Wildfire Danger Prediction and Understanding With Deep Learning

Meteorological Analysis of the 2021 Extreme Wildfires in Greece: Lessons Learned and Implications for Early Warning of the Potential for Pyroconvection

(2022) Theodore M. Giannaros et al.   Atmosphere

The changing risk and burden of wildfire in the United States

(2021) Marshall Burke et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Evaluation Procedures for Forecasting with Spatiotemporal Data

(2021) Mariana Oliveira et al.   Mathematics

Deep neural networks for global wildfire susceptibility modelling

(2021) Guoli Zhang et al.   ECOLOGICAL INDICATORS

A new approach of deep neural computing for spatial prediction of wildfire danger at tropical climate areas

(2021) Hung Van Le et al.   Ecological Informatics

Wildfires and global change

(2021) Juli G Pausas et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Predicting wildfire burns from big geodata using deep learning

(2021) John Ray Bergado et al.   SAFETY SCIENCE

A deep learning ensemble model for wildfire susceptibility mapping

(2021) Alexandra Bjånes et al.   Ecological Informatics

A review of machine learning applications in wildfire science and management

(2020) Piyush Jain et al.   ENVIRONMENTAL REVIEWS

Fire Danger Observed from Space

(2020) M. Lucrecia Pettinari et al.   SURVEYS IN GEOPHYSICS

Increased likelihood of heat-induced large wildfires in the Mediterranean Basin

(2020) Julien Ruffault et al.   Scientific Reports

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Forest Fire Susceptibility Modeling Using a Convolutional Neural Network for Yunnan Province of China

(2019) Guoli Zhang et al.   International Journal of Disaster Risk Science

Wildfire management in Mediterranean-type regions: paradigm change needed

(2019) Francisco Moreira et al.   Environmental Research Letters

Global Emergence of Anthropogenic Climate Change in Fire Weather Indices

(2018) John T. Abatzoglou et al.   GEOPHYSICAL RESEARCH LETTERS

WorldPop, open data for spatial demography

(2017) Andrew J. Tatem   Scientific Data

Flammability as an ecological and evolutionary driver

(2016) Juli G. Pausas et al.   JOURNAL OF ECOLOGY

The collection 6 MODIS active fire detection algorithm and fire products

(2016) Louis Giglio et al.   REMOTE SENSING OF ENVIRONMENT

Global patterns in the sensitivity of burned area to fire-weather: Implications for climate change

(2015) Joaquín Bedia et al.   AGRICULTURAL AND FOREST METEOROLOGY

Wildfire risk estimation in the Mediterranean area

(2014) A. A. Ager et al.   ENVIRONMETRICS

Climate change-induced shifts in fire for Mediterranean ecosystems

(2013) Enric Batllori et al.   GLOBAL ECOLOGY AND BIOGEOGRAPHY

Defining pyromes and global syndromes of fire regimes

(2013) S. Archibald et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The European Forest Fire Information System in the context of environmental policies of the European Union

(2012) Jesús San-Miguel-Ayanz et al.   FOREST POLICY AND ECONOMICS

A Burning Story: The Role of Fire in the History of Life

(2009) Juli G. Pausas et al.   BIOSCIENCE

What limits fire? An examination of drivers of burnt area in Southern Africa

(2009) SALLY ARCHIBALD et al.   GLOBAL CHANGE BIOLOGY

Climate Change, Habitat Loss, Protected Areas and the Climate Adaptation Potential of Species in Mediterranean Ecosystems Worldwide

(2009) Kirk R. Klausmeyer et al.   PLoS One

Fire in the Earth System

(2009) D. M. J. S. Bowman et al.   SCIENCE

What do we know about forest fire size distribution, and why is this knowledge useful for forest management?

(2008) Wenbin Cui et al.   INTERNATIONAL JOURNAL OF WILDLAND FIRE