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] 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 …

[HTML][HTML] 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 …

[HTML][HTML] 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 …

Map** 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 …

The role of fire frequency and severity on the regeneration of Mediterranean serotinous pines under different environmental conditions

V Fernández-García, PZ Fulé, E Marcos… - Forest Ecology and …, 2019 - Elsevier
Fire frequency and burn severity may increase in pine forests in the Mediterranean Basin
under the warmer and drier climate projected for this region. Our study aims to evaluate the …

[HTML][HTML] 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 …

Vegetation structure parameters determine high burn severity likelihood in different ecosystem types: A case study in a burned Mediterranean landscape

JM Fernández-Guisuraga, S Suárez-Seoane… - Journal of …, 2021 - Elsevier
The design and implementation of pre-fire management strategies in heterogeneous
landscapes requires the identification of the ecological conditions contributing to the most …

[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 …

Disentangling the role of prefire vegetation vs. burning conditions on fire severity in a large forest fire in SE Spain

O Viedma, F Chico, JJ Fernández, C Madrigal… - Remote Sensing of …, 2020 - Elsevier
Fire severity is a function of dynamic interactions between vegetation and burning
conditions. To understand the factors that control it, accurate methods for estimating prefire …