Autonomous Flood Damage Assessment · Claude Opus 4.8

Ground Truth — Valencia Flash Flood

An emergency manager has six hours to decide where to send rescue teams after the 29–30 October 2024 DANA flash flood. This agent turns raw satellite, rainfall, terrain and map data into an actionable, verifier-checked emergency brief — with every number traced to a tool, nothing fabricated.
✓ Verifier: PASS · 11/11 rubric Sentinel-2 MNDWI JRC surface water Copernicus GLO-30 DEM NASA MERRA-2 OpenStreetMap
Valencia DANA flood map, 31 Oct 2024
permanent water (sea, port, Albufera) new inundation affected buildings cloud-obscured (~¾ of corridor)

Headline results

≥ 15.06 km²
new inundation (lower bound — 73% cloud)
≥ 254
buildings flooded (of 31,463 mapped)
Paiporta #1
hardest-hit municipality — matches the real epicentre
±3%
permanent water: 90.2 km² (satellite) vs 87.8 km² (JRC)
95% < 2 m
flood pixels at lowest elevation — 0 above 100 m (DEM check)
55 mm / 72 h
MERRA-2 regional rain · stations recorded 400+ mm (DANA)

What the agent caught — errors a naïve run would have shipped

🛰️ Imagery missed the city

The provided Sentinel-2 scenes covered only the sea east of Valencia — the flood zone was nodata. The agent detected this and re-fetched AOI-cropped post-flood imagery.

🗺️ Baseline was the Sahara

The on-disk JRC surface-water tile covered 20–30°N (North Africa), not Valencia at 39.5°N. It caught the mismatch and downloaded the correct tile.

🌾 Farmland read as water

The first index (NIR−SWIR) flagged irrigated cropland as “water” (3,307 km² — impossible). It diagnosed the physics and switched to MNDWI.

Full step-by-step reasoning → agent_log.md

Affected structures by municipality

MunicipalityBuildings flooded (≥)Risk
Paiporta89HIGH
Sedaví44HIGH
Massanassa35MEDIUM
Benetússer24MEDIUM
Catarroja22MEDIUM
Picanya21MEDIUM
Albufera / Sur13LOW

Priority actions

  1. 0–6 h: Deploy rescue + medical to Paiporta and Sedaví — highest confirmed impact, dense, lowest ground.
  2. 0–6 h: Recon the cloud-obscured zones (~¾ of corridor, west/SW) — mapped extent is a floor; assume larger.
  3. 0–24 h: Open access to Massanassa, Catarroja, Benetússer; check Poyo-crossing road/rail for cuts.
  4. 24–72 h: Damage survey for recovery funding; acquire a clear-sky or SAR scene to finalise true extent.

What triggered it — MERRA-2 rainfall

MERRA-2 hourly and daily precipitation at Valencia, 27–30 Oct 2024
NASA MERRA-2 precipitation at the Valencia grid cell (39.50°N, −0.625°E). Regional reanalysis totals ~55 mm over 72 h with a 3.9 mm/hr peak — far below the 400+ mm recorded by local stations, because the ~50 km grid averages out the hyper-local DANA cells. The flood was driven by water routed down the Barranco del Poyo from extreme upstream rainfall, not rain on the plain itself.

How it works

  1. Flood extent — Sentinel-2 MNDWI change detection (pre vs post-flood), cloud-masked.
  2. Permanent water — subtracted and cross-validated against the JRC 38-year surface-water record.
  3. Impact — flood mask intersected with 31,463 real OpenStreetMap building footprints, by municipality.
  4. Cause — NASA MERRA-2 precipitation context, with the DANA grid-averaging caveat.
  5. Plausibility — Copernicus GLO-30 DEM confirms flooding sits on the lowest ground.
  6. Verification — a Claude sub-agent grades the brief against a rubric until it passes (result: PASS, 11/11).

Read the full output

⚠️ Quantities are lower bounds: the 31 Oct post-flood scene was 73% cloud, so flooding under cloud is unobservable. The agent reports floors, not guesses — and says so.