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  • Article
  • Open Access
615 Views
22 Pages

Fire-Resistant Steel Structures: Optimization Mathematical Model with Minimum Predicted Cost of Fire Protection Means

  • Marina Gravit,
  • Anton Radaev,
  • Nikita Shcheglov,
  • Natalia Konstantinova and
  • Alla Tsepova

2 January 2026

Steel structures quickly lose stability during a fire, which is why fire protection measures are used to increase their fire resistance limits. Structural fire protection in the form of boards or covers can achieve structural stability values ranging...

  • Article
  • Open Access
11 Citations
3,232 Views
20 Pages

15 November 2023

The destructive Sir Ivan Dougherty fire burned 55,000 hectares around 250 km northwest of Sydney in New South Wales on 12 February 2017. Record hot temperatures were recorded in the area during the lead-in days and the fire conditions at the time wer...

  • Article
  • Open Access
35 Citations
6,176 Views
26 Pages

Prediction of Forest Fire Spread Rate Using UAV Images and an LSTM Model Considering the Interaction between Fire and Wind

  • Xingdong Li,
  • Hewei Gao,
  • Mingxian Zhang,
  • Shiyu Zhang,
  • Zhiming Gao,
  • Jiuqing Liu,
  • Shufa Sun,
  • Tongxin Hu and
  • Long Sun

27 October 2021

Modeling forest fire spread is a very complex problem, and the existing models usually need some input parameters which are hard to get. How to predict the time series of forest fire spread rate based on passed series may be a key problem to break th...

  • Article
  • Open Access
12 Citations
4,768 Views
21 Pages

Building fire is a complex geographic process related to the indoor spatial environment, a smart spatial data model can accurately describe the spatial-temporal information of a building fire scene, which is important for modeling a fire process. Wit...

  • Article
  • Open Access
3 Citations
1,438 Views
14 Pages

Analysis of Fire Resistance Performance of Double Swing Fire Doors Using Thermo-Mechanical Model Depending on Gap Size

  • Bohyuk Lim,
  • Bongki Bae,
  • Mingyu Jang,
  • Heedu Lee,
  • Changjun Lee,
  • Minkoo Kim and
  • Changyong Yi

19 June 2025

Fire doors are installed between compartments to prevent the spread of fire. During a fire, the temperature difference between the exposed and unexposed surfaces induces bending deformation of the door, thereby reducing its fire resistance performanc...

  • Abstract
  • Open Access
1,577 Views
1 Page

Enhancement of the Web-Based Wildfire Simulator for Wind Intensity Model and Crown Fire Modeling

  • Fabrizio Pedes,
  • Bachisio Arca,
  • Pierpaolo Duce,
  • Michele Salis,
  • Andrea Ventura and
  • Marcello Casula

This presentation will provide an overview of some of the recent improvements of the Sardinian Web-based Wildfire Simulator (WWS), a wildfire simulator developed to provide real-time support for wildfire management. We added a midflame wind velocity...

  • Article
  • Open Access
14 Citations
5,655 Views
18 Pages

With the rapid development of urbanization, fire risk factors have increased greatly, indicating a higher requirement for urban firefighting security. Fire rescue capabilities can be effectively improved by the scientific layout of fire stations, and...

  • Article
  • Open Access
37 Citations
8,865 Views
19 Pages

Simulation of a Large Wildfire in a Coupled Fire-Atmosphere Model

  • Jean-Baptiste Filippi,
  • Frédéric Bosseur,
  • Céline Mari and
  • Christine Lac

The Aullene fire devastated more than 3000 ha of Mediterranean maquis and pine forest in July 2009. The simulation of combustion processes, as well as atmospheric dynamics represents a challenge for such scenarios because of the various involved scal...

  • Article
  • Open Access
6 Citations
3,387 Views
22 Pages

A Statistical Forecasting Model for Extremes of the Fire Behaviour Index in Australia

  • Rachel Taylor,
  • Andrew G. Marshall,
  • Steven Crimp,
  • Geoffrey J. Cary and
  • Sarah Harris

10 April 2024

The increasing frequency and duration of severe fire events in Australia further necessitate accurate and timely forecasting to mitigate their consequences. This study evaluated the performance of two distinct approaches to forecasting extreme fire d...

  • Article
  • Open Access
6 Citations
3,537 Views
26 Pages

9 November 2024

More than half of South Korea’s land area is covered by forests, which significantly increases the potential for extensive damage in the event of a forest fire. The majority of forest fires in South Korea are caused by humans. Over the past dec...

