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This study develops a high-resolution pluvial flood risk index by integrating hazard modeling, exposure assessment, and social vulnerability analysis within the IPCC risk framework, and applies it to Hamburg, Northern Germany as a case study. The hazard component is based on a 100-year rainfall event (36 mm/h), modeled using a hydrodynamic flood simulation that accounts for topography, drainage capacity, and land use. Exposure differentiates between mobility-related risks and well-being-related risks, while social vulnerability is quantified using socioeconomic indicators such as age, income, and education status.The results highlight risk hotspots where social vulnerability and flood exposure overlap, providing decision-makers with valuable insights for targeted interventions. The study reveals that social vulnerability does not correlate directly with flood hazard, emphasizing the complexity of urban flood risk. This underscores the need for a holistic approach to risk assessment, integrating climate science, infrastructure planning, and social policies to enhance urban resilience. The methodology developed in this study is transferable to other urban areas, making it a valuable tool for climate adaptation planning and risk-informed decision-making.
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# City of Hamburg
### Climate-induced stressors and their effects on urban societies
## Vision & Ambitions
The purpose of this case study is to:
1) Examine climate-induced stressors and their effects on urban societies;
2) Integrate socio-economic data on vulnerability and exposure of urban population with physical climate hazard data to explore future climate risks of the city of Hamburg and to inform sustainable climate change adaptation strategies.
## Description
### Urban climate risk assessments (Hamburg, Germany)
Hamburg, a city with various climate-related risks, needs to adapt to climate change in a systematic, sustainable and cross-sectoral approach. At the organisational level, the interaction between administration and public companies is crucial for implementing adaptation strategies and consideration of the interactions between the various actors and sectors of the urban system, which is a prerequisite for sustainable adaptation planning. In addition, adaptation and mitigation must be weighed against each other to assess trade-offs and avoid incompatibilities (e.g., urban densification versus adaptation to climate-induced stressors), requiring tailored state-of-the-art climate and adaptation scenarios (e.g., Representative Concentration Pathways RCPs and Shared Socioeconomic Pathways SSPs).
Adaptation at the city scale requires very fine-scaled (high-resolution) data. Granulated data on exposure and vulnerability of urban sectors, infrastructure and population as well as data on climate-induced stressors is managed by different city authorities under the Hamburg City Senate, and not always publicly available. Understanding climate risks and barriers to adaptation at urban scale requires a concerted effort across city authorities for data curation and sharing. Data related to climate-induced stressors are often not updated or do not utilise European or global data portals (e.g. Copernicus). So far 572 datasets (e.g., on green spaces, city trees, population data, infrastructure data, building characteristics, soil properties, noise levels, air pollution, weather station data) from different sources or authorities is gathered in a data portal (Geoportal Hamburg), containing metadata and maps in pdf format. Hamburg’s adaptation portals are referenced in Climate-ADAPT but only in terms of qualitative information.
## FAIR2Adapt Contribution
FAIRification of available data to enable a more transparent, user-friendly and up-to-date data portal for adaptation decision-making. Provenance information and semantic crosswalks between climate and cross-sectoral data will help in the integration of data.
## Lead Partner
UHAM
## External Stakeholders involved in CCA
Free and Hanseatic City of Hamburg Senate Chancellery
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https://w3id.org/ro-id/enrichment/24a74206-4cd5-4f53-8d8b-22ad7fcba25a
http://schema.org/name
climate
https://w3id.org/ro-id/enrichment/24a74206-4cd5-4f53-8d8b-22ad7fcba25a
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/24a74206-4cd5-4f53-8d8b-22ad7fcba25a
https://w3id.org/ro/terms/earth-science#normScore
22.50262881177708
https://w3id.org/ro-id/enrichment/24a74206-4cd5-4f53-8d8b-22ad7fcba25a
https://w3id.org/ro/terms/earth-science#score
21.4
https://w3id.org/ro-id/enrichment/33885e22-3e58-4c48-9e54-2a7f46991b8a
http://schema.org/name
Data related to climate-induced stressors are often not updated or do not utilise European or global data portals (e.g. Copernicus). So far 572 datasets (e.g., on green spaces, city trees, population data, infrastructure data, building characteristics, soil properties, noise levels, air pollution, weather station data) from different sources or authorities is gathered in a data portal (Geoportal Hamburg), containing metadata and maps in pdf format.
