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| 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](https://jordancaraballo-alaska-wildfire-occurrence.hf.space/) | |
| ## 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 | |
| ```bash | |
| ``` | |
| 2. 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. | |
| ```bash | |
| python DAACDataDownload.py -dir /explore/nobackup/projects/ilab/projects/LobodaTFO/data/raw_data/ABoVE_DoB -f URL_FROM_ORDER | |
| ``` | |
| 3. Annual Fuel Composition | |
| ```bash | |
| ``` | |
| 4. Human Accesibility | |
| ```bash | |
| ``` | |
| 5. Topographic Influence | |
| ```bash | |
| ``` | |
| All datasets described above will be delivered in the 1 km modeling grid for tundra ecoregions. | |
| ## Containers | |
| ### Python Container | |
| ```bash | |
| module load singularity | |
| singularity build --sandbox /lscratch/$USER/container/wildfire-occurrence docker://nasanccs/wildfire-occurrence:latest | |
| ``` | |
| ## Extracting variables from WRF | |
| ```bash | |
| singularity shell --nv -B /explore/nobackup/projects/ilab,/explore/nobackup/projects/3sl,$NOBACKUP,/lscratch,/explore/nobackup/people /lscratch/jacaraba/container/wildfire-occurrence/ | |
| python wrf_analysis.py | |
| ``` | |
| ## Dataset Generation and Training | |
| ```bash | |
| 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 | |
| - Jordan Alexis Caraballo-Vega, [email protected] |