Land Fire Alerts (LFA)
Complete real-time wildfire monitoring ecosystem built in collaboration with NOAA, NASA, AFoCO, and Kasetsart University. Covers Thailand, Cambodia, Laos, and Vietnam across 12 repositories.
Pipeline (17 steps): Gmail API polling (5 min) → CSV/KML download → normalization/deduplication → PostGIS geographic enrichment (ST_CONTAINS) → PostgreSQL insertion → Folium map generation → deployment → LINE Bot alerts → Discord notifications.
Satellite data: VIIRS, MODIS via NOAA-20, NOAA-21, S-NPP satellites (375m resolution).
Frontend: Flask + Jinja2, interactive Folium/Leaflet maps, Excel export, archive, admin panel. Advanced Vietnam version with MapLibre GL (WebGL), REST API GeoJSON, JavaScript ES6 modules.
Deployment: Linux VM, Apache WSGI, 24/7 nohup daemon.
System in production, used daily by numerous users including high-level decision-makers.