https://w3id.org/ro-id/enrichment/33885e22-3e58-4c48-9e54-2a7f46991b8a
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Sentence
https://w3id.org/ro-id/enrichment/33885e22-3e58-4c48-9e54-2a7f46991b8a
https://w3id.org/ro/terms/earth-science#normScore
26.4
https://w3id.org/ro-id/enrichment/33885e22-3e58-4c48-9e54-2a7f46991b8a
https://w3id.org/ro/terms/earth-science#score
9.9
https://w3id.org/ro-id/enrichment/38d49191-647a-4939-966d-fe0c5db2d705
http://schema.org/name
understanding climate risk
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Phrase
https://w3id.org/ro-id/enrichment/38d49191-647a-4939-966d-fe0c5db2d705
https://w3id.org/ro/terms/earth-science#normScore
20.79510703363914
https://w3id.org/ro-id/enrichment/38d49191-647a-4939-966d-fe0c5db2d705
https://w3id.org/ro/terms/earth-science#score
6.8
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http://schema.org/name
earth sciences
https://w3id.org/ro-id/enrichment/43bf537c-73de-41f3-8b4e-b6e6bf2d2b60
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FieldOfResearch
https://w3id.org/ro-id/enrichment/43bf537c-73de-41f3-8b4e-b6e6bf2d2b60
https://w3id.org/ro/terms/earth-science#normScore
100.0
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https://w3id.org/ro/terms/earth-science#score
0.869175136089325
https://w3id.org/ro-id/enrichment/4462fa1b-7b5f-42b5-826b-4fc70c09f79d
http://schema.org/name
Granulated data on exposure and vulnerability of urban sectors, infrastructure and population as well as data on climate-induced stressors is managed by different city authorities under the Hamburg City Senate, and not always publicly available.
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Sentence
https://w3id.org/ro-id/enrichment/4462fa1b-7b5f-42b5-826b-4fc70c09f79d
https://w3id.org/ro/terms/earth-science#normScore
31.733333333333334
https://w3id.org/ro-id/enrichment/4462fa1b-7b5f-42b5-826b-4fc70c09f79d
https://w3id.org/ro/terms/earth-science#score
11.9
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http://schema.org/name
adaptation
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/450bfc73-036b-4abb-bd16-b3394a4ab455
https://w3id.org/ro/terms/earth-science#normScore
12.302839116719243
https://w3id.org/ro-id/enrichment/450bfc73-036b-4abb-bd16-b3394a4ab455
https://w3id.org/ro/terms/earth-science#score
11.700000000000001
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http://schema.org/name
Environmental pollution
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#IPTC
https://w3id.org/ro-id/enrichment/45a03391-6812-4f32-9a9a-cc05ee0ae7ea
https://w3id.org/ro/terms/earth-science#path
Environment/Environmental pollution
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http://schema.org/name
adaptation
https://w3id.org/ro-id/enrichment/461a99e3-50e0-4723-9b14-9d58e3105b00
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Lemma
https://w3id.org/ro-id/enrichment/461a99e3-50e0-4723-9b14-9d58e3105b00
https://w3id.org/ro/terms/earth-science#normScore
7.333333333333333
https://w3id.org/ro-id/enrichment/461a99e3-50e0-4723-9b14-9d58e3105b00
https://w3id.org/ro/terms/earth-science#score
3.3
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http://schema.org/name
Hamburg
https://w3id.org/ro-id/enrichment/53d510b7-61f3-43fe-9d3e-51baa787a63d
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Place
https://w3id.org/ro-id/enrichment/53d510b7-61f3-43fe-9d3e-51baa787a63d
https://w3id.org/ro/terms/earth-science#wikidata
https://www.wikidata.org/wiki/Q1055
https://w3id.org/ro-id/enrichment/58fd37d0-5b14-4cad-9f53-97d6601d1bf6
http://schema.org/name
risk
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Lemma
https://w3id.org/ro-id/enrichment/58fd37d0-5b14-4cad-9f53-97d6601d1bf6
https://w3id.org/ro/terms/earth-science#normScore
10.444444444444445
https://w3id.org/ro-id/enrichment/58fd37d0-5b14-4cad-9f53-97d6601d1bf6
https://w3id.org/ro/terms/earth-science#score
4.7
https://w3id.org/ro-id/enrichment/5c50dcf0-e4eb-419a-8e55-2a55dfd23e37
http://schema.org/name
weather station data
https://w3id.org/ro-id/enrichment/5c50dcf0-e4eb-419a-8e55-2a55dfd23e37
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Phrase
https://w3id.org/ro-id/enrichment/5c50dcf0-e4eb-419a-8e55-2a55dfd23e37
