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metadata
title: Alaska Wildfire Occurrence
emoji: 🔥
colorFrom: green
colorTo: red
sdk: docker
pinned: false
license: apache-2.0
app_port: 7860

wildfire-occurrence

Wildfire occurrence modeling using Terrestrial Ecosystem Models and Artificial Intelligence

CG Lightning Probability Forecast

Objectives

  • Probabilistic wildfire occurrence model
  • Model both occurrence, spread and risk of fire
  • Create data pipeline between UAF TEM and NCCS/SMCE resources
  • 30m local Alaska models, 1km circumpolar models
  • Integration of precipitation, temperature and lightning datasets

Datasets

  1. Daily Fire Ignition Points
  1. Daily Area Burned

The dataset comes from https://daac.ornl.gov/cgi-bin/dsviewer.pl?ds_id=1559 for 2001-2019. This dataset will be extended for 2020-2025. Dataset is located under /explore/nobackup/projects/ilab/projects/LobodaTFO/data/raw_data/ABoVE_DoB.

python DAACDataDownload.py -dir /explore/nobackup/projects/ilab/projects/LobodaTFO/data/raw_data/ABoVE_DoB -f URL_FROM_ORDER
  1. Annual Fuel Composition
  1. Human Accesibility
  1. Topographic Influence

All datasets described above will be delivered in the 1 km modeling grid for tundra ecoregions.

Containers

Python Container 

module load singularity
singularity build --sandbox /lscratch/$USER/container/wildfire-occurrence docker://nasanccs/wildfire-occurrence:latest

Extracting variables from WRF 

singularity shell --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence/
python wrf_analysis.py

Dataset Generation and Training 

singularity exec --env PYTHONPATH="/explore/nobackup/people/jacaraba/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence python /explore/nobackup/people/jacaraba/development/wildfire-occurrence/wildfire_occurrence/model/lightning/lightning_model.py

(base) [jacaraba@gpu021 ~]$ singularity exec --env PYTHONPATH="/explore/nobackup/people/jacaraba/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence python /explore/nobackup/people/jacaraba/development/wildfire-occurrence/wildfire_occurrence/model/lightning/lightning_model.py

Contributors