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278 Results Found

  • Article
  • Open Access
22 Citations
7,317 Views
21 Pages

Forest Fire Spread Simulation and Fire Extinguishing Visualization Research

  • Qingkuo Meng,
  • Hao Lu,
  • Yongjian Huai,
  • Haifeng Xu and
  • Siyu Yang

4 July 2023

There are three main types of forest fires: surface fires, tree crown fires, and underground fires. The frequency of surface fires and tree crown fires accounts for more than 90% of the overall frequency of forest fires. In order to construct an imme...

  • Feature Paper
  • Article
  • Open Access
28 Citations
6,374 Views
12 Pages

Adaptive Forest Fire Spread Simulation Algorithm Based on Cellular Automata

  • Liyang Sun,
  • Congcong Xu,
  • Yanglangxing He,
  • Yanjun Zhao,
  • Yuan Xu,
  • Xiaoping Rui and
  • Hanwei Xu

20 October 2021

The popular simulation process that uses traditional cellular automata with a fixed time step to simulate forest fire spread may be limited in its ability to reflect the characteristics of actual fire development. This study combines cellular automat...

  • Article
  • Open Access
9 Citations
5,799 Views
21 Pages

19 June 2019

Large-scale fires mainly due to the ignition of thermal insulation materials in the ceiling of piloti-type structures are becoming frequent. However, the fire spread in these cases is not well understood. Herein we performed small-scale and real-scal...

  • Article
  • Open Access
13 Citations
5,049 Views
21 Pages

Comparison of Different Models to Simulate Forest Fire Spread: A Case Study

  • Jibin Ning,
  • Hui Liu,
  • Wennan Yu,
  • Jifeng Deng,
  • Long Sun,
  • Guang Yang,
  • Mingyu Wang and
  • Hongzhou Yu

20 March 2024

With the development of computer technology, forest fire spread simulation using computers has gradually developed. According to the existing research on forest fire spread, the models established in various countries have typical regional characteri...

  • Article
  • Open Access
36 Citations
11,388 Views
23 Pages

Simulating Forest Fire Spread with Cellular Automation Driven by a LSTM Based Speed Model

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

20 January 2022

The simulation of forest fire spread is a key problem for the management of fire, and Cellular Automata (CA) has been used to simulate the complex mechanism of the fire spread for a long time. The simulation of CA is driven by the rate of fire spread...

  • Review
  • Open Access
12 Citations
9,150 Views
17 Pages

Software-Based Simulations of Wildfire Spread and Wind-Fire Interaction

  • Maryam Ghodrat,
  • Farshad Shakeriaski,
  • Sayyed Aboozar Fanaee and
  • Albert Simeoni

31 December 2022

Wildfires are complex phenomena, both in time and space, in ecosystems. The ability to understand wildfire dynamics and to predict the behaviour of the propagating fire is essential and at the same time a challenging practice. A common approach to in...

  • Article
  • Open Access
14 Citations
3,721 Views
32 Pages

Predictive Modelling of Wind-Influenced Dynamic Fire Spread Probability in Tank Farm Due to Domino Effect by Integrating Numerical Simulation with ANN

  • Asher Ahmed Malik,
  • Mohammad Shakir Nasif,
  • Ushtar Arshad,
  • Ainul Akmar Mokhtar,
  • Mohd Zahirasri Mohd Tohir and
  • Rafat Al-Waked

23 February 2023

Pool fires cause immense damage to fuel storage tank farms. Reduced fire escalation risk in tank farms improves fire safety. Computational fluid dynamics (CFD) has proven effective in assessing escalation of fire-related domino effects and is being u...

  • Article
  • Open Access
3 Citations
2,151 Views
19 Pages

8 February 2025

Analyzing wildfire behavior is crucial due to its significant environmental repercussions. Among the various influencing factors, terrain slope and wind velocity are pivotal in governing fire spread characteristics. In the present study, we investiga...

  • Article
  • Open Access
1 Citations
1,739 Views
27 Pages

25 July 2025

The modern Chinese architectural heritage combines sturdy Western materials with delicate Chinese styling, mainly adopting brick-timber structural systems that are highly vulnerable to fire damage. The study assesses the fire spread characteristics o...

