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Citations	Article
73	Socio-Psychological, Economic and Environmental Effects of Forest Fires by Stavros Kalogiannidis, Fotios Chatzitheodoridis, Dimitrios Kalfas, Christina Patitsa and Aristidis Papagrigoriou
59	Video Fire Detection Methods Based on Deep Learning: Datasets, Methods, and Future Directions by Chengtuo Jin, Tao Wang, Naji Alhusaini, Shenghui Zhao, Huilin Liu, Kun Xu and Jin Zhang
51	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
51	Multi-Classification Using YOLOv11 and Hybrid YOLO11n-MobileNet Models: A Fire Classes Case Study by Eman H. Alkhammash
47	A Comparative Analysis of YOLOv9, YOLOv10, YOLOv11 for Smoke and Fire Detection by Eman H. Alkhammash
46	FFYOLO: A Lightweight Forest Fire Detection Model Based on YOLOv8 by Bensheng Yun, Yanan Zheng, Zhenyu Lin and Tao Li
46	Recent Developments in Hydrogen Production, Storage, and Transportation: Challenges, Opportunities, and Perspectives by Sanjay Kumar Singh Patel, Rahul K. Gupta, M. V. Rohit and Jung-Kul Lee
45	A Review of the Occurrence and Causes for Wildfires and Their Impacts on the Geoenvironment by Arvin Farid, Md Khorshed Alam, Venkata Siva Naga Sai Goli, Idil Deniz Akin, Taiwo Akinleye, Xiaohui Chen, Qing Cheng, Peter Cleall, Sabatino Cuomo, Vito Foresta, Shangqi Ge, Luca Iervolino, Pierrette Iradukunda, Charles H. Luce, Eugeniusz Koda, Slobodan B. Mickovski, Brendan C. O’Kelly, Evan K. Paleologos, Dario Peduto, Evan John Ricketts, Mojtaba Sadegh, Theo S. Sarris, Devendra N. Singh, Prithvendra Singh, Chao-Sheng Tang, Guillermo Tardio, Magdalena Daria Vaverková, Max Veneris and Jan Winkler Show full author list Hide full author list
40	YOLO-Based Models for Smoke and Wildfire Detection in Ground and Aerial Images by Leon Augusto Okida Gonçalves, Rafik Ghali and Moulay A. Akhloufi
38	CNTCB-YOLOv7: An Effective Forest Fire Detection Model Based on ConvNeXtV2 and CBAM by Yiqing Xu, Jiaming Li, Long Zhang, Hongying Liu and Fuquan Zhang

Citations	Article
51	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
51	Multi-Classification Using YOLOv11 and Hybrid YOLO11n-MobileNet Models: A Fire Classes Case Study by Eman H. Alkhammash
47	A Comparative Analysis of YOLOv9, YOLOv10, YOLOv11 for Smoke and Fire Detection by Eman H. Alkhammash
46	Recent Developments in Hydrogen Production, Storage, and Transportation: Challenges, Opportunities, and Perspectives by Sanjay Kumar Singh Patel, Rahul K. Gupta, M. V. Rohit and Jung-Kul Lee
45	A Review of the Occurrence and Causes for Wildfires and Their Impacts on the Geoenvironment by Arvin Farid, Md Khorshed Alam, Venkata Siva Naga Sai Goli, Idil Deniz Akin, Taiwo Akinleye, Xiaohui Chen, Qing Cheng, Peter Cleall, Sabatino Cuomo, Vito Foresta, Shangqi Ge, Luca Iervolino, Pierrette Iradukunda, Charles H. Luce, Eugeniusz Koda, Slobodan B. Mickovski, Brendan C. O’Kelly, Evan K. Paleologos, Dario Peduto, Evan John Ricketts, Mojtaba Sadegh, Theo S. Sarris, Devendra N. Singh, Prithvendra Singh, Chao-Sheng Tang, Guillermo Tardio, Magdalena Daria Vaverková, Max Veneris and Jan Winkler Show full author list Hide full author list
34	ESFD-YOLOv8n: Early Smoke and Fire Detection Method Based on an Improved YOLOv8n Model by Dilshodjon Mamadaliev, Philippe Lyonel Mbouembe Touko, Jae-Ho Kim and Suk-Chan Kim
