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 …

[HTML][HTML] Leveraging the power of internet of things and artificial intelligence in forest fire prevention, detection, and restoration: A comprehensive survey

S Giannakidou, P Radoglou-Grammatikis, T Lagkas… - Internet of Things, 2024 - Elsevier
Forest fires are a persistent global problem, causing devastating consequences such as loss
of human lives, harm to the environment, and substantial economic losses. To mitigate these …

Cascadia Burning: The historic, but not historically unprecedented, 2020 wildfires in the Pacific Northwest, USA

MJ Reilly, A Zuspan, JS Halofsky, C Raymond… - …, 2022 - Wiley Online Library
Wildfires devastated communities in Oregon and Washington in September 2020, burning
almost as much forest west of the Cascade Mountain crest (“the westside”) in 2 weeks …

Scientists' warning on extreme wildfire risks to water supply

FN Robinne, DW Hallema, KD Bladon… - Hydrological …, 2021 - Wiley Online Library
Abstract 2020 is the year of wildfire records. California experienced its three largest fires
early in its fire season. The Pantanal, the largest wetland on the planet, burned over 20% of …

Wildfire risk science facilitates adaptation of fire-prone social-ecological systems to the new fire reality

CJ Dunn, CD O'Connor, J Abrams… - Environmental …, 2020 - iopscience.iop.org
Large and severe wildfires are an observable consequence of an increasingly arid
American West. There is increasing consensus that human communities, land managers …

Empowering strategic decision-making for wildfire management: avoiding the fear trap and creating a resilient landscape

M Castellnou, N Prat-Guitart, E Arilla, A Larrañaga… - Fire ecology, 2019 - Springer
In recent years, fire services in Mediterranean Europe have been overwhelmed by extreme
wildfire behavior. As a consequence, fire management has moved to defensive strategies …

Forest Service fire management and the elusiveness of change

CA Schultz, MP Thompson, SM McCaffrey - Fire ecology, 2019 - Springer
Background There is broad recognition that fire management in the United States must
fundamentally change and depart from practices that have led to an over-emphasis on …

Potential operational delineations: new horizons for proactive, risk-informed strategic land and fire management

MP Thompson, CD O'Connor, BM Gannon… - Fire Ecology, 2022 - Springer
Abstract Background The PODs (potential operational delineations) concept is an adaptive
framework for cross-boundary and collaborative land and fire management planning. Use of …

Forest thinning and prescribed burning treatments reduce wildfire severity and buffer the impacts of severe fire weather

EG Brodie, EE Knapp, WR Brooks, SA Drury… - Fire Ecology, 2024 - Springer
Background The capacity of forest fuel treatments to moderate the behavior and severity of
subsequent wildfires depends on weather and fuel conditions at the time of burning …

Human ignitions on private lands drive USFS cross-boundary wildfire transmission and community impacts in the western US

WM Downing, CJ Dunn, MP Thompson… - Scientific Reports, 2022 - nature.com
Wildfires in the western United States (US) are increasingly expensive, destructive, and
deadly. Reducing wildfire losses is particularly challenging when fires frequently start on …