  • Article
  • Open Access
6 Citations
2,971 Views
14 Pages

A Study on the Impact of Window Partition Walls on the Spread of Fire on Building Facades

  • Rongshui Qin,
  • Xuesong Dai,
  • Chao Ding,
  • Zelong Zhang,
  • Yan Jiao and
  • Xin Ren

17 July 2024

This paper investigates the impact of window partition walls on the spread of fire on building facades under the impact of environmental wind through Fire Dynamics Simulator simulation experiments. A four-story building model was constructed using a...

  • Article
  • Open Access
8 Citations
3,941 Views
17 Pages

Influence of Firefighting Intervention on Fire Spread Characteristics in Ship Engine Room

  • Chenfeng Li,
  • Jiayin Mao,
  • Zixiong Kang,
  • Shengzhu Zhao and
  • Huilong Ren

The purpose of this paper is to investigate and evaluate the ship engine room fire spreading characteristics based on the effect of firefighting interventions. The large eddy simulation (LES) and theoretical models are employed to simulate a fire sce...

  • Article
  • Open Access
2 Citations
2,454 Views
14 Pages

Influence of Wind Direction on Fire Spread on High-Rise Building Facades

  • Huaitao Song,
  • Yali Shi,
  • Haowei Yao,
  • Xiaoge Wei,
  • Hengjie Qin,
  • Zhen Lou,
  • Zhenpeng Bai,
  • Jingfen Li and
  • Yueyang Yu

26 October 2024

In order to study the influence of wind direction on fire spread on building facades, a three-dimensional model of a high-rise building was built with PyroSim software. Numerical simulations were conducted with five wind directions (0°, 45°,...

  • Article
  • Open Access
1,373 Views
23 Pages

23 September 2025

Conventional wildfire assessment products emphasize regional-scale ignition likelihood and potential spread derived from fuels and weather. While useful for broad planning, they do not directly support boundary-aware, scenario-specific decision-makin...

  • Article
  • Open Access
8 Citations
3,042 Views
14 Pages

12 May 2023

Recent studies have shown that vertical greenery systems (VGS) carry a significant fire threat when not properly looked after. Building on this, the fire hazard of VGS was compared to two other thermally efficient building façade systems (TEBF...

  • Article
  • Open Access
7 Citations
4,335 Views
23 Pages

Efficient Simulations of Propagating Flames and Fire Suppression Optimization Using Adaptive Mesh Refinement

  • Caelan Lapointe,
  • Nicholas T. Wimer,
  • Sam Simons-Wellin,
  • Jeffrey F. Glusman,
  • Gregory B. Rieker and
  • Peter E. Hamlington

8 September 2021

Fires are complex multi-physics problems that span wide spatial scale ranges. Capturing this complexity in computationally affordable numerical simulations for process studies and “outer-loop” techniques (e.g., optimization and uncertainty quantifica...

  • Article
  • Open Access
9 Citations
3,429 Views
18 Pages

Numerical Simulation on Smoke Temperature Distribution in a Large Indoor Pedestrian Street Fire

  • Weidong Lin,
  • Qiyu Liu,
  • Meihong Zhang,
  • Bihe Cai,
  • Hui Wang,
  • Jian Chen and
  • Yang Zhou

13 March 2023

In order to study the characteristics of fire smoke spread and temperature distribution of a large indoor pedestrian street under different heat release rates and smoke exhaust modes, this paper focuses on the analysis of fire smoke spread, visibilit...

  • Article
  • Open Access
13 Citations
3,487 Views
15 Pages

6 April 2020

Flame retardant cables were investigated using thermo-gravimetric analysis to measure the reference temperature and reference rate required for a fire spread simulation using a Fire Dynamics Simulator (FDS). Sensitivity analysis was also performed to...

  • Article
  • Open Access
12 Citations
4,010 Views
22 Pages

Geoinformatics and Machine Learning for Comprehensive Fire Risk Assessment and Management in Peri-Urban Environments: A Building-Block-Level Approach

  • Anastasia Yfantidou,
  • Melpomeni Zoka,
  • Nikolaos Stathopoulos,
  • Martha Kokkalidou,
  • Stella Girtsou,
  • Michail-Christos Tsoutsos,
  • Diofantos Hadjimitsis and
  • Charalampos Kontoes

13 September 2023

Forest fires can result in loss of life, damage to infrastructure, and adverse environmental impacts. This study showcases an integrated approach for conducting high-detail fire risk assessment and supporting strategic planning and management of fire...

