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 …

Fire as a driver and mediator of predator–prey interactions

TS Doherty, WL Geary, CJ Jolly… - Biological …, 2022 - Wiley Online Library
Both fire and predators have strong influences on the population dynamics and behaviour of
animals, and the effects of predators may either be strengthened or weakened by fire …

Advances in Bayesian network modelling: Integration of modelling technologies

BG Marcot, TD Penman - Environmental modelling & software, 2019 - Elsevier
Bayesian network (BN) modeling is a rapidly advancing field. Here we explore new methods
by which BN model development and application are being joined with other tools and …

Predator responses to fire: A global systematic review and meta‐analysis

WL Geary, TS Doherty, DG Nimmo… - Journal of Animal …, 2020 - Wiley Online Library
Abstract Knowledge of how disturbances such as fire shape habitat structure and
composition, and affect animal interactions, is fundamental to ecology and ecosystem …

“This is what we don't know”: Treating epistemic uncertainty in Bayesian networks for risk assessment

U Sahlin, I Helle, D Perepolkin - … Environmental Assessment and …, 2020 - academic.oup.com
Failing to communicate current knowledge limitations, that is, epistemic uncertainty, in
environmental risk assessment (ERA) may have severe consequences for decision making …

Bayesian decision network modeling for environmental risk management: A wildfire case study

TD Penman, B Cirulis, BG Marcot - Journal of environmental management, 2020 - Elsevier
Environmental decision-making requires an understanding of complex interacting systems
across scales of space and time. A range of statistical methods, evaluation frameworks and …

Conserving Australia's threatened native mammals in predator-invaded, fire-prone landscapes

BA Hradsky - Wildlife Research, 2020 - CSIRO Publishing
Inappropriate fire regimes and predation by introduced species each pose a major threat to
Australia's native mammals. They also potentially interact, an issue that is likely to be …

Costs of preventing and supressing wildfires in Victoria, Australia

E Marshall, S Elliot-Kerr, SC McColl-Gausden… - Journal of environmental …, 2023 - Elsevier
Land managers around the world are increasingly under pressure to demonstrate that the
actions being used to moderate wildfire risk are effective and cost-efficient. However, little …