A review of machine learning applications in wildfire science and management

P Jain, SCP Coogan, SG Subramanian… - Environmental …, 2020 - cdnsciencepub.com
Artificial intelligence has been applied in wildfire science and management since the 1990s,
with early applications including neural networks and expert systems. Since then, the field …

Uncertainty and risk in wildland fire management: a review

MP Thompson, DE Calkin - Journal of environmental management, 2011 - Elsevier
Wildland fire management is subject to manifold sources of uncertainty. Beyond the
unpredictability of wildfire behavior, uncertainty stems from inaccurate/missing data, limited …

A machine learning framework for multi-hazards modeling and mapping in a mountainous area

S Yousefi, HR Pourghasemi, SN Emami, S Pouyan… - Scientific Reports, 2020 - nature.com
This study sought to produce an accurate multi-hazard risk map for a mountainous region of
Iran. The study area is in southwestern Iran. The region has experienced numerous extreme …

Forest fire induced Natech risk assessment: A survey of geospatial technologies

M Naderpour, HM Rizeei, N Khakzad… - Reliability Engineering & …, 2019 - Elsevier
Forest fires threaten a large part of the world's forests, communities, and industrial plants,
triggering technological accidents (Natechs). Forest fire modelling with respect to …

Wildland surface fire spread modelling, 1990–2007. 3: Simulation and mathematical analogue models

AL Sullivan - International Journal of Wildland Fire, 2009 - CSIRO Publishing
In recent years, advances in computational power have led to an increase in attempts to
model the behaviour of wildland fires and to simulate their spread across landscape. The …

Evacuation planning using multiobjective evolutionary optimization approach

M Saadatseresht, A Mansourian, M Taleai - European journal of …, 2009 - Elsevier
In an emergency situation, evacuation is conducted in order to displace people from a
dangerous place to a safer place, and it usually needs to be done in a hurry. It is necessary …

Phoenix: development and application of a bushfire risk management tool

K Tolhurst, B Shields, D Chong - Australian Journal of …, 2008 - search.informit.org
The need for an independent and comprehensive risk assessment system for all natural
disasters in Australia was recognised by the Council of Australian Governments (COAG) …

A cellular automata model for forest fire spread prediction: The case of the wildfire that swept through Spetses Island in 1990

A Alexandridis, D Vakalis, CI Siettos… - Applied Mathematics and …, 2008 - Elsevier
We present and illustrate the simulation results of a cellular automata model describing the
dynamics of a forest fire spread on a mountainous landscape taking into account factors …

A fuzzy modeling application of CREAM methodology for human reliability analysis

M Konstandinidou, Z Nivolianitou, C Kiranoudis… - Reliability Engineering & …, 2006 - Elsevier
This paper is using a fuzzy classification system for human reliability analysis in order to
calculate the probability of erroneous actions according to CREAM in specific contexts eg …

GIS-based forest fire susceptibility modeling in Pauri Garhwal, India: a comparative assessment of frequency ratio, analytic hierarchy process and fuzzy modeling …

A Tiwari, M Shoab, A Dixit - Natural hazards, 2021 - Springer
This study performs a comparative evaluation of Frequency Ratio (FR), Analytic Hierarchy
Process (AHP), and Fuzzy AHP (FAHP) modeling techniques for forest fire susceptibility …