  • Article
  • Open Access
12 Citations
7,506 Views
13 Pages

A Numerical Analysis of the Fire Characteristics after Sprinkler Activation in the Compartment Fire

  • Ho Trong Khoat,
  • Ji Tea Kim,
  • Tran Dang Quoc,
  • Ji Hyun Kwark and
  • Hong Sun Ryou

15 June 2020

Understanding fire characteristics under sprinkler spray is valuable for performance-based safety design. However, fire characteristics during fire suppression by sprinkler spray has seldom been studied in detail. In order to present a fire suppressi...

  • Essay
  • Open Access
1,692 Views
14 Pages

5 November 2024

In view of the spread and distribution of high-temperature toxic smoke on the working face during belt conveyor fires, the FDS was used to carry out numerical simulation, establish a belt conveyor fire simulation model, set up a variety of working co...

  • Article
  • Open Access
5 Citations
4,648 Views
20 Pages

Physics-Based Simulations of Flow and Fire Development Downstream of a Canopy

  • Gilbert Accary,
  • Duncan Sutherland,
  • Nicolas Frangieh,
  • Khalid Moinuddin,
  • Ibrahim Shamseddine,
  • Sofiane Meradji and
  • Dominique Morvan

28 June 2020

The behavior of a grassland fire propagating downstream of a forest canopy has been simulated numerically using the fully physics-based wildfire model FIRESTAR3D. This configuration reproduces quite accurately the situation encountered when a wildfir...

  • Article
  • Open Access
801 Views
19 Pages

14 August 2025

While geostationary satellites can provide continuous near-real-time observations, their low spatial resolution makes it difficult to detect small wildfires. Conversely, polar-orbiting satellites are capable of observing small wildfires at high spati...

  • Review
  • Open Access
7 Citations
4,922 Views
31 Pages

24 July 2025

Wildfires increasingly threaten human life, ecosystems, and infrastructure, with events like the 2025 Palisades and Eaton fires in Los Angeles County underscoring the urgent need for more advanced prediction frameworks. Existing physics-based and dee...

  • Article
  • Open Access
3 Citations
2,228 Views
12 Pages

Simulating Daily Large Fire Spread Events in the Northern Front Range, Colorado, USA

  • Matthew P. Thompson,
  • Dung Nguyen,
  • Christopher J. Moran,
  • Joe Scott,
  • Yu Wei and
  • Bryce Young

31 October 2024

Extreme spread events (ESEs), often characterized by high intensity and rapid rates of spread, can overwhelm fire suppression and emergency response capacity, threaten responder and public safety, damage landscapes and communities, and result in high...

  • Article
  • Open Access
10 Citations
3,921 Views
17 Pages

26 August 2018

Discrete event system specification (DEVS) has been widely used in event-driven simulations for sensor-driven Internet of things (IoT) applications, such as monitoring the spread of fire disaster. Event-driven models for IoT sensor nodes and their co...

  • Article
  • Open Access
3 Citations
1,317 Views
26 Pages

31 March 2025

The wind and slope are deemed to be the determinant factors driving the extreme or erratic spread behavior of wildfire, which, however, has not been fully investigated, especially to elaborate the mechanism of fire spread associated with heat transfe...

  • Feature Paper
  • Article
  • Open Access
536 Views
21 Pages

High-Resolution Numerical Scheme for Simulating Wildland Fire Spread

  • Vasileios G. Mandikas and
  • Apostolos Voulgarakis

20 November 2025

Predicting wildland fire spread requires numerical schemes that can resolve sharp gradients at the fireline while remaining stable and efficient on practical grids. We develop a compact high-order finite-difference scheme for Hamilton–Jacobi le...

  • Article
  • Open Access
15 Citations
5,669 Views
37 Pages

24 July 2020

A general procedure is described to generate material parameter sets to simulate fire propagation in horizontal cable tray installations. Cone Calorimeter test data are processed in an inverse modelling approach. Here, parameter sets are generated pr...

  • Abstract
  • Open Access
1,566 Views
2 Pages

Wildfire Hazard and Landscape Connectivity Assessment in the Serra da Cabreira Mountain, Portugal

  • Ana C. L. Sá,
  • Bruno Aparicio,
  • Chiara Bruni,
  • Akli Benali,
  • Michele Salis,
  • Fábio Silva,
  • Alfredo Rocha,
  • Martinho Marta-Almeida,
  • Susana Cardoso and
  • José Pereira

The impacts of wildfires have been increasing in the Mediterranean Basin, and Portugal recently experienced some of the most extreme fire seasons on record. It is urgent to shift wildfire management goals by re-balancing wildfire suppression and miti...

