. . . . "" . "Applied sciences" . . "Anne Fouilloux" . . "none" . . "Physical Geography and Environmental Geoscience" . . "jeopardy" . . "14.345991561181432" . "10.2" . "geophysics" . . "65.71428571428571" . "2.3" . "Weather" . . "Weather" . "Intergovernmental Panel on Climate Change" . . . "Local policy" . . "Knowledge Sector (EEA)" . . . "Physical and Technological" . . "Szombathely" . . . . "Academia/ Research Institutions" . . "pipeline" . . "7.31364275668073" . "5.2" . "flood risk" . . "11.29032258064516" . "4.2" . "job market" . . "34.285714285714285" . "1.2" . "ellipsoid" . . "7.735583684950773" . "5.5" . "column mapping" . . "12.14470284237726" . "4.7" . "FAIR2Adapt — Hamburg Pluvial Flood Risk Assessment (CS3) **Urban pluvial flood risk assessment for Hamburg** using the IPCC risk framework (Risk = Hazard × Exposure × Vulnerability)" . . "66.84587813620071" . "37.3" . "Intergovernmental Panel on Climate Change" . . "6.61040787623066" . "4.7" . "Funding" . . . "von Szombathely" . . "11.627906976744185" . "4.5" . "Meteorology and climatology" . . "Case Study" . . "Policy Scale" . . . "Atmospheric Sciences" . . "Climate change" . . "Environment/Climate change" . "Jewellery" . . "Arts, culture and entertainment/Arts and entertainment/Fashion/Jewellery" . "none" . . "exposure" . . "7.172995780590716" . "5.1" . "Szombathely" . . "13.978494623655912" . "5.2" . "I-ADOPT" . . "10.75268817204301" . "4.0" . "Extreme weather: floods, droughts, heatwaves" . . "risk" . . "17.741935483870968" . "6.6" . "Geophysics" . . "Geosciences" . . "Climate Hazard" . . . "IPCC risk framework" . . "38.50129198966408" . "14.9" . "Hamburg" . . "12.51758087201125" . "8.9" . "input file" . . "8.157524613220815" . "5.8" . "2025" . . "IPCC" . . . "User Needs (RAST)" . . . "Earth Sciences" . . "### Pipeline\n\n- Repository: https://github.com/FAIR2Adapt/urban_pfr_toolbox_hamburg\n- Paper: von Szombathely et al. (2025) Urban Pluvial Flood Risk Mapping for Hamburg" . . "16.845878136200717" . "9.4" . "Identification of risks" . . "Geographical Scope" . . . "Hamburg" . . . . "mapping" . . "12.903225806451612" . "4.8" . "end product" . . "6.751054852320674" . "4.8" . "Climate-ADAPT Adaptation Sectors" . . . "risk" . . "8.157524613220815" . "5.8" . "Geosciences (General)" . . "Environmental Science and Management" . . "Flooding" . . "Szombathely" . . "11.111111111111109" . "7.9" . "Geography" . . "Science and technology/Social sciences/Geography" . "Engineering" . . "Key Type Measures" . . . "mapping" . . "10.126582278481012" . "7.2" . "Urban" . . "Other Earth Sciences" . . "HEALPix" . . "18.01075268817204" . "6.7" . "HEALPix cell" . . "16.537467700258397" . "6.4" . "Hamburg" . . "15.32258064516129" . "5.7" . "Stakeholders" . . . "Environmental Sciences" . . "exposure × vulnerability" . . "21.18863049095607" . "8.2" . "Methodology" . . . "Public results aggregated to **HEALPix