  • Article
  • Open Access
19 Citations
3,146 Views
15 Pages

An Ensemble Model for Forest Fire Occurrence Mapping in China

  • Yakui Shao,
  • Zhongke Feng,
  • Meng Cao,
  • Wenbiao Wang,
  • Linhao Sun,
  • Xuanhan Yang,
  • Tiantian Ma,
  • Zanquan Guo,
  • Shahzad Fahad and
  • Zhichao Wang
  • + 1 author

29 March 2023

Assessing and predicting forest fires has long been an arduous task. Nowadays, the rapid advancement of artificial intelligence and machine learning technologies have provided a novel solution to forest fire occurrence assessment and prediction. In t...

  • Article
  • Open Access
3 Citations
3,860 Views
26 Pages

Development and Validation of a Zone Fire Model Embedding Multi-Fuel Combustion

  • Bernard Porterie,
  • Yannick Pizzo,
  • Maxime Mense,
  • Nicolas Sardoy,
  • Julien Louiche,
  • Nina Dizet,
  • Timothé Porterie and
  • Priscilla Pouschat

13 April 2022

This paper presents the development and validation of a two-zone model to predict fire development in a compartment. The model includes the effects of the ceiling jet on the convective heat transfer to enclosure walls and, unlike existing models, a n...

  • Article
  • Open Access
2,430 Views
17 Pages

Integrating Real-Time Meteorological Conditions into a Novel Fire Spread Model for Grasslands

  • Yakun Zhang,
  • Huimin Yu,
  • Wenjiang Huang,
  • Tiecheng Huang,
  • Meng Fan and
  • Kun Wang

26 April 2024

Accurate comprehension of grassland fires is imperative for maintaining ecological stability. In this study, we propose a novel fire model that incorporates real-time meteorological conditions. Our methodology integrates key meteorological factors in...

  • Article
  • Open Access
1,770 Views
15 Pages

4 November 2024

In recent years, due to the diversity of fire scenes in ports and ships, the problem of fire command is complicated. In the case of power failure, the original command platform and fire extinguishing system will not be able to be used normally, or th...

  • Article
  • Open Access
6 Citations
2,546 Views
23 Pages

Modified Quasi-Physical Grassland Fire Spread Model: Sensitivity Analysis

  • Esmaeil Mohammadian Bishe,
  • Hossein Afshin and
  • Bijan Farhanieh

12 September 2023

Developing models for predicting the rate of fire spread (ROS) in nature and analyzing the sensitivity of these models to environmental parameters are of great importance for fire study and management activities. A comprehensive sensitivity analysis...

  • Article
  • Open Access
5 Citations
2,690 Views
20 Pages

26 June 2024

Forest fires have devastating effects on extensive forest areas, compromising vital ecological services such as air purification, water conservation, and recreational opportunities, thus posing a significant socioeconomic threat. Furthermore, the ris...

  • Article
  • Open Access
12 Citations
3,148 Views
20 Pages

Development of an Analytical Model to Determine the Heat Fluxes to a Structural Element Due to a Travelling Fire

  • Marion Charlier,
  • Jean-Marc Franssen,
  • Fabien Dumont,
  • Ali Nadjai and
  • Olivier Vassart

6 October 2021

The term “travelling fire” is used to label fires which burn locally and move across the floor over a period of time in large compartments. Through experimental and numerical campaigns and while observing the tragic travelling fire events, it became...

  • Article
  • Open Access
24 Citations
6,779 Views
21 Pages

Multi-Model Forecasts of Very-Large Fire Occurences during the End of the 21st Century

  • Harry R. Podschwit,
  • Narasimhan K. Larkin,
  • E. Ashley Steel,
  • Alison Cullen and
  • Ernesto Alvarado

19 December 2018

Climate change is anticipated to influence future wildfire activity in complicated, and potentially unexpected ways. Specifically, the probability distribution of wildfire size may change so that incidents that were historically rare become more freq...

  • Article
  • Open Access
25 Citations
5,066 Views
16 Pages

Incorporating a Canopy Parameterization within a Coupled Fire-Atmosphere Model to Improve a Smoke Simulation for a Prescribed Burn

  • Derek V. Mallia,
  • Adam K. Kochanski,
  • Shawn P. Urbanski,
  • Jan Mandel,
  • Angel Farguell and
  • Steven K. Krueger

7 August 2020

Forecasting fire growth, plume rise and smoke impacts on air quality remains a challenging task. Wildland fires dynamically interact with the atmosphere, which can impact fire behavior, plume rises, and smoke dispersion. For understory fires, the fir...

