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    <http://schema.org/description> """**Urban pluvial flood risk assessment for Hamburg** using the IPCC risk framework (Risk = Hazard × Exposure × Vulnerability).

### Results

Public results aggregated to **HEALPix cells** (depth 15, ~200m, WGS84 ellipsoid) for privacy. Contains:
- **Risk layer**: PFRMA (mobility & accessibility) and PFRWB (well-being) flood risk indices
- **Vulnerability layer**: Social vulnerability indicators (Sensitivity, Coping Capacity, SVI, SVPF)

### Methodology

Converted from the ArcGIS workflow by von Szombathely et al. (2025) into a reusable Python pipeline:
1. Social vulnerability via TOPSIS with Shannon entropy (I-ADOPT annotated variables)
2. Population exposure distributed to buildings
3. Flood hazard via ring buffer analysis (HMA) and depth analysis (HWB)
4. Risk combination with Delaunay smoothing
5. HEALPix aggregation on WGS84 ellipsoid

### FAIR Digital Objects

- Input data described as RO-Crates with I-ADOPT variable annotations
- Column mappings resolved automatically via fdo-resolver
- Output packaged as Workflow Run Crate with provenance

### Pipeline

- Repository: https://github.com/FAIR2Adapt/urban_pfr_toolbox_hamburg
- Paper: von Szombathely et al. (2025) Urban Pluvial Flood Risk Mapping for Hamburg""";
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