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 …

A systematic review of applications of machine learning techniques for wildfire management decision support

K Bot, JG Borges - Inventions, 2022 - mdpi.com
Wildfires threaten and kill people, destroy urban and rural property, degrade air quality,
ravage forest ecosystems, and contribute to global warming. Wildfire management decision …

Global change and forest disturbances in the Mediterranean basin: Breakthroughs, knowledge gaps, and recommendations

J Peñuelas, J Sardans - Forests, 2021 - mdpi.com
Forest ecosystems in the Mediterranean Basin are mostly situated in the north of the Basin
(mesic). In the most southern and dry areas, the forest can only exist where topography …

Mapping forest fire susceptibility using spatially explicit ensemble models based on the locally weighted learning algorithm

TT Tuyen, A Jaafari, HPH Yen, T Nguyen-Thoi… - Ecological …, 2021 - Elsevier
Fire is among the most dangerous and devastating natural hazards in forest ecosystems
around the world. The development of computational ensemble models for improving the …

Remote sensing of forest burnt area, burn severity, and post-fire recovery: A review

E Kurbanov, O Vorobev, S Lezhnin, J Sha, J Wang… - Remote Sensing, 2022 - mdpi.com
Wildland fires dramatically affect forest ecosystems, altering the loss of their biodiversity and
their sustainability. In addition, they have a strong impact on the global carbon balance and …

Characterization of biophysical contexts leading to severe wildfires in Portugal and their environmental controls

JM Fernández-Guisuraga, S Martins… - Science of the total …, 2023 - Elsevier
Characterizing the fire regime in regions prone to extreme wildfire behavior is essential for
providing comprehensive insights on potential ecosystem response to fire disturbance in the …

[HTML][HTML] Wildfire mitigation and adaptation: Two locally independent actions supported by different policy domains

MJ Canadas, M Leal, F Soares, A Novais, PF Ribeiro… - Land Use Policy, 2023 - Elsevier
There is a broad consensus in the academic and policy communities over the need to shift
the focus from fire suppression to fire prevention. To inform policies that effectively promote …

Analysing eucalypt expansion in Portugal as a fire-regime modifier

PM Fernandes, N Guiomar, CG Rossa - Science of the total environment, 2019 - Elsevier
Eucalypts, especially blue gum (Eucalyptus globulus), have been extensively planted in
Portugal and nowadays dominate most of its forest landscapes. Large-scale forestation …

Evapotranspiration trends and interactions in light of the anthropogenic footprint and the climate crisis: A review

S Dimitriadou, KG Nikolakopoulos - Hydrology, 2021 - mdpi.com
Evapotranspiration (ET) is a parameter of major importance participating in both
hydrological cycle and surface energy balance. Trends of ET are discussed along with the …

[HTML][HTML] Predicting potential wildfire severity across Southern Europe with global data sources

V Fernández-García, D Beltrán-Marcos… - Science of the total …, 2022 - Elsevier
The large environmental and socioeconomic impacts of wildfires in Southern Europe require
the development of efficient generalizable tools for fire danger analysis and proactive …