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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

Containers

Python Container 

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

Quickstart

Executing WRF 

singularity exec --env PYTHONPATH="/explore/nobackup/people/$USER/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/$USER/container/wildfire-occurrence python /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/view/wrf_pipeline_cli.py -c /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/templates/config.yaml --pipeline-step all --start-date 2023-06-05 --forecast-lenght 10

Extracting variables from WRF

Running this script to extract variables from WRF and perform lightning inference

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

Full Data Pipeline Command

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