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Attribution and disentanglement of the effects of global greenhouse gas and land-use changes on temperature extremes in urban areas is a complex and critical issue in the context of regional-to-local climate change mitigation and adaptation. Here, an innovative modelling framework based on a large ensemble of urban climate simulations, using SURFEX (a land-surface model) coupled to TEB (an urban canopy model), forced by E20C (a GCM-based reanalysis), is proposed, and applied to the capital of Portugal—Lisbon. This approach allowed to disentangle the main drivers of change of extreme temperatures in Lisbon, while also improving the simulated summer temperature variability compared to E20C, using station observations as reference. The improvements were physically linked to the strong sensitivity of summer mean and extreme temperatures to local land-use properties. The sensitivity was systematically investigated and robustly demonstrated here, with built-fraction (buildings + roads), albedo and emissivity emerging as key surface parameters. The results revealed a very strong summer temperature increase between 1951–1980 and 1981–2010 periods: 0.90 °C for daily maximum temperature (T
max), and 0.76 °C for daily minimum temperature (T
max). These changes were sensitive to considering different (but constant throughout the simulation) land-uses, varying by about 10% for T
max, and around 17% for T
min. Regarding the temperature extremes (quantified by extreme hot days, EHD, and extreme hot nights, EHN, respectively defined as exceeding the 95th-percentile of T
max and T
min) the changes and their dependencies with the land-use are much more drastic. The isolated effect of changing land-use (keeping the climate forcing unchanged) from rural/natural (low built-fraction) towards dense urbanization (high built-fraction) caused a significant increase in EHN (up to ∼+130 d per 30 years, larger than the effect due to climate forcing alone), and in EHD (∼+60 d per 30 years, which is similar to the effect due to climate forcing alone).
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max), and 0.76 °C for daily minimum temperature (T
max). These changes were sensitive to considering different (but constant throughout the simulation) land-uses, varying by about 10% for T
max, and around 17% for T
min. Regarding the temperature extremes (quantified by extreme hot days, EHD, and extreme hot nights, EHN, respectively defined as exceeding the 95th-percentile of T
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https://w3id.org/ro-id/enrichment/6f6f9edd-391e-4f5a-adf8-45dbbf8be07f
http://schema.org/name
Housing and urban planning policy
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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/6f6f9edd-391e-4f5a-adf8-45dbbf8be07f
https://w3id.org/ro/terms/earth-science#path
Politics/Government policy/Interior policy/Housing and urban planning policy
https://w3id.org/ro-id/enrichment/718de694-3204-412d-af7c-cabcb7e618d1
http://schema.org/name
Climatology
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/72260159-bfb0-48a6-b841-6e40a7d051fd
http://schema.org/name
sensitivity
https://w3id.org/ro-id/enrichment/72260159-bfb0-48a6-b841-6e40a7d051fd
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/72260159-bfb0-48a6-b841-6e40a7d051fd
https://w3id.org/ro/terms/earth-science#normScore
8.333333333333334
https://w3id.org/ro-id/enrichment/72260159-bfb0-48a6-b841-6e40a7d051fd
https://w3id.org/ro/terms/earth-science#score
6.8
https://w3id.org/ro-id/enrichment/751a96ae-7705-4eff-8add-a716312fc6a8
http://schema.org/name
land-use
https://w3id.org/ro-id/enrichment/751a96ae-7705-4eff-8add-a716312fc6a8
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/751a96ae-7705-4eff-8add-a716312fc6a8
https://w3id.org/ro/terms/earth-science#normScore
14.338235294117649
https://w3id.org/ro-id/enrichment/751a96ae-7705-4eff-8add-a716312fc6a8
https://w3id.org/ro/terms/earth-science#score
11.7
https://w3id.org/ro-id/enrichment/760f8086-0cad-4fb4-9cc8-4ecaea1a247c
http://schema.org/name
Funding
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/760f8086-0cad-4fb4-9cc8-4ecaea1a247c
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/e7f0898a-d75e-4aa8-b684-0c8d53b237c1
https://w3id.org/ro-id/enrichment/77ee06c4-e0a4-4f84-89e9-360f60b1fc9d
http://schema.org/name
Weather
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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/77ee06c4-e0a4-4f84-89e9-360f60b1fc9d
https://w3id.org/ro/terms/earth-science#path
Weather
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http://schema.org/name
extrication
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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/7a353ba1-6819-4bf1-9095-7278e574b416
https://w3id.org/ro/terms/earth-science#normScore
6.25
https://w3id.org/ro-id/enrichment/7a353ba1-6819-4bf1-9095-7278e574b416
https://w3id.org/ro/terms/earth-science#score
5.1
https://w3id.org/ro-id/enrichment/7ef9cb23-ffd9-4243-a140-3813cef38fae
http://schema.org/name
Climate change impacts, risks and adaptation
https://w3id.org/ro-id/enrichment/7ef9cb23-ffd9-4243-a140-3813cef38fae
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/7efa31a1-f825-456c-b229-105fd7df5597
http://schema.org/name
Lisbon abstract
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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/7efa31a1-f825-456c-b229-105fd7df5597
https://w3id.org/ro/terms/earth-science#normScore
13.261648745519715
https://w3id.org/ro-id/enrichment/7efa31a1-f825-456c-b229-105fd7df5597
https://w3id.org/ro/terms/earth-science#score
3.7
https://w3id.org/ro-id/enrichment/81d5db68-0ccf-4483-9c49-cf4fb8e49580
http://schema.org/name
climate
https://w3id.org/ro-id/enrichment/81d5db68-0ccf-4483-9c49-cf4fb8e49580
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/81d5db68-0ccf-4483-9c49-cf4fb8e49580
https://w3id.org/ro/terms/earth-science#normScore
5.759803921568627
https://w3id.org/ro-id/enrichment/81d5db68-0ccf-4483-9c49-cf4fb8e49580
https://w3id.org/ro/terms/earth-science#score
4.7
https://w3id.org/ro-id/enrichment/81ed6473-6dda-4cb6-8ede-cd79a5c8600e
http://schema.org/name
