

https://doi.org/10.14195/978-989-26-0884-6_126

Global assessment of fire risk: using a global fuel map and climatological data to estimate fire behavior with FCCS

M. Lucrecia Pettinari;Emilio Chuvieco

https://doi.org/10.14195/978-989-26-0884-6_127

Haines Index and the forest fires in the Adriatic region of Croatia

Tomislav Kozaric;Marija Mokoric

https://doi.org/10.14195/978-989-26-0884-6_128

Impacts of climate change on forest fire risk in Paraná State-Brazil

Antonio Carlos Batista;Alexandre França Tetto;Flavio Deppe;Leocádio Grodzki

https://doi.org/10.14195/978-989-26-0884-6_129

Impacts of climate change on the fire regime in Portugal

Carlos C. DaCamara;Mário G. Pereira;Teresa J. Calado;Tomás Calheiros

https://doi.org/10.14195/978-989-26-0884-6_130

Investigation of the weather conditions leading to large forest fires in the area around Athens, Greece

G. Xanthopoulos;A. Roussos;C. Giannakopoulos;A. Karali;M. Hatzaki

https://doi.org/10.14195/978-989-26-0884-6_131

Modeling fire behaviour and carbon emissions

William J. de Groot;Alan S. Cantin;Natasha Jurko;Alison Newbery

https://doi.org/10.14195/978-989-26-0884-6_132

New method of forecasting forest fire risk in Poland

Miroslaw Kwiatkowski;Ryszard Szczygiel;Bartlomiej Kolakowski

https://doi.org/10.14195/978-989-26-0884-6_133

Potential impact of climate change on live fuel moisture dynamic at local scale

Grazia Pellizzaro;Martin Dubrovsky;Sara Bortolu;Bachisio Arca;Andrea Ventura;Pierpaolo Duce

https://doi.org/10.14195/978-989-26-0884-6_134

Predicting wildfire ignitions, escapes, and large fire activity using Predictive Service’s 7-Day Fire Potential Outlook in the western USA

Karin L. Riley;Crystal Stonesifer;Preisler Preisler;Dave Calkin

https://doi.org/10.14195/978-989-26-0884-6_135

Pyroclimatic classification of Mediterranean and mountain landscapes of south-eastern France

Thibaut Fréjaville;Thomas Curt

https://doi.org/10.14195/978-989-26-0884-6_136

Rainfall effects on fine forest fuels moisture content

Sérgio Lopes;Domingos Xavier Viegas;Luís de Lemos;Maria Teresa Viegas

https://doi.org/10.14195/978-989-26-0884-6_137

Statistical evaluation of site-specific wildfire risk index calculation for Adriatic regions

Marin Bugarić;Darko Stipaničev;Ljiljana Šerić

https://doi.org/10.14195/978-989-26-0884-6_138

The development of a web-application for improved wildfire risk management in Lebanon

George Mitri;Mireille Jazi;Edward Antoun;David McWethy;Rabih Kahaleh;Manal Nader

https://doi.org/10.14195/978-989-26-0884-6_139

The weather circulation analysis over Adriatic region of Croatia in warm period 1981-2013

Marija Mokorić;Lovro Kalin

https://doi.org/10.14195/978-989-26-0884-6_140

Understanding risk: representing fire danger using spatially explicit fire simulation ensembles

Thomas J. Duff;Derek M. Chong;Brett A. Cirulis;Sean F. Walsh;Trent D. Penman;Kevin G. Tolhust

https://doi.org/10.14195/978-989-26-0884-6_141

Use of weather generators for assessing local scale impact of climate change on dead fuel moisture

Grazia Pellizzaro;Martin Dubrovsky;Sara Bortolu;Bachisio Arca;Andrea Ventura;Pierpaolo Duce

https://doi.org/10.14195/978-989-26-0884-6_142

A Landsat-TM/OLI algorithm for burned areas in the Brazilian Cerrado: preliminary results