  • Article
  • Open Access
8 Citations
3,210 Views
22 Pages

3 May 2025

Global warming has driven a marked increase in forest fire occurrences, underscoring the critical need for timely and accurate detection to mitigate fire-related losses. Existing forest fire detection algorithms face limitations in capturing flame an...

  • Article
  • Open Access
10 Citations
6,573 Views
15 Pages

Predicting Fire Propagation across Heterogeneous Landscapes Using WyoFire: A Monte Carlo-Driven Wildfire Model

  • Cory W. Ott,
  • Bishrant Adhikari,
  • Simon P. Alexander,
  • Paddington Hodza,
  • Chen Xu and
  • Thomas A. Minckley

11 December 2020

The scope of wildfires over the previous decade has brought these natural hazards to the forefront of risk management. Wildfires threaten human health, safety, and property, and there is a need for comprehensive and readily usable wildfire simulation...

  • Article
  • Open Access
8 Citations
5,182 Views
12 Pages

3 January 2019

Fire is a multi-scale process that is an important component in determining ecosystem age structures and successional trajectories across forested landscapes. In order to address questions regarding fire effects over large spatial scales and long tem...

  • Article
  • Open Access
1 Citations
2,121 Views
15 Pages

4 January 2023

In instrumented prescribed fires, the ignition procedure requires much attention. In this paper, we investigate the effects of two ignition procedures on the fire head using a 3D numerical model. The first procedure is to ignite the fire from the edg...

  • Article
  • Open Access
2 Citations
2,814 Views
17 Pages

European Yield Model Exponential Decay Constant Modification for Glulam after Fire Exposure

  • Mohd Nizam Shakimon,
  • Rohana Hassan,
  • Nor Jihan Abd Malek,
  • Azman Zainal,
  • Ali Awaludin,
  • Nor Hayati Abdul Hamid,
  • Wei Chen Lum and
  • Mohd Sapuan Salit

28 November 2022

Many real-scale fire tests have been performed on timber connections to analyze the mechanical behavior of timber connections in previous years. However, little research focused on the bending performance of glued laminated (glulam) timber beam bolte...

  • Article
  • Open Access
14 Citations
3,750 Views
15 Pages

Visual Intelligence in Smart Cities: A Lightweight Deep Learning Model for Fire Detection in an IoT Environment

  • Muhammad Nadeem,
  • Naqqash Dilshad,
  • Norah Saleh Alghamdi,
  • L. Minh Dang,
  • Hyoung-Kyu Song,
  • Junyoung Nam and
  • Hyeonjoon Moon

28 August 2023

The recognition of fire at its early stages and stopping it from causing socioeconomic and environmental disasters remains a demanding task. Despite the availability of convincing networks, there is a need to develop a lightweight network for resourc...

  • Article
  • Open Access
1 Citations
2,641 Views
25 Pages

All Lives Matter: A Model for Resource Allocation to Fire Departments in Portugal

  • Milad K. Eslamzadeh,
  • António Grilo and
  • Pedro Espadinha-Cruz

18 June 2024

Optimizing Resource Allocation in Fire Departments (RAFD) is crucial for enhancing Fire Protection Services (FPS) and ultimately saving lives. Efficient RAFD ensures that fire departments have the necessary resources to respond effectively to emergen...

  • Article
  • Open Access
15 Citations
3,373 Views
20 Pages

Improved Prediction of Forest Fire Risk in Central and Northern China by a Time-Decaying Precipitation Model

  • Jiajun Chen,
  • Xiaoqing Wang,
  • Ying Yu,
  • Xinzhe Yuan,
  • Xiangyin Quan and
  • Haifeng Huang

19 March 2022

With the increase in extreme climate events, forest fires burn in much larger areas. Therefore, it is important to accurately predict forest fire frequencies. Precipitation is an important factor that affects the probability of future forest fires. P...

  • Article
  • Open Access
3 Citations
3,677 Views
18 Pages

Promoting Low-Risk Fire Regimes: An Agent-Based Model to Explore Wildfire Mitigation Policy Options

  • Paulo Flores Ribeiro,
  • Francisco Moreira,
  • Maria João Canadas,
  • Ana Novais,
  • Miguel Leal,
  • Sandra Oliveira,
  • Rafaello Bergonse,
  • José Luís Zêzere and
  • José Lima Santos

6 March 2023

Landscape patterns and composition were identified as key drivers of fire risk and fire regimes. However, few studies have focused on effective policymaking aimed at encouraging landowners to diversify the landscape and make it more fire-resilient. W...

  • Article
  • Open Access
11 Citations
3,303 Views
14 Pages

22 May 2020

Ventilated facades are becoming an increasingly popular solution for external part of walls in the buildings. They may differ in many elements, among others things: claddings (fiber cement boards, HPL plates, large-slab ceramic tiles, ACM panels, sto...

