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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://huggingface.co/spaces/jordancaraballo/alaska-wildfire-occurrence)
## 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
```bash
module load singularity
singularity build --sandbox /lscratch/$USER/container/wildfire-occurrence docker://nasanccs/wildfire-occurrence:latest
```
## Quickstart
### Executing WRF
```bash
singularity exec --env PYTHONPATH="/explore/nobackup/people/$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
```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
```
Full Data Pipeline Command
```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
```
## Contributors
- Jordan Alexis Caraballo-Vega, [email protected] |