Arturo E. Melchiori;Alberto W. Setzer;Fabiano Morelli;Renata Libonati;Pietro de Almeida Cândido;Silvia C. de Jesús

https://doi.org/10.14195/978-989-26-0884-6_143

A wearable system for firefighters smoke exposure monitoring

P. Azevedo;F. Marques;J.M. Fernandes;J.H. Amorim;J. Valente;A.I. Miranda;C. Borrego;J.P.S. Cunha

https://doi.org/10.14195/978-989-26-0884-6_144

Analysis of the effectiveness of fire detection systems in different dimensions

Agoston Restas

https://doi.org/10.14195/978-989-26-0884-6_145

Analysis of the thermophysiological response to cooling techniques in firefighters

R. Marcelo Abreu;António M. Raimundo;Divo A. Quintela

https://doi.org/10.14195/978-989-26-0884-6_146

Consideration of an empirical model for wildland firefighter safety zones

B Butler

https://doi.org/10.14195/978-989-26-0884-6_147

Determining a safety condition in the prevention of eruptive fires

Chatelon F.J.;Balbi J.H.;Rossi J.L.;Simeoni A.;Viegas D.X.;Marcelli T.

https://doi.org/10.14195/978-989-26-0884-6_148

Development and application of wildfire suppression expenditure models for decision support and landscape planning

Michael S. Hand;Matthew P. Thompson;David E. Calkin

https://doi.org/10.14195/978-989-26-0884-6_149

Evaluating wildfire simulators using historical fire data

George J Milne;Joel K Kelso;Drew Mellor;Mary E Murphy

https://doi.org/10.14195/978-989-26-0884-6_150

Fire detection with a frame-less vision sensor working in the NIR band

Juan A. Leñero-Bardallo;Jorge Fernández-Berni;Ricardo Carmona-Galán;Philipp Häfliger;Ángel Rodríguez-Vázquez

https://doi.org/10.14195/978-989-26-0884-6_151

Fire safety management based on integrated monitoring and forecast of smoke exposure

J.H. Amorim;A.I. Miranda;J. Valente;F. Marques;C. Borrego;J.M. Fernandes;R. Ottmar;S.J. Prichard;A. Andreu;P.M. Fernandes;J.P.S. Cunha

https://doi.org/10.14195/978-989-26-0884-6_152

Forest fire detection wireless sensor node

George E. Sakr;Rafik Ajour;Areej Khaddaj;Bahaa Saab;Alaa Salman;Ola Helal;Imad H. Elhajj;George Mitri

https://doi.org/10.14195/978-989-26-0884-6_153

Generation of simulated ignitions for the continental United States

Isaac C. Grenfell;Mark A. Finney;Dianne Trethewey

https://doi.org/10.14195/978-989-26-0884-6_154

Hose laying rates for forest firefighting in Greece

Gavriil Xanthopoulos;Ioannis Kousaridas

https://doi.org/10.14195/978-989-26-0884-6_155

Instant foam technology to improve aerial firefighting effectiveness

Agoston Restas

https://doi.org/10.14195/978-989-26-0884-6_156

Mobile application based on a physical model to calculate Acceptable Safety Distance

Paul-Antoine Bisgambiglia;Romain Franceschini;François-Joseph Chatelon;Jean-Louis Rossi;Paul Antoine Bisgambiglia

https://doi.org/10.14195/978-989-26-0884-6_157

Monitoring forest fires and burnings with weather radar

Ernandes A. Saraiva;Ronaldo Viana Soares;Antônio Carlos Batista;Horácio Tertuliano;Ana Maria Gomes

https://doi.org/10.14195/978-989-26-0884-6_158

Monitoring the amount of carbon released into the atmosphere in Portugal due to forest fires, in the summer of 2013

Lourdes Bugalho;Luís Pessanha;L. M. Ribeiro;M. Almeida;Ricardo Oliveira;D. X. Viegas

https://doi.org/10.14195/978-989-26-0884-6_159

New generation of automatic ground based wildfire surveillance systems

Darko Stipaničev;Marin Bugarić;Damir Krstinić;Ljiljana Šerić;Toni Jakovčević;Maja Braović;Maja Štula

https://doi.org/10.14195/978-989-26-0884-6_160

NITROFIREX: existing technologies and nighttime aerial firefighting solutions

Luis M. Bordallo;Alexander Burwitz

https://doi.org/10.14195/978-989-26-0884-6_161

Radiative properties of firefighters’ protective clothing worn during forest fire operations

