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

Tutorial Exercises

Lecture Topic	Interactive Link
Python Spatial Visualization
Python ALDN Validation

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

Running WRF

conda activate ilab-pytorch; PYTHONPATH="/explore/nobackup/people/$USER/development/wildfire-occurrence" python /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/view/wrf_pipeline_cli.py -c /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/templates/config.yaml --start-date 2023-06-06 --forecast-lenght 10 --pipeline-step all

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 

Generate output variables

singularity exec --env PYTHONPATH="/explore/nobackup/people/jacaraba/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence python /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/view/wrf_pipeline_cli.py -c /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/templates/config.yaml --start-date 2023-06-29 --forecast-lenght 10 --pipeline-step postprocess

Generate output variables

singularity exec --env PYTHONPATH="/explore/nobackup/people/jacaraba/development/wildfire-occurrence" --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence python /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/view/lightning_pipeline_cli.py -c /explore/nobackup/people/$USER/development/wildfire-occurrence/wildfire_occurrence/templates/config.yaml --pipeline-step preprocess

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

• Jordan Alexis Caraballo-Vega, jordan.a.caraballo-vega@nasa.gov