33	Integration of Industry 4.0 Technologies in Fire and Safety Management by Prafful Negi, Ashish Pathani, Bhuvan Chandra Bhatt, Siddharth Swami, Rajesh Singh, Anita Gehlot, Amit Kumar Thakur, Lovi Raj Gupta, Neeraj Priyadarshi, Bhekisipho Twala and Vineet Singh Sikarwar
32	Advances in Detection and Monitoring of Coal Spontaneous Combustion: Techniques, Challenges, and Future Directions by Lucica Anghelescu and Bogdan Marian Diaconu
32	Revolutionizing Wildfire Detection Through UAV-Driven Fire Monitoring with a Transformer-Based Approach by Shakhnoza Muksimova, Sabina Umirzakova, Sevara Mardieva, Mirjamol Abdullaev and Young Im Cho
30	Evaluating the Impact of Recursive Feature Elimination on Machine Learning Models for Predicting Forest Fire-Prone Zones by Ali Rezaei Barzani, Parham Pahlavani, Omid Ghorbanzadeh, Khalil Gholamnia and Pedram Ghamisi

Citations	Article
21	Wildfire Susceptibility Mapping Using Deep Learning and Machine Learning Models Based on Multi-Sensor Satellite Data Fusion: A Case Study of Serbia by Uroš Durlević, Velibor Ilić and Aleksandar Valjarević
15	Thermal Decomposition Mechanism of PF₅ and POF₃ with Carbonate-Based Electrolytes During Lithium-Ion Batteries’ Thermal Runaway by Yao Tian, Xiaotiao Zhan, Yuxin Zhang, Zhen Qiao, Yuxiang Lu, Qing Xia, Jian Lu, Xia Zhang and Zhaoyang Chen
13	Remote Sensing for Wildfire Mapping: A Comprehensive Review of Advances, Platforms, and Algorithms by Ruth E. Guiop-Servan, Alexander Cotrina-Sanchez, Jhoivi Puerta-Culqui, Manuel Oliva-Cruz and Elgar Barboza
12	Generative AI as a Pillar for Predicting 2D and 3D Wildfire Spread: Beyond Physics-Based Models and Traditional Deep Learning by Haowen Xu, Sisi Zlatanova, Ruiyu Liang and Ismet Canbulat
11	Degradation Pathways of Electrical Cable Insulation: A Review of Aging Mechanisms and Fire Hazards by Lucica Anghelescu, Alina Daniela Handra and Bogdan Marian Diaconu
9	Flame-Retardant Polyurea Coatings: Mechanisms, Strategies, and Multifunctional Enhancements by Danni Pan, Dehui Jia, Yao Yuan, Ying Pan, Wei Wang and Lulu Xu
8	Lightweight UAV-Based System for Early Fire-Risk Identification in Wild Forests by Akmalbek Abdusalomov, Sabina Umirzakova, Alpamis Kutlimuratov, Dilshod Mirzaev, Adilbek Dauletov, Tulkin Botirov, Madina Zakirova, Mukhriddin Mukhiddinov and Young Im Cho
8	Effective Comparison of Thermo-Mechanical Characteristics of Self-Compacting Concretes Through Machine Learning-Based Predictions by Armando La Scala and Leonarda Carnimeo
8	All-Weather Forest Fire Automatic Monitoring and Early Warning Application Based on Multi-Source Remote Sensing Data: Case Study of Yunnan by Boyang Gao, Weiwei Jia, Qiang Wang and Guang Yang
8	Protected Areas Show Substantial and Increasing Risk of Wildfire Globally by Víctor Resco de Dios, Àngel Cunill Camprubí, Ahimsa Campos-Arceiz, Hamish Clarke, Yingpeng He, Obey K Zveushe, Rut Domènech, Han Ying and Yinan Yao

Citations	Article
4	Algorithmic Evaluation of Fire Evacuation Efficiency Under Dynamic Crowd and Smoke Conditions by Hyunseok Kim, Sunnie Haam, Mintaek Yoo and Woo Seung Song
4	Wind and Slope Effects on Wildland Fire Spread: A Review of Experimental, Empirical, Mathematical, and Physics-Based Models by Suhaib M. Hayajneh, Mohammad I. Alzghoul and Jamal Naser
4	A Review of Two-Dimensional Cellular Automata Models for Wildfire Simulation: Methods, Capabilities, and Limitations by Ioannis Karakonstantis and George Xylomenos
4	Fueling the Future: Condensate Petroleum as a Novel Alternative Fuel for Diesel Engines by Gökhan Öztürk and Müjdat Fırat