  • Article
  • Open Access
12 Citations
5,399 Views
26 Pages

Towards the Development of a Probabilistic Approach to Informal Settlement Fire Spread Using Ignition Modelling and Spatial Metrics

  • Antonio Cicione,
  • Lesley Gibson,
  • Colleen Wade,
  • Michael Spearpoint,
  • Richard Walls and
  • David Rush

15 November 2020

Large conflagrations of informal settlements occur regularly, leaving thousands of people homeless daily and taking tens of thousands of lives annually. Over the past few years, a large amount of data has been collected from a number of full-scale in...

  • Article
  • Open Access
4 Citations
5,531 Views
18 Pages

13 August 2021

An increase in the frequency of severe fire events, as well as a growing interest in wildfire mitigation strategies, has created a demand for skilled managers of landscape fire and a better community understanding of fire behaviour. While on-ground e...

  • Article
  • Open Access
2 Citations
1,794 Views
19 Pages

High-temperature smoke generated by tunnel fires is the most important factor causing casualties. To explore the influence of natural wind on fire smoke movement in an extra-long highway tunnel based on the Taihang Mountain Tunnel, the distribution l...

  • Article
  • Open Access
36 Citations
13,390 Views
17 Pages

22 November 2022

The quantitative simulation of forest fire spread is of great significance for designing rapid risk management approaches and implementing effective fire fighting strategies. A cellular automaton (CA) is well suited to the dynamic simulation of the s...

  • Feature Paper
  • Article
  • Open Access
31 Citations
5,687 Views
14 Pages

The Impact of Fuel Treatments on Wildfire Behavior in North American Boreal Fuels: A Simulation Study Using FIRETEC

  • Ginny Marshall,
  • Dan K. Thompson,
  • Kerry Anderson,
  • Brian Simpson,
  • Rodman Linn and
  • Dave Schroeder

5 June 2020

Current methods of predicting fire spread in Canadian forests are suited to large wildfires that spread through natural forests. Recently, the use of mechanical and thinning treatments of forests in the wildland-urban interface of Canada has increase...

  • Article
  • Open Access
1,648 Views
30 Pages

Modeling Firebrand Spotting in WRF-Fire for Coupled Fire–Weather Prediction

  • Maria Frediani,
  • Kasra Shamsaei,
  • Timothy W. Juliano,
  • Hamed Ebrahimian,
  • Branko Kosović,
  • Jason C. Knievel and
  • Sarah A. Tessendorf

23 September 2025

This study develops, implements, and evaluates the Firebrand Spotting parameterization within the WRF-Fire coupled fire–atmosphere modeling system. Fire spotting is an important mechanism characterizing fire spread in wind-driven events. It can...

  • Article
  • Open Access
1,230 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
3 Citations
1,673 Views
13 Pages

31 March 2025

Accurate wildfire spread modeling critically depends on the representation of wind dynamics, which vary with terrain, land cover characteristics, and height above ground. Many fire spread models are often coupled with coarse atmospheric grids that ca...

  • Article
  • Open Access
687 Views
29 Pages

Fire Hazard Risk Grading of Timber Architectural Complexes Based on Fire Spreading Characteristics

  • Chong Wang,
  • Zhigang Song,
  • Jian Zhang,
  • Lijiao Liu,
  • Feiyang Zheng and
  • Siqi Cao

14 July 2025

Fire spread between buildings is the primary cause of extensive fire damage in traditional village timber structure clusters. Accurately assessing fire spread risk is crucial for the preservation of these architectural ensembles. During the developme...

  • Article
  • Open Access
9 Citations
4,162 Views
16 Pages

HexFire: A Flexible and Accessible Wildfire Simulator

  • Nathan H. Schumaker,
  • Sydney M. Watkins and
  • Julie A. Heinrichs

11 August 2022

As fire frequency and severity grow throughout the world, scientists working across a range of disciplines will increasingly need to incorporate wildfire models into their research. However, fire simulators tend to be highly complex, time-consuming t...

