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Citations	Article
149	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
101	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
91	Deep Learning Approaches for Wildland Fires Using Satellite Remote Sensing Data: Detection, Mapping, and Prediction by Rafik Ghali and Moulay A. Akhloufi
61	Socio-Psychological, Economic and Environmental Effects of Forest Fires by Stavros Kalogiannidis, Fotios Chatzitheodoridis, Dimitrios Kalfas, Christina Patitsa and Aristidis Papagrigoriou
54	Green Conversion of Carbon Dioxide and Sustainable Fuel Synthesis by Hosam M. Saleh and Amal I. Hassan
48	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
44	Wildfire Intensity and Fire Emissions in Siberia by Evgenii I. Ponomarev, Andrey N. Zabrodin, Eugene G. Shvetsov and Tatiana V. Ponomareva
43	Fire Protection and Evacuation Analysis in Underground Interchange Tunnels by Integrating BIM and Numerical Simulation by Zhen Liu, Xingyu Gu and Rui Hong
42	Influence of Nano Composites on the Impact Resistance of Concrete at Elevated Temperatures by Balamurali Kanagaraj, Anand Nammalvar, A. Diana Andrushia, Beulah Gnana Ananthi Gurupatham and Krishanu Roy
41	FFYOLO: A Lightweight Forest Fire Detection Model Based on YOLOv8 by Bensheng Yun, Yanan Zheng, Zhenyu Lin and Tao Li

Citations	Article
41	FFYOLO: A Lightweight Forest Fire Detection Model Based on YOLOv8 by Bensheng Yun, Yanan Zheng, Zhenyu Lin and Tao Li
38	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
38	Multi-Classification Using YOLOv11 and Hybrid YOLO11n-MobileNet Models: A Fire Classes Case Study by Eman H. Alkhammash
33	YOLO-Based Models for Smoke and Wildfire Detection in Ground and Aerial Images by Leon Augusto Okida Gonçalves, Rafik Ghali and Moulay A. Akhloufi
33	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
32	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
30	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
28	Advancing Maritime Safety: Early Detection of Ship Fires through Computer Vision, Deep Learning Approaches, and Histogram Equalization Techniques by Aziza Ergasheva, Farkhod Akhmedov, Akmalbek Abdusalomov and Wooseong Kim
26	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
25	Lightning-Induced Wildfires: An Overview by Yang Song, Cangsu Xu, Xiaolu Li and Francis Oppong

Citations	Article
20	Classification and Prevention of Electrical Fires: A Comprehensive Review by Guohui Li, Jiapu Guo, Yanhao Kang, Que Huang, Junchao Zhao and Changcheng Liu
13	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
12	Post-Fire Burned Area Detection Using Machine Learning and Burn Severity Classification with Spectral Indices in İzmir: A SHAP-Driven XAI Approach by Halil İbrahim Gündüz, Ahmet Tarık Torun and Cemil Gezgin
11	Integrating Virtual Reality, Augmented Reality, Mixed Reality, Extended Reality, and Simulation-Based Systems into Fire and Rescue Service Training: Current Practices and Future Directions by Dusan Hancko, Andrea Majlingova and Danica Kačíková
9	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
9	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
8	Smoke and Fire-You Only Look Once: A Lightweight Deep Learning Model for Video Smoke and Flame Detection in Natural Scenes by Chenmeng Zhao, Like Zhao, Ka Zhang, Yinghua Ren, Hui Chen and Yehua Sheng
8	Effect of Protective Coatings on Post-Fire Performance and Behavior of Mild Steel-Based Cold-Formed Steel Back-to-Back Channel Columns with Bolted Connections by Varun Sabu Sam, Anand Nammalvar, Andrainik Iswarary, Diana Andrushia, G. Beulah Gnana Ananthi and Krishanu Roy
8	YOLOv8n-SMMP: A Lightweight YOLO Forest Fire Detection Model by Nianzu Zhou, Demin Gao and Zhengli Zhu
7	Research Status and Progress of Acoustic Fire Extinguishing Technology by Xinyue Shi, Zhaojun Tian, Yi Lu and Qing Ye