3	Evaluation of Integral and Differential Coats–Redfern Methods for Pine Pyrolysis Kinetics by Russell C. Smith and M. Toufiq Reza
2	Evacuation Patterns of Occupant Groups in Super High-Rise Building Stairwells Under Different Visibility Conditions by Zongjun Xia, Xinyi Hu, Xiaodan Li, Jing Li, Yangyang Wang, Huiqin Wang, Xiaozheng Zhao and Bi Li
2	Improved Multi-Objective Crested Porcupine Optimizer for UAV Forest Fire Cruising Strategy by Yiqing Xu, Dejie Huang, Long Zhang and Fuquan Zhang
2	A Review of Fire and Explosion Hazards in Sustainable Lithium-Ion Battery Recycling Industries by Dejian Wu
1	Wind-Driven Structure-to-Structure Fire Spread: Validating a Physics-Based Model for Outdoor Built Environments by Mahmoud S. Waly, Guan Heng Yeoh and Maryam Ghodrat
1	Drivers and Spatial Patterns of Burned Area in High-Andean Páramos by Jhonatan Julián Díaz-Timoté, Laura Obando-Cabrera, Swanni T. Alvarado and Stijn Hantson

Citations	Article
417	Defining Extreme Wildfire Events: Difficulties, Challenges, and Impacts by Fantina Tedim, Vittorio Leone, Malik Amraoui, Christophe Bouillon, Michael R. Coughlan, Giuseppe M. Delogu, Paulo M. Fernandes, Carmen Ferreira, Sarah McCaffrey, Tara K. McGee, Joana Parente, Douglas Paton, Mário G. Pereira, Luís M. Ribeiro, Domingos X. Viegas and Gavriil Xanthopoulos
209	We’re Not Doing Enough Prescribed Fire in the Western United States to Mitigate Wildfire Risk by Crystal A. Kolden
167	Forest Fire Susceptibility and Risk Mapping Using Social/Infrastructural Vulnerability and Environmental Variables by Omid Ghorbanzadeh, Thomas Blaschke, Khalil Gholamnia and Jagannath Aryal
155	Modeling and Complex Analysis of the Topology Parameters of Ventilation Networks When Ensuring Fire Safety While Developing Coal and Gas Deposits by Igor Ivanovich Bosikov, Nikita V. Martyushev, Roman V. Klyuev, Irina A. Savchenko, Vladislav V. Kukartsev, Viktor A. Kukartsev and Yadviga A. Tynchenko
149	Spatial Prediction of Wildfire Susceptibility Using Field Survey GPS Data and Machine Learning Approaches by Omid Ghorbanzadeh, Khalil Valizadeh Kamran, Thomas Blaschke, Jagannath Aryal, Amin Naboureh, Jamshid Einali and Jinhu Bian
148	The 2017 North Bay and Southern California Fires: A Case Study by Nicholas J. Nauslar, John T. Abatzoglou and Patrick T. Marsh
134	Human-Related Ignitions Increase the Number of Large Wildfires across U.S. Ecoregions by R. Chelsea Nagy, Emily Fusco, Bethany Bradley, John T. Abatzoglou and Jennifer Balch
120	Deep Learning Approaches for Wildland Fires Using Satellite Remote Sensing Data: Detection, Mapping, and Prediction by Rafik Ghali and Moulay A. Akhloufi
114	Towards an Integrated Approach to Wildfire Risk Assessment: When, Where, What and How May the Landscapes Burn by Emilio Chuvieco, Marta Yebra, Simone Martino, Kirsten Thonicke, Marta Gómez-Giménez, Jesus San-Miguel, Duarte Oom, Ramona Velea, Florent Mouillot, Juan R. Molina, Ana I. Miranda, Diogo Lopes, Michele Salis, Marin Bugaric, Mikhail Sofiev, Evgeny Kadantsev, Ioannis Z. Gitas, Dimitris Stavrakoudis, George Eftychidis, Avi Bar-Massada, Alex Neidermeier, Valerio Pampanoni, M. Lucrecia Pettinari, Fatima Arrogante-Funes, Clara Ochoa, Bruno Moreira and Domingos Viegas Show full author list Hide full author list
103	The Year 2017: Megafires and Management in the Cerrado by Alessandra Fidelis, Swanni T. Alvarado, Ana Carolina S. Barradas and Vânia R. Pivello