  • Proceeding Paper
  • Open Access
2 Citations
2,240 Views
9 Pages

The number of forest fires ignitions has decreased worldwide, thus observing increased levels of intensity and destruction, endangering urban areas and causing material damages and deaths (Portugal, 2017). Forest fire hazard mapping supported by the...

  • Article
  • Open Access
2 Citations
3,859 Views
19 Pages

Temporal Limitations of the Standard Leaky Integrate and Fire Model

  • Liya Merzon,
  • Tatiana Malevich,
  • Georgiy Zhulikov,
  • Sofia Krasovskaya and
  • W. Joseph MacInnes

27 December 2019

Itti and Koch’s Saliency Model has been used extensively to simulate fixation selection in a variety of tasks from visual search to simple reaction times. Although the Saliency Model has been tested for its spatial prediction of fixations in vi...

  • Article
  • Open Access
14 Citations
5,908 Views
14 Pages

24 May 2023

The Rothermel model, which has been widely used to predict the rate of forest fire spread, has errors that restrict its ability to reflect the actual rate of spread (ROS). In this study, the fuels from seven typical tree species in the Karst ecosyste...

  • Article
  • Open Access
66 Citations
8,758 Views
24 Pages

8 December 2018

Two of the main remote sensing data resources for forest fire detection have significant drawbacks: geostationary Earth Observation (EO) satellites have high temporal resolution but low spatial resolution, whereas Polar-orbiting systems have high spa...

  • Article
  • Open Access
8 Citations
2,933 Views
21 Pages

Study on Thermal Radiation Characteristics and the Multi-Point Source Model of Hydrogen Jet Fire

  • Haiyang Zhang,
  • Xun Cao,
  • Xuhao Yuan,
  • Fengrong Wu,
  • Jing Wang,
  • Yankang Zhang,
  • Qianqian Li,
  • Hu Liu and
  • Zuohua Huang

13 August 2024

Hydrogen safety remains a paramount concern in pipeline transportation. Once hydrogen leaks and ignites, it quickly escalates into a jet fire incident. The substantial thermal radiation released poses significant risks of fire and explosion. Therefor...

  • Article
  • Open Access
1,234 Views
19 Pages

2 September 2025

With the increasing frequency of global forest fires, research on the spread of forest fires has become one of the important directions in fire research. In order to improve the accuracy of surface fire spread simulation, based on relevant forest res...

  • Article
  • Open Access
24 Citations
8,313 Views
25 Pages

25 July 2012

Smoke plume rise is critically dependent on plume updraft structure. Smoke plumes from landscape burns (forest and agricultural burns) are typically structured into “sub-plumes” or multiple-core updrafts with the number of updraft cores depending on...

  • Feature Paper
  • Article
  • Open Access
14 Citations
3,583 Views
20 Pages

Real-Time Egress Model for Multiplex Buildings under Fire Based on Artificial Neural Network

  • Khaliunaa Darkhanbat,
  • Inwook Heo,
  • Sun-Jin Han,
  • Hae-Chang Cho and
  • Kang Su Kim

8 July 2021

When fire occurs in a large multiplex building, the direction of smoke and flames is often similar to that of the evacuation of building occupants. This causes evacuation bottlenecks in a specific compartment, especially when the occupant density is...

  • Article
  • Open Access
3 Citations
4,111 Views
20 Pages

Predicting the Continuous Spatiotemporal State of Ground Fire Based on the Expended LSTM Model with Self-Attention Mechanisms

  • Xinyu Wang,
  • Xinquan Wang,
  • Mingxian Zhang,
  • Chun Tang,
  • Xingdong Li,
  • Shufa Sun,
  • Yangwei Wang,
  • Dandan Li and
  • Sanping Li

15 June 2023

Fire spread prediction is a crucial technology for fighting forest fires. Most existing fire spread models focus on making predictions after a specific time, and their predicted performance decreases rapidly in continuous prediction due to error accu...

  • Article
  • Open Access
3 Citations
2,271 Views
13 Pages

Development of a Fuel Model for Cistus spp. and Testing Its Fire Behavior Prediction Performance

  • Miltiadis Athanasiou,
  • Aristotelis Martinis,
  • Evangelia Korakaki and
  • Evangelia V. Avramidou

25 June 2023

This paper presents the development of a fuel model that can describe fuel situations in areas dominated by Cistus spp. (rockrose) in Greece. In order to obtain the necessary fuel data, thirty (30) 1 m2 plots were destructively sampled in phryganic a...