Citations	Article
9	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
7	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
3	Synoptic and Regional Meteorological Drivers of a Wildfire in the Wildland–Urban Interface of Faro (Portugal) by Flavio Tiago Couto, Cátia Campos, Carolina Purificação, Filippe Lemos Maia Santos, Hugo Nunes Andrade, Nuno Andrade, André Becker Nunes, Nuno Guiomar and Rui Salgado
3	Evaluating and Predicting Wildfire Burn Severity Through Stand Structure and Seasonal NDVI: A Case Study of the March 2025 Uiseong Wildfire by Taewoo Yi and JunSeok Lee
2	Closed-Loop Multimodal Framework for Early Warning and Emergency Response for Overcharge-Induced Thermal Runaway in LFP Batteries by Jikai Tian, Weiwei Qi, Jiao Wang and Jun Shen
2	Advances in Flame-Retardant Coatings for Rigid Polyurethane Foams: A Critical Review by Qinhe Guo, Jiong Chen, Lulu Xu, Min Chen, Yan Zhang, Yi Xiao, Yao Yuan, Kate Nguyen and Wei Wang
2	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
2	Degradation Pathways of Electrical Cable Insulation: A Review of Aging Mechanisms and Fire Hazards by Lucica Anghelescu, Alina Daniela Handra and Bogdan Marian Diaconu
2	A Systematic Review of Models for Fire Spread in Wildfires by Spotting by Edna Cardoso, Domingos Xavier Viegas and António Gameiro Lopes
2	Cascading Impacts of Wildfire Emissions on Air Quality, Human Health, and Climate Change Based on Literature Review by Erekso Hadiwijoyo, Hom Bahadur Rijal and Norhayati Abdullah

Citations	Article
397	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
197	We’re Not Doing Enough Prescribed Fire in the Western United States to Mitigate Wildfire Risk by Crystal A. Kolden
159	Forest Fire Susceptibility and Risk Mapping Using Social/Infrastructural Vulnerability and Environmental Variables by Omid Ghorbanzadeh, Thomas Blaschke, Khalil Gholamnia and Jagannath Aryal
149	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
143	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
140	The 2017 North Bay and Southern California Fires: A Case Study by Nicholas J. Nauslar, John T. Abatzoglou and Patrick T. Marsh
124	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
101	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
97	The Year 2017: Megafires and Management in the Cerrado by Alessandra Fidelis, Swanni T. Alvarado, Ana Carolina S. Barradas and Vânia R. Pivello
94	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

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30128	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
27012	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
23252	Deep Learning Approaches for Wildland Fires Using Satellite Remote Sensing Data: Detection, Mapping, and Prediction by Rafik Ghali and Moulay A. Akhloufi
20379	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
19744	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
17735	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
17112	Recent Advances and Emerging Directions in Fire Detection Systems Based on Machine Learning Algorithms by Bogdan Marian Diaconu
16145	Mapping the Most Susceptible Regions to Fire in Portugal by Tiago Ermitão, Patrícia Páscoa, Isabel Trigo, Catarina Alonso and Célia Gouveia
15300	Fire Regimes of Utah: The Past as Prologue by Joseph D. Birch and James A. Lutz

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19744	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
17735	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
13978	Fire and Smoke Detection Using Fine-Tuned YOLOv8 and YOLOv7 Deep Models by Mohamed Chetoui and Moulay A. Akhloufi
13656	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
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11528	A Comparative Analysis of YOLOv9, YOLOv10, YOLOv11 for Smoke and Fire Detection by Eman H. Alkhammash
10316	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
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8403	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
7806	Research Status and Progress of Acoustic Fire Extinguishing Technology by Xinyue Shi, Zhaojun Tian, Yi Lu and Qing Ye
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6837	Integrating Virtual Reality, Augmented Reality, Mixed Reality, Extended Reality, and Simulation-Based Systems into Fire and Rescue Service Training: Current Practices and Future Directions by Dusan Hancko, Andrea Majlingova and Danica Kačíková
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5239	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
4927	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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3546	Deep Learning Approaches for Wildland Fires Using Satellite Remote Sensing Data: Detection, Mapping, and Prediction by Rafik Ghali and Moulay A. Akhloufi
3535	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
2964	Green Conversion of Carbon Dioxide and Sustainable Fuel Synthesis by Hosam M. Saleh and Amal I. Hassan
2688	Forest Fire Patterns and Lightning-Caused Forest Fire Detection in Heilongjiang Province of China Using Satellite Data by Qiangying Jiao, Meng Fan, Jinhua Tao, Weiye Wang, Di Liu and Ping Wang
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2203	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
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2018	Socio-Psychological, Economic and Environmental Effects of Forest Fires by Stavros Kalogiannidis, Fotios Chatzitheodoridis, Dimitrios Kalfas, Christina Patitsa and Aristidis Papagrigoriou

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2203	Machine Learning and Deep Learning for Wildfire Spread Prediction: A Review by Henintsoa S. Andrianarivony and Moulay A. Akhloufi
2104	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
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1556	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
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