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36824	Lightning-Induced Wildfires: An Overview by Yang Song, Cangsu Xu, Xiaolu Li and Francis Oppong
30775	Assessment of Burned Areas during the Pantanal Fire Crisis in 2020 Using Sentinel-2 Images by Yosio Edemir Shimabukuro, Gabriel de Oliveira, Gabriel Pereira, Egidio Arai, Francielle Cardozo, Andeise Cerqueira Dutra and Guilherme Mataveli
22422	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
21752	Video Fire Detection Methods Based on Deep Learning: Datasets, Methods, and Future Directions by Chengtuo Jin, Tao Wang, Naji Alhusaini, Shenghui Zhao, Huilin Liu, Kun Xu and Jin Zhang
20611	A Review of the Occurrence and Causes for Wildfires and Their Impacts on the Geoenvironment by Arvin Farid, Md Khorshed Alam, Venkata Siva Naga Sai Goli, Idil Deniz Akin, Taiwo Akinleye, Xiaohui Chen, Qing Cheng, Peter Cleall, Sabatino Cuomo, Vito Foresta, Shangqi Ge, Luca Iervolino, Pierrette Iradukunda, Charles H. Luce, Eugeniusz Koda, Slobodan B. Mickovski, Brendan C. O’Kelly, Evan K. Paleologos, Dario Peduto, Evan John Ricketts, Mojtaba Sadegh, Theo S. Sarris, Devendra N. Singh, Prithvendra Singh, Chao-Sheng Tang, Guillermo Tardio, Magdalena Daria Vaverková, Max Veneris and Jan Winkler Show full author list Hide full author list
18023	Recent Advances and Emerging Directions in Fire Detection Systems Based on Machine Learning Algorithms by Bogdan Marian Diaconu
17905	A Comprehensive Review on Intumescent Coatings: Formulation, Manufacturing Methods, Research Development, and Issues by Touha Nazrun, Md Kamrul Hassan, Md Rayhan Hasnat, Md Delwar Hossain, Bulbul Ahmed and Swapan Saha
15831	Fire Regimes of Utah: The Past as Prologue by Joseph D. Birch and James A. Lutz
15793	Fire Incidents, Trends, and Risk Mitigation Framework of Electrical Vehicle Cars in Australia by Md Kamrul Hassan, Nazra Hameed, Md Delwar Hossain, Md Rayhan Hasnat, Grahame Douglas, Sameera Pathirana, Payam Rahnamayiezekavat and Swapan Saha
15287	Fire and Smoke Detection Using Fine-Tuned YOLOv8 and YOLOv7 Deep Models by Mohamed Chetoui and Moulay A. Akhloufi

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22422	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
20611	A Review of the Occurrence and Causes for Wildfires and Their Impacts on the Geoenvironment by Arvin Farid, Md Khorshed Alam, Venkata Siva Naga Sai Goli, Idil Deniz Akin, Taiwo Akinleye, Xiaohui Chen, Qing Cheng, Peter Cleall, Sabatino Cuomo, Vito Foresta, Shangqi Ge, Luca Iervolino, Pierrette Iradukunda, Charles H. Luce, Eugeniusz Koda, Slobodan B. Mickovski, Brendan C. O’Kelly, Evan K. Paleologos, Dario Peduto, Evan John Ricketts, Mojtaba Sadegh, Theo S. Sarris, Devendra N. Singh, Prithvendra Singh, Chao-Sheng Tang, Guillermo Tardio, Magdalena Daria Vaverková, Max Veneris and Jan Winkler Show full author list Hide full author list
17905	A Comprehensive Review on Intumescent Coatings: Formulation, Manufacturing Methods, Research Development, and Issues by Touha Nazrun, Md Kamrul Hassan, Md Rayhan Hasnat, Md Delwar Hossain, Bulbul Ahmed and Swapan Saha
13490	A Comparative Analysis of YOLOv9, YOLOv10, YOLOv11 for Smoke and Fire Detection by Eman H. Alkhammash
13181	Recent Developments in Hydrogen Production, Storage, and Transportation: Challenges, Opportunities, and Perspectives by Sanjay Kumar Singh Patel, Rahul K. Gupta, M. V. Rohit and Jung-Kul Lee
