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 · 05 April 2022 · Inria, Météo-France (incl. CNRM)

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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