cells** (depth 15, ~200m, WGS84 ellipsoid) for privacy." . . "16.308243727598565" . "9.1" . "Academic/ Institutional" . . "Fluid mechanics and thermodynamics" . . "Shannon" . . . . "0"^^ . "https://api.rohub.org/api/ros/fc1733d3-2970-442c-820a-702ef853a9d6/crate/download/" . . "2026-03-28 19:29:27.408352+00:00" . "2026-04-27 18:30:18.830406+00:00" . "2026-03-28 19:29:27.408352+00:00" . "**Urban pluvial flood risk assessment for Hamburg** using the IPCC risk framework (Risk = Hazard × Exposure × Vulnerability).\n\n### Results\n\nPublic results aggregated to **HEALPix cells** (depth 15, ~200m, WGS84 ellipsoid) for privacy. Contains:\n- **Risk layer**: PFRMA (mobility & accessibility) and PFRWB (well-being) flood risk indices\n- **Vulnerability layer**: Social vulnerability indicators (Sensitivity, Coping Capacity, SVI, SVPF)\n\n### Methodology\n\nConverted from the ArcGIS workflow by von Szombathely et al. (2025) into a reusable Python pipeline:\n1. Social vulnerability via TOPSIS with Shannon entropy (I-ADOPT annotated variables)\n2. Population exposure distributed to buildings\n3. Flood hazard via ring buffer analysis (HMA) and depth analysis (HWB)\n4. Risk combination with Delaunay smoothing\n5. HEALPix aggregation on WGS84 ellipsoid\n\n### FAIR Digital Objects\n\n- Input data described as RO-Crates with I-ADOPT variable annotations\n- Column mappings resolved automatically via fdo-resolver\n- Output packaged as Workflow Run Crate with provenance\n\n### Pipeline\n\n- Repository: https://github.com/FAIR2Adapt/urban_pfr_toolbox_hamburg\n- Paper: von Szombathely et al. (2025) Urban Pluvial Flood Risk Mapping for Hamburg" . "application/ld+json" . "https://w3id.org/ro-id/fc1733d3-2970-442c-820a-702ef853a9d6" . . "FAIR2Adapt — Hamburg Pluvial Flood Risk Assessment (CS3)" . "MANUAL" . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Fouilloux, Anne. \"FAIR2Adapt — Hamburg Pluvial Flood Risk Assessment (CS3).\" ROHub. Mar 28 ,2026. https://w3id.org/ro-id/fc1733d3-2970-442c-820a-702ef853a9d6." . . . . . "2026-05-11T15:54:30.193+02:00"^^ . . . . . "FAIR2Adapt — Hamburg Pluvial Flood Risk Assessment (CS3)" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAxszSDYX5tuCSkP7UiCtftYPFNQVTjgNu0I5fwdML2DLRDlp0xzmsQXRk8oHuvwGvG1aMjj6cpUqO+0rz2Sg/wvHOgUpkRH8VJXvmlkhafMLCMtUtk5JIx7e+fkzCby+fnmD7kMkGLrT+OaExWwEDmNlCAt0TPKcHSdwsjso2isXjtAsGevyCMke8ufnFYpjs746JES1eNzVnHnn2Kp/lqcm60GM+J8dLgRZp7fX0anW098xhKym6+xXFzqeju0vYRIHBPerv+r7skWxwk+a7Sd8msqVeYEv6NTqnyWvyWb6Yh8cvj04N6qm/T6C5FUPLQhzSaQgMVMU6yLqjPuu9DwIDAQAB" . "jP4t2rNfYB+gc+wpmnR+Y2c7UNgHCey7UJa7qeUf2jYa3MRHIUmPmtkuBoJoi7sMA/I/l5GQAUhpegKXJNNBZrpf1J7kCe8AIHzPp/+46OfrbyeCFagjXmN0ooBJ8MBl52hLp6jHoQpLpWT+eZROhFuWWmJIXYK9vcLYSEdH1ciRH9fkc9MNHAvB0VdV1hx75ElgulYNGNj3W4ZKGXIovwFjdBuiA26D2Omf1n0/H2fwRyuaCt286tguBW3sVlS2zm/pmurgsgD7CfN0sTMH+k2Sbih7u7Ylbs8VBtPVK6cmejtc6yQHh4F88dkruylMlpV9IUNtjEn8kAyMHW7s8w==" . . .