4 papers · 1 filter
Data-Driven Fire-Zone Segmentation for Improved Short-Term Wildfire Prediction
Nicolas Caron, Christophe Guyeux, Hassan Noura +1
Wildfire prediction models typically discretize study areas into uniform grids, ignoring the heterogeneous spatial distribution of ignitions. We challenge this paradigm by showing…
Extreme-value forest fire prediction A study of the Loss Function in an Ordinality Scheme
Nicolas Caron, Christophe Guyeux, Hassan Noura +1
Wildfires are highly imbalanced natural hazards in both space and severity, making the prediction of extreme events particularly challenging. In this work, we introduce the first o…
Proof of Concept: Multi-Target Wildfire Risk Prediction and Large Language Model Synthesis
Nicolas Caron, Christophe Guyeux, Hassan Noura +1
Current state-of-the-art approaches to wildfire risk assessment often overlook operational needs, limiting their practical value for first responders and firefighting services. Eff…
Localized Forest Fire Risk Prediction: A Department-Aware Approach for Operational Decision Support
Nicolas Caron, Christophe Guyeux, Hassan Noura +1
Forest fire prediction involves estimating the likelihood of fire ignition or related risk levels in a specific area over a defined time period. With climate change intensifying fi…