abidmohamed/algeria-fire-detection

Real-time forest fire detection & early warning system for Algeria. Multi-sensor satellite fusion, AI smoke verification, Telegram alerts, and interactive Streamlit dashboard. # Algeria Forest Fire Detection Platform 🇩🇿🔥 A real-time forest fire early warning system for Algeria, powered by NASA satellite data, AI-driven smoke verification, and automated Telegram alerts. Built for **zero-budget deployability** using entirely open data sources. ## 🌍 Overview Algeria suffers devastating forest fires every summer, particularly across the Tell Atlas mountain range (Tizi Ouzou, Béjaïa, Jijel, Skikda). This platform provides **autonomous fire detection and alerting** by: 1. **Ingesting** active fire hotspots from **3 NASA VIIRS satellites** (SNPP, NOAA-20, NOAA-21) via FIRMS API 2. **Clustering** spatially proximate detections using DBSCAN to group hotspots into discrete fire events 3. **Verifying** each cluster against **Copernicus Sentinel-2** optical imagery with a computer-vision smoke detector 4. **Enriching** with live weather data (temperature, humidity, wind, drought index) from Open-Meteo 5. **Scoring** each fire with a weighted composite confidence metric (0–100) 6. **Alerting** via Telegram with annotated satellite imagery, weather context, and Sirocco wind warnings 7. **Visualizing** on a real-time Streamlit dashboard with interactive Leaflet maps ## 🏗️ Architecture ``` ┌────────────────────────────────────────────────────────────────┐ │ GitHub Actions Cron (30 min) │ │ or Local Pipeline Run │ └───────────────────────────┬────────────────────────────────────┘ │ ┌───────────▼───────────┐ │ pipeline.py │ │ (Orchestrator) │ └───────────┬───────────┘ │ ┌───────────────────┼───────────────────┐ │ │ │ ┌─────▼─────┐ ┌──────▼──────┐ ┌──────▼──────┐ │ FIRMS API │ │ Copernicus │ │ Open-Meteo │ │ (3 Sats) │ │ Sentinel-2 │ │ Weather API │ └─────┬──────┘ └──────┬──────┘ └──────┬──────┘ │ │ │ └───────────────────┼───────────────────┘ │ ┌ …