12704	Safety Methods for Mitigating Thermal Runaway of Lithium-Ion Batteries—A Review by Jun Deng, Zhen Hu, Jian Chen, Jingyu Zhao and Zujin Bai
11793	Integration of Industry 4.0 Technologies in Fire and Safety Management by Prafful Negi, Ashish Pathani, Bhuvan Chandra Bhatt, Siddharth Swami, Rajesh Singh, Anita Gehlot, Amit Kumar Thakur, Lovi Raj Gupta, Neeraj Priyadarshi, Bhekisipho Twala and Vineet Singh Sikarwar
10964	Characterisation and Analysis of Large Forest Fires (LFFs) in the Canary Islands, 2012–2024 by Nerea Martín-Raya, Abel López-Díez and Álvaro Lillo Ezquerra
10891	Research Status and Progress of Acoustic Fire Extinguishing Technology by Xinyue Shi, Zhaojun Tian, Yi Lu and Qing Ye
10807	Multi-Classification Using YOLOv11 and Hybrid YOLO11n-MobileNet Models: A Fire Classes Case Study by Eman H. Alkhammash

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10964	Characterisation and Analysis of Large Forest Fires (LFFs) in the Canary Islands, 2012–2024 by Nerea Martín-Raya, Abel López-Díez and Álvaro Lillo Ezquerra
10589	Remote Sensing for Wildfire Mapping: A Comprehensive Review of Advances, Platforms, and Algorithms by Ruth E. Guiop-Servan, Alexander Cotrina-Sanchez, Jhoivi Puerta-Culqui, Manuel Oliva-Cruz and Elgar Barboza
8592	Degradation Pathways of Electrical Cable Insulation: A Review of Aging Mechanisms and Fire Hazards by Lucica Anghelescu, Alina Daniela Handra and Bogdan Marian Diaconu
7329	Impacts of Indigenous Cultural Burning Versus Hazard Reduction on Dry Sclerophyll Forest Composition, Abundance, and Species Richness in Southeast Australia by Michelle McKemey, John T. Hunter, Maureen (Lesley) Patterson, Ian Simpson and Nick C. H. Reid
7241	Fire Safety of Curtain Walling: Evidence-Based Critical Review and New Test Configuration Proposal for EN 1364-4 by Arritokieta Eizaguirre-Iribar, Raya Stoyanova Trifonova, Peter Ens and Xabier Olano-Azkune
7020	Full-Scale Experimental Analysis of the Behavior of Electric Vehicle Fires and the Effectiveness of Extinguishing Methods by Ana Olona and Luis Castejon
6961	Generative AI as a Pillar for Predicting 2D and 3D Wildfire Spread: Beyond Physics-Based Models and Traditional Deep Learning by Haowen Xu, Sisi Zlatanova, Ruiyu Liang and Ismet Canbulat
6813	Fire Performance of Cross-Laminated Timber: A Review of Standards, Experimental Testing, and Numerical Modelling Approaches by Muhammad Yasir, Kieran Ruane, Conan O’Ceallaigh and Vesna Jaksic
6300	Current Trends in Wildfire Detection, Monitoring and Surveillance by Marin Bugarić, Damir Krstinić, Ljiljana Šerić and Darko Stipaničev
5875	Global Forest Fire Assessment Methods: A Comparative Analysis of Hazard, Susceptibility, and Vulnerability Approaches in Different Landscapes by Bojan Mihajlovski and Miglena Zhiyanski

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3495	A Review of Fire-Retardant Additives in Polyurethane: Evolution of Formulation Strategies and Fire Testing Methodologies for Aerospace Applications by Alice Fletcher Holle, Jiemin Zhang and Imrana I. Kabir
3150	Field-Based Fitness Tests Predict Completion of a Firefighter Recruit Academy by Scott D. Brau, Benjamin J. Mendelson, Rudi A. Marciniak, David J. Cornell and Kyle T. Ebersole
2995	A Hybrid Soot-MixFormer-Based Reconstruction Model for 2D Soot Spatial Distribution Inversion by Zhijie Huang, Xiansong Fu, Shouxiang Lu and Wenbin Yao
