ML4WX

Extremes & hazards

Simulation-based high-resolution fire danger mapping using deep learning

Frédéric Allaire, Jean‐Baptiste Filippi, Vivien Mallet, Florence Vaysse

International Journal of Wildland Fire · · Météo-France (incl. CNRM), Inria

Paper

In one sentence. DeepFire neural emulator of fire spread turns high-resolution weather forecasts into next-day fire danger maps and ensembles for 13 Corsican fires.

Labels

Topic
Extremes & hazards, Downscaling & super-resolution
Type
New model or method
Time scale
6 h–3 days
Domain
Local / station
Data
NWP analysis or forecasts (IFS, GFS, ...), Other
Status
Pre-operational / experimental
Identifiers
DOI:10.1071/wf21143 OpenAlex:W3158150706
Added
2026-10-22

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