Flood
During flood events, rapid mapping of inundated areas guides evacuation and relief efforts.
Sensor: SAR (works through clouds and at night).
Pipeline:
- Collect: SAR image over flood-risk AOI.
- Map: classify pixels as water/non-water using backscatter threshold (water is specularly reflective -> dark in SAR). Compare against pre-flood baseline to identify newly inundated areas.
- Reduce: compute total flooded area, identify affected infrastructure (by overlaying with a stored vector map of roads/buildings). Generate alert.
Alert payload: ~5 KB (flood extent polygon, area km^2, list of affected infrastructure IDs, timestamp).
Feasibility:
- Water/non-water classification in SAR is robust and simple (bimodal histogram thresholding).
- Infrastructure overlay requires storing a lightweight vector map onboard (feasible for a bounded AOI).
- Time-critical during active flood events.