Combustion machine learning: Principles, progress and prospects

M Ihme, WT Chung, AA Mishra - Progress in Energy and Combustion …, 2022 - Elsevier
Progress in combustion science and engineering has led to the generation of large amounts
of data from large-scale simulations, high-resolution experiments, and sensors. This corpus …

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 …

Next day wildfire spread: A machine learning dataset to predict wildfire spreading from remote-sensing data

F Huot, RL Hu, N Goyal, T Sankar… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Predicting wildfire spread is critical for land management and disaster preparedness. To this
end, we present “Next Day Wildfire Spread,” a curated, large-scale, multivariate dataset of …

Review of pathways for building fire spread in the wildland urban interface part I: exposure conditions

SE Caton, RSP Hakes, DJ Gorham, A Zhou, MJ Gollner - Fire technology, 2017 - Springer
While the wildland–urban interface (WUI) is not a new concept, fires in WUI communities
have rapidly expanded in frequency and severity over the past few decades. The number of …

Modelling natural disturbances in forest ecosystems: a review

R Seidl, PM Fernandes, TF Fonseca, F Gillet… - Ecological …, 2011 - Elsevier
Natural disturbances play a key role in ecosystem dynamics and are important factors for
sustainable forest ecosystem management. Quantitative models are frequently employed to …

Review of wildfire modeling considering effects on land surfaces

D Or, E Furtak-Cole, M Berli, R Shillito… - Earth-Science …, 2023 - Elsevier
Wildfires are part of the natural cycle of life in vegetated regions. The apparent increase in
size and frequency of recent years reflects land management legacy, expansion of human …

[图书][B] Flammable Australia: the fire regimes and biodiversity of a continent

RA Bradstock, JE Williams, MA Gill - 2002 - books.google.com
Fire is pivotal to the functioning of ecosystems in Australia, affecting the distribution and
abundance of the continent's unique and highly diverse range of plants and animals …

A review of recent advances in risk analysis for wildfire management

C Miller, AA Ager - International journal of wildland fire, 2012 - CSIRO Publishing
Risk analysis evolved out of the need to make decisions concerning highly stochastic
events, and is well suited to analyse the timing, location and potential effects of wildfires …

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 …

Wildland fire risk research in Canada

LM Johnston, X Wang, S Erni, SW Taylor… - Environmental …, 2020 - cdnsciencepub.com
Despite increasing concern about wildland fire risk in Canada, there is little synthesis of
knowledge that could contribute to the development of a comprehensive risk framework for a …