2974	A Refined Theoretical Model for Predicting Jet Fire Length from High-Pressure Hydrogen Leaks: Integration of Real-Gas Effects and Parametric Analysis by Jia-Wen Liu, Xue-Li Li, Run-Qi Song, Yi Fang, En-Ming Zhu, Yi-Ming Dai, Jeong-Tae Kwon, Ji-Qiang Li and Yao Wang
2949	Single-Particle Ignition Mechanism of Polyurethane Acoustic Foam by Fountain-Type Pyrotechnic Device: An Experimental Study by Maria Prodan, Emilian Ghicioi, George Artur Gaman, Daniel Pupazan, Marius Cornel Suvar, Nicolae Vlasin, Florin Manea, Irina Nalboc, Andrei Szollosi-Mota, Gheorghe Daniel Florea and Robert Laszlo
2796	Reconstructing Fire Progression from UAS Observations to Evaluate Bioaerosol Transport Sensitivity in Coupled Fire–Atmosphere Simulations by Isaac Forrest, Ali Tohidi, Angel Farguell, Aurélien Costes, Leda N. Kobziar, Phinehas Lampman, Eric Rowell and Adam Kochanski
2763	Numerical Investigation on Thermal-Mechanical Coupling Behavior and Fire Resistance Performance of Steel Structures in Substation Fires by Lvchao Qiu, Zheng Zhou, Wenjun Ou, Yutong Zhou, Jingrui Hu, Zhoufeng Zhao, Huimin Liu, Kuangda Lu and Shouwei Jian
2743	GLAFC-YOLO: Multimodal Object Detection of Personnel for Indoor Fire Rescue in Smoke-Obscured Environments by Chengyao Hou and Pingshan Liu
2689	From Combustion Emissions to Neurotoxicity: Brain Health Risks of Military Burn Pits Exposure by Katherine M. Eggers, Zoe A. Keller, Paul Barach, Julie M. Tomáška, Joshua P. Nixon, Janeen H. Trembley and Tammy A. Butterick

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30775	Assessment of Burned Areas during the Pantanal Fire Crisis in 2020 Using Sentinel-2 Images by Yosio Edemir Shimabukuro, Gabriel de Oliveira, Gabriel Pereira, Egidio Arai, Francielle Cardozo, Andeise Cerqueira Dutra and Guilherme Mataveli
29490	Towards an Integrated Approach to Wildfire Risk Assessment: When, Where, What and How May the Landscapes Burn by Emilio Chuvieco, Marta Yebra, Simone Martino, Kirsten Thonicke, Marta Gómez-Giménez, Jesus San-Miguel, Duarte Oom, Ramona Velea, Florent Mouillot, Juan R. Molina, Ana I. Miranda, Diogo Lopes, Michele Salis, Marin Bugaric, Mikhail Sofiev, Evgeny Kadantsev, Ioannis Z. Gitas, Dimitris Stavrakoudis, George Eftychidis, Avi Bar-Massada, Alex Neidermeier, Valerio Pampanoni, M. Lucrecia Pettinari, Fatima Arrogante-Funes, Clara Ochoa, Bruno Moreira and Domingos Viegas Show full author list Hide full author list

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2684	Video Fire Detection Methods Based on Deep Learning: Datasets, Methods, and Future Directions by Chengtuo Jin, Tao Wang, Naji Alhusaini, Shenghui Zhao, Huilin Liu, Kun Xu and Jin Zhang
2668	Risk Assessment of Explosion Accidents in Hydrogen Fuel-Cell Rooms Using Experimental Investigations and Computational Fluid Dynamics Simulations by Byoungjik Park, Yangkyun Kim and In-Ju Hwang
2659	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
2461	Exploring and Testing Wildfire Risk Decision-Making in the Face of Deep Uncertainty by Bart R. Johnson, Alan A. Ager, Cody R. Evers, David W. Hulse, Max Nielsen-Pincus, Timothy J. Sheehan and John P. Bolte
2454	Reconnecting Fire Culture of Aboriginal Communities with Contemporary Wildfire Risk Management by Amos Atkinson and Cristina Montiel-Molina