Alexis Marchand;Anthony Collin;Pascal Boulet;Zoubir Acem;Françis Magnolini;Hervé Charette;Marc Lepelletie;Yann Van Waelfelghem

https://doi.org/10.14195/978-989-26-0884-6_162

Results of the R-20F Method for Measuring the Water Equivalence of the Isolation Effect of Foams Used in Fighting Forest Fires

Agoston Restas

https://doi.org/10.14195/978-989-26-0884-6_163

Safety at the WUI: a firefighters view

Clara Quesada-Fernández;Daniel Quesada-Fernández

https://doi.org/10.14195/978-989-26-0884-6_164

Safety zones and convective heat: numerical simulation of potential burn injury from heat sources influenced by slopes and winds

Russell A. Parsons;Bret. W. Butler;William “Ruddy” Mell

https://doi.org/10.14195/978-989-26-0884-6_165

Sensor grid for fine particles monitoring during a fire: implications to firefighter’s safety

J.H. Amorim;A.I. Miranda;J. Valente;P. Cascão;V. Martins;L.M. Ribeiro;D.X. Viegas

https://doi.org/10.14195/978-989-26-0884-6_166

Sources and implications of bias and uncertainty in a century of us wildfire activity data

Karen C Short

https://doi.org/10.14195/978-989-26-0884-6_167

Suppression capability of foams used fighting against forest fires with the test of weight rate remained on the crown surface R-10A Method: weight effectiveness experiment

Agoston Restas

https://doi.org/10.14195/978-989-26-0884-6_168

SWeFS: sensor Web Fire Shield for forest fire detection and monitoring

George Bismpikis;Vassilis Papataxiarhis;Nikos Bogdos;Elias S. Manolakos;Stathes Hadjiefthymiades

https://doi.org/10.14195/978-989-26-0884-6_169

The effectiveness of suppression resources in large fire management in the US: a review

David Calkin;Hari Katuwahl;Michael Hand;Tom Holmes

https://doi.org/10.14195/978-989-26-0884-6_170

The ODS3F project: evaluating and comparing the performances of the ground optical and thermal fire monitoring systems.

G. Laneve;Roberto De Bonis;Pablo Marzialetti;Yiannis Bakouros;Paraskevi Giourka;Riccardo Castellini;Remi Savazzi;Maria Rosa Grisolia

https://doi.org/10.14195/978-989-26-0884-6_171

Thematic division and tactical analysis of the UAS application supporting forest fire management

Agoston Restas

https://doi.org/10.14195/978-989-26-0884-6_172

Towards an ultra-low-power low-cost wireless visual sensor node for fine-grain detection of forest fires

J. Fernández-Berni;R. Carmona-Galán;Juan A. Leñero-Bardallo;R. Kleihorst;Á. Rodríguez-Vázquez

https://doi.org/10.14195/978-989-26-0884-6_173

Tropical forest degradation in the Brazilian Amazon: relation to fire and land-use change

Ana Cano-Crespo;Paulo J. C. Oliveira;Manoel Cardoso;Kirsten Thonicke

https://doi.org/10.14195/978-989-26-0884-6_174

Wettability and extinguishing power of different wetting composition for wildland fire fighting

Joanna Rakowska;Bożenna Porycka;Katarzyna Radwan;Ryszard Szczygieł;Mirosław Kwiatkowski

https://doi.org/10.14195/978-989-26-0884-6_175

A fire effects index for overall assessment of wildfire events in Greece

Kostas Kalabokidis;Palaiologos Palaiologou;Nikolaos Athanasis

https://doi.org/10.14195/978-989-26-0884-6_176

Accuracy assessment of a mediterranean fuel-type map for wildland fire management at national scale: the cases of greece and portugal

Ioannis D. Mitsopoulos;Luis .M. Ribeiro;G. Eftychidis;D.X. Viegas

https://doi.org/10.14195/978-989-26-0884-6_177

Addressing trade-offs among fuel management scenarios through a dynamic and spatial integrated approach for enhanced decision-making in eucalyptus forest