https://w3id.org/ro/terms/earth-science#normScore
11.926605504587155
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https://w3id.org/ro/terms/earth-science#score
3.9
https://w3id.org/ro-id/enrichment/628b6b81-1e91-4859-a2c8-a90bfb919eef
http://schema.org/name
Freie und Hansestadt Hamburg
https://w3id.org/ro-id/enrichment/628b6b81-1e91-4859-a2c8-a90bfb919eef
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/628b6b81-1e91-4859-a2c8-a90bfb919eef
https://w3id.org/ro/terms/earth-science#normScore
3.259726603575184
https://w3id.org/ro-id/enrichment/628b6b81-1e91-4859-a2c8-a90bfb919eef
https://w3id.org/ro/terms/earth-science#score
3.1
https://w3id.org/ro-id/enrichment/62dddcc5-ba90-4987-ab2a-3b3dfdf13ea5
http://schema.org/name
Freie und Hansestadt Hamburg
https://w3id.org/ro-id/enrichment/62dddcc5-ba90-4987-ab2a-3b3dfdf13ea5
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Place
https://w3id.org/ro-id/enrichment/62dddcc5-ba90-4987-ab2a-3b3dfdf13ea5
https://w3id.org/ro/terms/earth-science#wikidata
https://www.wikidata.org/wiki/Q14714443
https://w3id.org/ro-id/enrichment/710e87f4-4f39-4dc0-938d-9da53daf21e7
http://schema.org/name
Hamburg
https://w3id.org/ro-id/enrichment/710e87f4-4f39-4dc0-938d-9da53daf21e7
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/710e87f4-4f39-4dc0-938d-9da53daf21e7
https://w3id.org/ro/terms/earth-science#normScore
9.46372239747634
https://w3id.org/ro-id/enrichment/710e87f4-4f39-4dc0-938d-9da53daf21e7
https://w3id.org/ro/terms/earth-science#score
9.0
https://w3id.org/ro-id/enrichment/7b28d796-baa3-43a5-84b9-a9215ca2ef72
http://schema.org/name
general (general)
https://w3id.org/ro-id/enrichment/7b28d796-baa3-43a5-84b9-a9215ca2ef72
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#NASA
https://w3id.org/ro-id/enrichment/7b28d796-baa3-43a5-84b9-a9215ca2ef72
https://w3id.org/ro/terms/earth-science#normScore
100.0
https://w3id.org/ro-id/enrichment/7b28d796-baa3-43a5-84b9-a9215ca2ef72
https://w3id.org/ro/terms/earth-science#score
0.28024208545684814
https://w3id.org/ro-id/enrichment/7c1fb213-2f10-457b-83a8-41317dd71cd5
http://schema.org/name
portal
https://w3id.org/ro-id/enrichment/7c1fb213-2f10-457b-83a8-41317dd71cd5
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/7c1fb213-2f10-457b-83a8-41317dd71cd5
https://w3id.org/ro/terms/earth-science#normScore
10.830704521556257
https://w3id.org/ro-id/enrichment/7c1fb213-2f10-457b-83a8-41317dd71cd5
https://w3id.org/ro/terms/earth-science#score
10.3
https://w3id.org/ro-id/enrichment/961cac5a-db87-4af0-a968-79c1546191b4
http://schema.org/name
datum
https://w3id.org/ro-id/enrichment/961cac5a-db87-4af0-a968-79c1546191b4
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/961cac5a-db87-4af0-a968-79c1546191b4
https://w3id.org/ro/terms/earth-science#normScore
4.73186119873817
https://w3id.org/ro-id/enrichment/961cac5a-db87-4af0-a968-79c1546191b4
https://w3id.org/ro/terms/earth-science#score
4.5
https://w3id.org/ro-id/enrichment/9a8db159-21a8-43d8-b87f-f77af6bd7911
http://schema.org/name
Weather
https://w3id.org/ro-id/enrichment/9a8db159-21a8-43d8-b87f-f77af6bd7911
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#IPTC
https://w3id.org/ro-id/enrichment/9a8db159-21a8-43d8-b87f-f77af6bd7911
https://w3id.org/ro/terms/earth-science#path
Weather
https://w3id.org/ro-id/enrichment/a665297f-4f4c-4309-b3c9-b07ab39ab45b
http://schema.org/name
risk
https://w3id.org/ro-id/enrichment/a665297f-4f4c-4309-b3c9-b07ab39ab45b
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/a665297f-4f4c-4309-b3c9-b07ab39ab45b
https://w3id.org/ro/terms/earth-science#normScore
6.8349106203995795
https://w3id.org/ro-id/enrichment/a665297f-4f4c-4309-b3c9-b07ab39ab45b
https://w3id.org/ro/terms/earth-science#score
6.5
https://w3id.org/ro-id/enrichment/af0b9182-96d4-41b0-8c01-508fcb0f4475
http://schema.org/name
roadblock
https://w3id.org/ro-id/enrichment/af0b9182-96d4-41b0-8c01-508fcb0f4475
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/af0b9182-96d4-41b0-8c01-508fcb0f4475
https://w3id.org/ro/terms/earth-science#normScore
4.416403785488959
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https://w3id.org/ro/terms/earth-science#score
4.2
https://w3id.org/ro-id/enrichment/b0316cf8-019b-40b3-858e-8778c309231f
http://schema.org/name
database