2312	A Review of the Occurrence and Causes for Wildfires and Their Impacts on the Geoenvironment by Arvin Farid, Md Khorshed Alam, Venkata Siva Naga Sai Goli, Idil Deniz Akin, Taiwo Akinleye, Xiaohui Chen, Qing Cheng, Peter Cleall, Sabatino Cuomo, Vito Foresta, Shangqi Ge, Luca Iervolino, Pierrette Iradukunda, Charles H. Luce, Eugeniusz Koda, Slobodan B. Mickovski, Brendan C. O’Kelly, Evan K. Paleologos, Dario Peduto, Evan John Ricketts, Mojtaba Sadegh, Theo S. Sarris, Devendra N. Singh, Prithvendra Singh, Chao-Sheng Tang, Guillermo Tardio, Magdalena Daria Vaverková, Max Veneris and Jan Winkler Show full author list Hide full author list
2273	Recent Advances and Emerging Directions in Fire Detection Systems Based on Machine Learning Algorithms by Bogdan Marian Diaconu
2224	Socio-Psychological, Economic and Environmental Effects of Forest Fires by Stavros Kalogiannidis, Fotios Chatzitheodoridis, Dimitrios Kalfas, Christina Patitsa and Aristidis Papagrigoriou
2207	Forest Fire Prediction: A Spatial Machine Learning and Neural Network Approach by Sanjeev Sharma and Puskar Khanal
2198	Multi-Classification Using YOLOv11 and Hybrid YOLO11n-MobileNet Models: A Fire Classes Case Study by Eman H. Alkhammash

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2659	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
2312	A Review of the Occurrence and Causes for Wildfires and Their Impacts on the Geoenvironment by Arvin Farid, Md Khorshed Alam, Venkata Siva Naga Sai Goli, Idil Deniz Akin, Taiwo Akinleye, Xiaohui Chen, Qing Cheng, Peter Cleall, Sabatino Cuomo, Vito Foresta, Shangqi Ge, Luca Iervolino, Pierrette Iradukunda, Charles H. Luce, Eugeniusz Koda, Slobodan B. Mickovski, Brendan C. O’Kelly, Evan K. Paleologos, Dario Peduto, Evan John Ricketts, Mojtaba Sadegh, Theo S. Sarris, Devendra N. Singh, Prithvendra Singh, Chao-Sheng Tang, Guillermo Tardio, Magdalena Daria Vaverková, Max Veneris and Jan Winkler Show full author list Hide full author list
2198	Multi-Classification Using YOLOv11 and Hybrid YOLO11n-MobileNet Models: A Fire Classes Case Study by Eman H. Alkhammash
1994	A Comprehensive Review on Intumescent Coatings: Formulation, Manufacturing Methods, Research Development, and Issues by Touha Nazrun, Md Kamrul Hassan, Md Rayhan Hasnat, Md Delwar Hossain, Bulbul Ahmed and Swapan Saha
1818	Recent Developments in Hydrogen Production, Storage, and Transportation: Challenges, Opportunities, and Perspectives by Sanjay Kumar Singh Patel, Rahul K. Gupta, M. V. Rohit and Jung-Kul Lee
1423	Integration of Industry 4.0 Technologies in Fire and Safety Management by Prafful Negi, Ashish Pathani, Bhuvan Chandra Bhatt, Siddharth Swami, Rajesh Singh, Anita Gehlot, Amit Kumar Thakur, Lovi Raj Gupta, Neeraj Priyadarshi, Bhekisipho Twala and Vineet Singh Sikarwar
1419	Advances in Detection and Monitoring of Coal Spontaneous Combustion: Techniques, Challenges, and Future Directions by Lucica Anghelescu and Bogdan Marian Diaconu
1361	A Comparative Analysis of YOLOv9, YOLOv10, YOLOv11 for Smoke and Fire Detection by Eman H. Alkhammash
1352	Drought and Wildfire Trends in Native Forests of South-Central Chile in the 21st Century by Efraín Duarte, Rafael Rubilar, Francisco Matus, Claudia Garrido-Ruiz, Carolina Merino, Cecilia Smith-Ramirez, Felipe Aburto, Claudia Rojas, Alejandra Stehr, José Dörner, Francisco Nájera, Guillermo Barrientos and Ignacio Jofré
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1212	Remote Sensing for Wildfire Mapping: A Comprehensive Review of Advances, Platforms, and Algorithms by Ruth E. Guiop-Servan, Alexander Cotrina-Sanchez, Jhoivi Puerta-Culqui, Manuel Oliva-Cruz and Elgar Barboza