  • Article
  • Open Access
12 Citations
3,011 Views
15 Pages

8 February 2023

In order to accurately assess the fire risk of urban utility tunnels, an evaluation method based on the improved cloud model and evidence theory is proposed. Firstly, an evaluation index system for the fire risk of urban utility tunnels is constructe...

  • Article
  • Open Access
1 Citations
2,683 Views
14 Pages

Assessing Fire Risk Zones in Phrae Province, Northern Thailand, Using a MaxEnt Model

  • Torlarp Kamyo,
  • Punchaporn Kamyo,
  • Kanyakorn Panthong,
  • Itsaree Howpinjai,
  • Ratchaneewan Kamton and
  • Lamthai Asanok

This study aimed to investigate the physical factors influencing the occurrence of forest fires and to create a fire risk map of Phrae Province. Remote sensing and geographic information system (GIS) technology were applied for the analysis, focusing...

  • Article
  • Open Access
1 Citations
432 Views
31 Pages

7 January 2026

Forest fire monitoring in remote sensing imagery has long relied on traditional perception models that primarily focus on detection or segmentation. However, such approaches fall short in understanding complex fire dynamics, including contextual reas...

  • Article
  • Open Access
10 Citations
2,517 Views
14 Pages

15 February 2023

Wildfires are among the main factors that disturb terrestrial ecosystems, landscapes, and the environment. Understanding the differences that the socioeconomic factors of different administrative levels have on fire occurrence remains critical to inf...

  • Article
  • Open Access
8 Citations
5,450 Views
17 Pages

3 January 2024

High-rise buildings (HRBs) are prone to high fire hazards due to their high occupant density, limited evacuation routes, and high fire load. The indicator system method, as a systematic evaluation method, is widely applied to assess HRB fire risk. Ho...

  • Article
  • Open Access
5 Citations
3,984 Views
15 Pages

Predicting Emission Source Terms in a Reduced-Order Fire Spread Model—Part 1: Particulate Emissions

  • Alexander J. Josephson,
  • Troy M. Holland,
  • Sara Brambilla,
  • Michael J. Brown and
  • Rodman R. Linn

25 February 2020

A simple, easy-to-evaluate, surrogate model was developed for predicting the particle emission source term in wildfire simulations. In creating this model, we conceptualized wildfire as a series of flamelets, and using this concept of flamelets, we d...

  • Article
  • Open Access
4 Citations
3,347 Views
26 Pages

Landslide Trail Extraction Using Fire Extinguishing Model

  • Zhao Zhan,
  • Wenzhong Shi,
  • Min Zhang,
  • Zhewei Liu,
  • Linya Peng,
  • Yue Yu and
  • Yangjie Sun

10 January 2022

Landslide trails are important elements of landslide inventory maps, providing valuable information for landslide risk and hazard assessment. Compared with traditional manual mapping, skeletonization methods offer a more cost-efficient way to map lan...

  • Technical Note
  • Open Access
23 Citations
8,240 Views
18 Pages

A Spatio-Temporal Model for Forest Fire Detection Using HJ-IRS Satellite Data

  • Lei Lin,
  • Yu Meng,
  • Anzhi Yue,
  • Yuan Yuan,
  • Xiaoyi Liu,
  • Jingbo Chen,
  • Mengmeng Zhang and
  • Jiansheng Chen

11 May 2016

Fire detection based on multi-temporal remote sensing data is an active research field. However, multi-temporal detection processes are usually complicated because of the spatial and temporal variability of remote sensing imagery. This paper presents...

  • Article
  • Open Access
884 Views
21 Pages

28 October 2025

This study develops a combustible material pyrolysis model capable of numerically predicting and analyzing ultra-fast fire scenarios. The model was subsequently applied to investigate fire behavior in industrial complex facilities. Based on a propoli...

  • Article
  • Open Access
56 Citations
7,261 Views
16 Pages

29 September 2022

Ship fire is one of the greatest dangers to ship navigation safety. Nevertheless, typical detection methods have limited detection effectiveness and accuracy due to distance restrictions and ship motion. Although the issue can be addressed by image r...

  • Feature Paper
  • Article
  • Open Access
14 Citations
3,308 Views
27 Pages

Efficient Wildland Fire Simulation via Nonlinear Model Order Reduction

  • Felix Black,
  • Philipp Schulze and
  • Benjamin Unger

11 August 2021

We propose a new hyper-reduction method for a recently introduced nonlinear model reduction framework based on dynamically transformed basis functions and especially well-suited for transport-dominated systems. Furthermore, we discuss applying this n...

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