https://w3id.org/ro-id/enrichment/b0316cf8-019b-40b3-858e-8778c309231f
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Domain
https://w3id.org/ro-id/enrichment/b0316cf8-019b-40b3-858e-8778c309231f
https://w3id.org/ro/terms/earth-science#normScore
45.414847161572055
https://w3id.org/ro-id/enrichment/b0316cf8-019b-40b3-858e-8778c309231f
https://w3id.org/ro/terms/earth-science#score
10.4
https://w3id.org/ro-id/enrichment/bbf69744-90bb-47e4-afea-c8c5a772f032
http://schema.org/name
Science and technology
https://w3id.org/ro-id/enrichment/bbf69744-90bb-47e4-afea-c8c5a772f032
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#IPTC
https://w3id.org/ro-id/enrichment/bbf69744-90bb-47e4-afea-c8c5a772f032
https://w3id.org/ro/terms/earth-science#path
Science and technology
https://w3id.org/ro-id/enrichment/bedb007b-c4a9-4579-9b25-8c8f82189da3
http://schema.org/name
general
https://w3id.org/ro-id/enrichment/bedb007b-c4a9-4579-9b25-8c8f82189da3
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#NASA
https://w3id.org/ro-id/enrichment/bedb007b-c4a9-4579-9b25-8c8f82189da3
https://w3id.org/ro/terms/earth-science#normScore
100.0
https://w3id.org/ro-id/enrichment/bedb007b-c4a9-4579-9b25-8c8f82189da3
https://w3id.org/ro/terms/earth-science#score
0.28024208545684814
https://w3id.org/ro-id/enrichment/c2682448-dcdd-4dbc-abaf-3bad89a31458
http://schema.org/name
data
https://w3id.org/ro-id/enrichment/c2682448-dcdd-4dbc-abaf-3bad89a31458
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Concept
https://w3id.org/ro-id/enrichment/c2682448-dcdd-4dbc-abaf-3bad89a31458
https://w3id.org/ro/terms/earth-science#normScore
19.242902208201894
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https://w3id.org/ro/terms/earth-science#score
18.3
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http://schema.org/name
data portal
https://w3id.org/ro-id/enrichment/ce0eacb4-03dd-4498-8cb1-33bdfcc37489
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Phrase
https://w3id.org/ro-id/enrichment/ce0eacb4-03dd-4498-8cb1-33bdfcc37489
https://w3id.org/ro/terms/earth-science#normScore
20.489296636085626
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https://w3id.org/ro/terms/earth-science#score
6.7
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http://schema.org/name
portal
https://w3id.org/ro-id/enrichment/d142a719-e0ed-46e6-b8b4-1750a3d9b52e
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Lemma
https://w3id.org/ro-id/enrichment/d142a719-e0ed-46e6-b8b4-1750a3d9b52e
https://w3id.org/ro/terms/earth-science#normScore
10.444444444444445
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https://w3id.org/ro/terms/earth-science#score
4.7
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http://schema.org/name
climate
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Lemma
https://w3id.org/ro-id/enrichment/d379e661-b895-42ec-b426-90301b5bec6e
https://w3id.org/ro/terms/earth-science#normScore
18.666666666666668
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https://w3id.org/ro/terms/earth-science#score
8.4
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http://schema.org/name
2) Integrate socio-economic data on vulnerability and exposure of urban population with physical climate hazard data to explore future climate risks of the city of Hamburg and to inform sustainable climate change adaptation strategies.
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Sentence
https://w3id.org/ro-id/enrichment/d39b2900-bf78-46b4-bdcb-0d1e57ea3401
https://w3id.org/ro/terms/earth-science#normScore
41.86666666666667
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https://w3id.org/ro/terms/earth-science#score
15.7
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http://schema.org/name
stressor
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#Lemma
https://w3id.org/ro-id/enrichment/dd9c2da3-b861-456d-9ee3-cbe93f8cea55
https://w3id.org/ro/terms/earth-science#normScore
9.777777777777779
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https://w3id.org/ro/terms/earth-science#score
4.4
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http://schema.org/name
hazard data
https://w3id.org/ro-id/enrichment/e83a40fd-327e-454b-8f31-21f338a0539f
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