  • Article
  • Open Access
8 Citations
3,334 Views
22 Pages

26 June 2023

The present study investigates the effect of climatic parameters, such as air relative humidity and wind speed, on fire spread propagation indexes in the Malekroud Forest, Iran using the FARSITE simulator based on Rothermel’s original fire spre...

  • Article
  • Open Access
3 Citations
2,130 Views
25 Pages

26 November 2024

On 8 August 2023, a grass fire that started in the city of Lahaina, Hawai’i, grew into the deadliest wildfire in the United States since 1918. This wildfire offers a unique opportunity to explore the impact of high heat output on an atmospheric...

  • Article
  • Open Access
3 Citations
1,041 Views
15 Pages

7 May 2025

The Wan’an Bridge, the longest wooden lounge bridge in China with a history of more than 900 years, was devastated by a catastrophic fire in 2022. This tragic event underscores the susceptibility of historical wooden structures to fire damage....

  • Article
  • Open Access
46 Citations
11,073 Views
25 Pages

Evaluating the Ability of FARSITE to Simulate Wildfires Influenced by Extreme, Downslope Winds in Santa Barbara, California

  • Katelyn Zigner,
  • Leila M. V. Carvalho,
  • Seth Peterson,
  • Francis Fujioka,
  • Gert-Jan Duine,
  • Charles Jones,
  • Dar Roberts and
  • Max Moritz

10 July 2020

Extreme, downslope mountain winds often generate dangerous wildfire conditions. We used the wildfire spread model Fire Area Simulator (FARSITE) to simulate two wildfires influenced by strong wind events in Santa Barbara, CA. High spatial-resolution i...

  • Article
  • Open Access
2 Citations
3,247 Views
22 Pages

25 February 2024

A numerical investigation has been conducted to analyse the effect of wind on the vertical spread of fire through a front opening in a building’s external walls. The study utilises a building geometry established from previous experimental work...

  • Article
  • Open Access
3 Citations
7,086 Views
11 Pages

Effects of a Sprinkler on Evacuation Dynamics in Fire

  • Kazuhiro Yamamoto,
  • Yuki Takeuchi and
  • Shinnosuke Nishiki

A fire in an enclosed space, such as a room in a building, is generally called a compartment fire. To prevent the compartment fire, a sprinkler for first-aid fire-fighting is installed in rooms. However, it is difficult to determine the degree to whi...

  • Article
  • Open Access
7 Citations
3,048 Views
25 Pages

25 August 2023

Fire accidents have been reported frequently in Chinese townships over the past few years, where people’s lives and properties have been subjected to huge losses. As a result, a considerable number of traditional villages have disappeared. In t...

  • Article
  • Open Access
3 Citations
3,415 Views
22 Pages

A Fireline Displacement Model to Predict Fire Spread

  • Domingos X. Viegas,
  • Carlos Ribeiro,
  • Thiago Fernandes Barbosa,
  • Tiago Rodrigues and
  • Luís M. Ribeiro

6 April 2024

Most current surface fire simulators rely upon Rothermel’s model, which considers the local properties of fuel, topography, and meteorology to estimate the rate of spread, and utilises the concept of elliptical growth to predict the evolution o...

  • Article
  • Open Access
2 Citations
3,384 Views
28 Pages

27 January 2025

The spread of fires on the facades of high-rise buildings is highly influenced by atmospheric wind conditions, particularly in strong wind environments. A strong wind environment refers to the situation where the wind speed reaches level 6 or above,...

  • Article
  • Open Access
56 Citations
11,737 Views
24 Pages

PROPAGATOR: An Operational Cellular-Automata Based Wildfire Simulator

  • Andrea Trucchia,
  • Mirko D’Andrea,
  • Francesco Baghino,
  • Paolo Fiorucci,
  • Luca Ferraris,
  • Dario Negro,
  • Andrea Gollini and
  • Massimiliano Severino

6 July 2020

PROPAGATOR is a stochastic cellular automaton model for forest fire spread simulation, conceived as a rapid method for fire risk assessment. The model uses high-resolution information such as topography and vegetation cover considering different type...

  • Article
  • Open Access
363 Views
29 Pages

6 February 2026

Wildfire suppression is often represented in fire spread simulators as static barriers that completely stop fire propagation and are placed at the start of the simulation. Recent works have begun to simulate barriers introduced at different time fram...

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