Brigite Botequim;Alan Ager;Abílio P. Pacheco;Tiago Oliveira;Joao Claro;Paulo M. Fernandes;José G. Borges

https://doi.org/10.14195/978-989-26-0884-6_178

Analysis of burnt areas and number of forest fires in the Iberian Peninsula

Marta M. Mato;José Luis Legido;Eva Miguez;Vicente Caselles;Eulogio Jiménez;Tarsy Carballas;Maria I. Paz Andrade

https://doi.org/10.14195/978-989-26-0884-6_179

Anticipating the severity of the fire season in Northern Portugal using statistical models based on meteorological indices of fire danger

Sílvia A. Nunes;Carlos C. DaCamara;Kamil F. Turkman;Sofia L. Ermida;Teresa J. Calado

https://doi.org/10.14195/978-989-26-0884-6_180

Application of simulation modeling for wildfire risk assessment and management

Michele Salis;Alan A. Ager;Mark A. Finney;Fermin Alcasena Urdiroz;Bachisio Arca;Olga Muñoz Lozano;Paul Santoni;Donatella Spano

https://doi.org/10.14195/978-989-26-0884-6_181

Ash deposition during wildfire and its threat to water quality

Cristina Santín;Stefan H. Doerr;Chris J. Chafer

https://doi.org/10.14195/978-989-26-0884-6_182

Assigning dates to burned areas in Portugal based on NIR and the reflected component of MIR as derived from MODIS

Jéssica Panisset;Renata Libonati;Carlos C. DaCamara;Ana Barros

https://doi.org/10.14195/978-989-26-0884-6_183

Characterizing the secondary peak of Iberian fires in March

Carlos C. DaCamara;Ricardo M. Trigo;Manuel L. Nascimento

https://doi.org/10.14195/978-989-26-0884-6_184

Experimental research of penetration hearth of burning in the peat layer

M. Grishin;V.P. Zima;D. P. Kasymov

https://doi.org/10.14195/978-989-26-0884-6_185

Forest fire risk related to the railway transport and evaluation of the effectiveness of firebreaks

Ryszard Szczygiel;Miroslaw Kwiatkowski;Bartlomiej Kolakowski;Józef Piwnicki

https://doi.org/10.14195/978-989-26-0884-6_186

Forest fire severity in NW Spain: a case of study

J.M. Fernández-Alonso;J.A. Vega Hidalgo;E. Jiménez Carmona

https://doi.org/10.14195/978-989-26-0884-6_187

Implementation of different techniques for controlling post-fire erosion in the N.W. of the Iberian Peninsula

M. Díaz-Raviña;A. Martín;A. Barreiro;A. Lombao;J.A. Vega;M.T. Fontúrbel;C. Fernández;T. Carballas

https://doi.org/10.14195/978-989-26-0884-6_188

LIFE ArcFUEL: Mediterranean fuel-type maps geodatabase for wildland & forest fire safety

M. Bonazountas;A. Astyakopoulos;G. Martirano;A Sebastian;D. De la Fuente;L.M. Ribeiro;D.X. Viegas;G. Eftychidis;I. Gitas;P. Toukiloglou

https://doi.org/10.14195/978-989-26-0884-6_189

Monitoring erosion risk with ERMIT model: a case study in North Sardinia, Italy

Romina Secci;Annalisa Canu;Andrea Motroni;Andrea Ventura;Gabriele Uras

https://doi.org/10.14195/978-989-26-0884-6_190

Multitemporal analysis of burned areas of the Selva El Ocote Biosphere Reserve, Mexico, using satellite data

Lilia Manzo-Delgado;Aide Franco-Martínez;Gloria León-Rojas

https://doi.org/10.14195/978-989-26-0884-6_191

Post fire erosion control mulch effects on soil organic matter turnover

Erin Berryman;Deborah Page-Dumroese;Martin Jurgensen;Peter Robichaud

https://doi.org/10.14195/978-989-26-0884-6_192

Spatio-temporal monitoring of burned area to evaluate post-fire damage: application on Fontanès wildfire (France)