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711	Research on Control of Ammonia Fuel Leakage and Explosion Risks in Ship Engine Rooms by Zhongcheng Wang, Jie Zhu, Xiaoyu Liu, Jingjun Zhong and Peng Liang

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548	A Review of Fire and Explosion Hazards in Sustainable Lithium-Ion Battery Recycling Industries by Dejian Wu
413	Wind and Slope Effects on Wildland Fire Spread: A Review of Experimental, Empirical, Mathematical, and Physics-Based Models by Suhaib M. Hayajneh, Mohammad I. Alzghoul and Jamal Naser
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359	A Time Series Analysis of Monthly Fire Counts in Ontario, Canada, with Consideration of Climate Teleconnections by Emmanuella Boateng and Kevin Granville
338	Early Wildfire Smoke Detection with a Multi-Resolution Framework and Two-Stage Classification Pipeline by Gihwan Jung, Tae-Hyuk Ahn and Byungseok Min
313	Critical Review on Photovoltaic Fire Safety in Buildings from Ignition to Smoke Control and Intervention by Fouad Fatoom, Răzvan Calotă, Ilinca Năstase and Florin Bode
309	Fire Behavior and Propagation of Twin Wildfires in a Mediterranean Landscape: A Case Study from İzmir, Türkiye by Kadir Alperen Coskuner, Georgios Papavasileiou, Theodore M. Giannaros, Akli Benali and Ertugrul Bilgili
308	A Spatial Multi-Criteria Framework to Define Priorities in Wildfire Management Programs by Ana Gonçalves, Diogo M. Pinto, Sandra Oliveira and José Luís Zêzere
305	A Review of Two-Dimensional Cellular Automata Models for Wildfire Simulation: Methods, Capabilities, and Limitations by Ioannis Karakonstantis and George Xylomenos

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14340	Defining Extreme Wildfire Events: Difficulties, Challenges, and Impacts by Fantina Tedim, Vittorio Leone, Malik Amraoui, Christophe Bouillon, Michael R. Coughlan, Giuseppe M. Delogu, Paulo M. Fernandes, Carmen Ferreira, Sarah McCaffrey, Tara K. McGee, Joana Parente, Douglas Paton, Mário G. Pereira, Luís M. Ribeiro, Domingos X. Viegas and Gavriil Xanthopoulos
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7319	The 2017 North Bay and Southern California Fires: A Case Study by Nicholas J. Nauslar, John T. Abatzoglou and Patrick T. Marsh
7035	Fire Risk Assessment of Combustible Exterior Cladding Using a Collective Numerical Database by Timothy Bo Yuan Chen, Anthony Chun Yin Yuen, Guan Heng Yeoh, Wei Yang and Qing Nian Chan
6774	Catastrophic Bushfires, Indigenous Fire Knowledge and Reframing Science in Southeast Australia by Michael-Shawn Fletcher, Anthony Romano, Simon Connor, Michela Mariani and Shira Yoshi Maezumi
6283	Forest Fire Susceptibility and Risk Mapping Using Social/Infrastructural Vulnerability and Environmental Variables by Omid Ghorbanzadeh, Thomas Blaschke, Khalil Gholamnia and Jagannath Aryal
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5838	Spatial Distribution of Wildfires Ignited under Katabatic versus Non-Katabatic Winds in Mediterranean Southern California USA by Crystal A. Kolden and John T. Abatzoglou
5730	A Hierarchical Classification of Wildland Fire Fuels for Australian Vegetation Types by Miguel G. Cruz, Jim S. Gould, Jen J. Hollis and W. Lachie McCaw
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