A comprehensive survey of research towards AI-enabled unmanned aerial systems in pre-, active-, and post-wildfire management

SPH Boroujeni, A Razi, S Khoshdel, F Afghah… - Information …, 2024 - Elsevier
Wildfires have emerged as one of the most destructive natural disasters worldwide, causing
catastrophic losses. These losses have underscored the urgent need to improve public …

A new cellular automata framework of urban growth modeling by incorporating statistical and heuristic methods

Y Feng, X Tong - International Journal of Geographical Information …, 2020 - Taylor & Francis
We develop a new geographical cellular automata (CA) modeling framework, named
UrbanCA, through reconstructing the essential CA structure and incorporating nonspatial …

Forest fire spread simulating model using cellular automaton with extreme learning machine

Z Zheng, W Huang, S Li, Y Zeng - Ecological Modelling, 2017 - Elsevier
The quantitative simulation of forest fire spreading plays an essential role in designing quick
risk management and implementing effective suppression policies. As a preferable …

Emulation of wildland fire spread simulation using deep learning

F Allaire, V Mallet, JB Filippi - Neural networks, 2021 - Elsevier
Numerical simulation of wildland fire spread is useful to predict the locations that are likely to
burn and to support decision in an operational context, notably for crisis situations and long …

PROPAGATOR: An Operational Cellular-Automata Based Wildfire Simulator

A Trucchia, M D'Andrea, F Baghino, P Fiorucci… - Fire, 2020 - mdpi.com
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 …

Cell2Fire: A cell-based forest fire growth model to support strategic landscape management planning

C Pais, J Carrasco, DL Martell, A Weintraub… - Frontiers in Forests …, 2021 - frontiersin.org
Cell2Fire is a new cell-based wildland fire growth simulator designed to integrate data-
driven landscape management planning models. The fire environment is modeled by …

Simulating forest fire spread and fire-fighting using cellular automata

K Mutthulakshmi, MRE Wee, YCK Wong, JW Lai… - Chinese Journal of …, 2020 - Elsevier
In response to the transboundary haze problem in Southeast Asia, a physical model is
adopted to simulate the spread and extinguishing of fire. This study is done in the context of …

A high-performance cellular automata model for urban simulation based on vectorization and parallel computing technology

C Xia, H Wang, A Zhang, W Zhang - International Journal of …, 2018 - Taylor & Francis
Cellular automata (CA) models can simulate complex urban systems through simple rules
and have become important tools for studying the spatio-temporal evolution of urban land …

Context-awareness in similarity measures and pattern discoveries of trajectories: a context-based dynamic time warping method

M Sharif, AA Alesheikh - GIScience & Remote Sensing, 2017 - Taylor & Francis
Analyzing the spatial behaviors of moving-point objects (MPOs) and discovering their
movement patterns have been of great interest to the geographic information science …

Modeling wildfire propagation with the stochastic shortest path: A fast simulation approach

M Hajian, E Melachrinoudis, P Kubat - Environmental modelling & software, 2016 - Elsevier
Wildfires have significant environmental and economic effects. Since containment of
wildfires involves deciding under tight time constraints, there is an increasing need for …