Marlène Long-Fournel;Gabrielle Mattei;Denis Morge;Johan Blanpied;Roland Estève;Fabien Guerra;Christian Ripert;Marielle Jappiot

https://doi.org/10.14195/978-989-26-0884-6_193

The Greek National Observatory of forest fires

Ioannis Gitas;George Zalidis;George Eftychidis

https://doi.org/10.14195/978-989-26-0884-6_194

Trends and changes of fire danger in Italy and its relationships with fire activity (1985-2008)

Valentina Bacciu;Francesco Masala;Donatella Spano;Costantino Sirca

https://doi.org/10.14195/978-989-26-0884-6_195

Validation of burn scar mapping: Pilot case in Peloponnesus, Greece

G. Eftychidis;G. Leventakis;B. Hirn;F. Ferrucci;G. Laneve

https://doi.org/10.14195/978-989-26-0884-6_196

Validation of the burned area “(V,W)” Modis algorithm in Brazil

Renata Libonati;Carlos C. DaCamara;Alberto W. Setzer;Fabiano Morelli;Silvia C. de Jesus;Pietro A. Candido;Arturo E. Melchiori

https://doi.org/10.14195/978-989-26-0884-6_197

ANN multivariate analysis of factors that influence human-caused multiple fire starts

Sergi Costafreda-Aumedes;Cristina Vega-Garcia

https://doi.org/10.14195/978-989-26-0884-6_198

Common analysis of the costs and effectiveness of extinguishing materials and aerial firefighting

Agoston Restas

https://doi.org/10.14195/978-989-26-0884-6_199

Crossing the crossroad: challenges for the implementation of a collaborative wildfire management program in Portugal.

António Patrão

https://doi.org/10.14195/978-989-26-0884-6_200

Determining the economic damage and losses of wildfires using MODIS remote sensing images

Juan Ramón Molina Martínez;Miguel Castillo Soto;Francisco Rodríguez y Silva

https://doi.org/10.14195/978-989-26-0884-6_201

Fire extremes and the triangle of climate, fuels and people

Timothy J. Brown;Tamara U. Wall

https://doi.org/10.14195/978-989-26-0884-6_202

Flexible design of a cost-effective network of fire stations, considering uncertainty in the geographic distribution and intensity of escaped fires

Abílio Pereira Pacheco;Richard de Neufville;João Claro;Hèctor Fornés

https://doi.org/10.14195/978-989-26-0884-6_203

Flexible planning of the investment mix in a forest fire management system: spatially-explicit intra-annual optimization, considering prevention, pre-suppression, suppression, and escape costs

Abílio Pereira Pacheco;João Claro

https://doi.org/10.14195/978-989-26-0884-6_204

Forest fires hotspots in EU Southern Member States and North Africa: a review of causes and motives

F. Tedim;O. Meddour-Sahar;R. Lovreglio;V. Leone

https://doi.org/10.14195/978-989-26-0884-6_205

Forest fire motives in Sardinia through the perception of experts

R. Lovreglio;G. Mou;V. Leone

https://doi.org/10.14195/978-989-26-0884-6_206

Human dimension of fire: ten years of Minas de Riotinto fire

Clara Quesada-Fernández;Daniel Quesada-Fernández

https://doi.org/10.14195/978-989-26-0884-6_207

Identifying risk preferences among wildfire managers and the consequences for incident management outcomes

Michael S. Hand;David E. Calkin;Matthew P. Thompson

https://doi.org/10.14195/978-989-26-0884-6_208

Modelling socio-economic drivers of forest fires in the Mediterranean Europe

Lara Vilar;Andrea Camia;Jesús San-Miguel-Ayanz

https://doi.org/10.14195/978-989-26-0884-6_209

The efficiency analysis of the fire control operations using the VISUAL-SEVEIF tool.

Francisco Rodríguez y Silva;Juan Ramón Molina;Jesus Rodriguez Leal

https://doi.org/10.14195/978-989-26-0884-6_210

Theoretical approaches for evaluating the economic efficiency of the aerial firefighting helping strategic planning

Agoston Restas

https://doi.org/10.14195/978-989-26-0884-6_212

Theoretical solution for a logistic problem: how to raise the effectiveness of aerial water transport

Agoston Restas

https://doi.org/10.14195/978-989-26-0884-6_213