A surface modelling approach for attribution and disentanglement of the effects of global warming from urbanization in temperature extremes: application to Lisbon Abstract
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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/81ed6473-6dda-4cb6-8ede-cd79a5c8600e
https://w3id.org/ro/terms/earth-science#normScore
32.89760348583878
https://w3id.org/ro-id/enrichment/81ed6473-6dda-4cb6-8ede-cd79a5c8600e
https://w3id.org/ro/terms/earth-science#score
15.1
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http://schema.org/name
User Needs (RAST)
https://w3id.org/ro-id/enrichment/85315f49-c352-4d57-a35f-acc00c5e188b
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/85315f49-c352-4d57-a35f-acc00c5e188b
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/64d32c0d-f500-45c1-a992-1b07f4b5c820
https://w3id.org/ro-id/enrichment/85e4f559-b5a2-4e37-a25a-d25ac214408c
http://schema.org/name
temperature extreme
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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/85e4f559-b5a2-4e37-a25a-d25ac214408c
https://w3id.org/ro/terms/earth-science#normScore
11.965811965811966
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https://w3id.org/ro/terms/earth-science#score
4.2
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http://schema.org/name
fraction
https://w3id.org/ro-id/enrichment/89626760-7cd0-4417-a9e5-1b230e9e5b93
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/89626760-7cd0-4417-a9e5-1b230e9e5b93
https://w3id.org/ro/terms/earth-science#normScore
6.004901960784315
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https://w3id.org/ro/terms/earth-science#score
4.9
https://w3id.org/ro-id/enrichment/8c423e1d-8b4a-45a4-af13-e3278edb83b5
http://schema.org/name
physics
https://w3id.org/ro-id/enrichment/8c423e1d-8b4a-45a4-af13-e3278edb83b5
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Domain
https://w3id.org/ro-id/enrichment/8c423e1d-8b4a-45a4-af13-e3278edb83b5
https://w3id.org/ro/terms/earth-science#normScore
30.573248407643312
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https://w3id.org/ro/terms/earth-science#score
4.8
https://w3id.org/ro-id/enrichment/8ee127e6-6c20-4710-b3bf-f8e5cc163108
http://schema.org/name
Extreme heat
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/8fbd0f69-28c7-4a51-9f67-8f7648ea862d
http://schema.org/name
The improvements were physically linked to the strong sensitivity of summer mean and extreme temperatures to local land-use properties.
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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/8fbd0f69-28c7-4a51-9f67-8f7648ea862d
https://w3id.org/ro/terms/earth-science#normScore
40.087145969498906
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https://w3id.org/ro/terms/earth-science#score
18.4
https://w3id.org/ro-id/enrichment/9044fa41-e6d0-42ef-b5d1-56c4b2e67b1e
http://schema.org/name
disentanglement of the effect
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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/9044fa41-e6d0-42ef-b5d1-56c4b2e67b1e
https://w3id.org/ro/terms/earth-science#normScore
21.505376344086024
https://w3id.org/ro-id/enrichment/9044fa41-e6d0-42ef-b5d1-56c4b2e67b1e
https://w3id.org/ro/terms/earth-science#score
6.0
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http://schema.org/name
Lisbon
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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/956b168b-3421-411c-a0b1-5e615ce1e34e
https://w3id.org/ro/terms/earth-science#normScore
10.784313725490199
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https://w3id.org/ro/terms/earth-science#score
8.8
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http://schema.org/name
Climate change
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https://w3id.org/ro/terms/earth-science#IPTC
https://w3id.org/ro-id/enrichment/9ce4c3e8-59e0-420d-81c2-1639a4df1ac9
https://w3id.org/ro/terms/earth-science#path
Environment/Climate change
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http://schema.org/name
Key Type Measures
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/a34f96bb-121a-4409-95b4-8626e7c5aaf0
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/2e71d55a-bddd-4ee9-900e-a431b4c48984
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This approach allowed to disentangle the main drivers of change of extreme temperatures in Lisbon, while also improving the simulated summer temperature variability compared to E20C, using station observations as reference.
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https://w3id.org/ro-id/enrichment/a4a73386-5301-44b7-a7dd-cb491744b6f4
https://w3id.org/ro/terms/earth-science#normScore
27.01525054466231
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https://w3id.org/ro/terms/earth-science#score
12.4
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http://schema.org/name
Earth Sciences
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
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IPCC
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https://w3id.org/ro-id/enrichment/b1896646-d00c-4392-83b2-d46abd24c3bb
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https://w3id.org/ro-id/enrichment/ce1d1261-0360-4613-9c69-6a724bf7b83b
https://w3id.org/ro-id/enrichment/b2a4cf9b-8ddf-401a-998c-2d93632582f4
http://schema.org/name
Lisbon
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https://w3id.org/contentdesc#Place
https://w3id.org/ro-id/enrichment/b2a4cf9b-8ddf-401a-998c-2d93632582f4
https://w3id.org/ro/terms/earth-science#geonames
https://www.geonames.org/2267057
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https://w3id.org/ro/terms/earth-science#wikidata
https://www.wikidata.org/wiki/Q597
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http://schema.org/name
Policy Scale
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https://w3id.org/ro-id/enrichment/08aaf1d1-9693-4579-83a2-87384babc73a
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Statistics
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https://w3id.org/ro/terms/earth-science#FieldOfResearch
https://w3id.org/ro-id/enrichment/bb07c2c7-11c5-441f-91c9-1a8fc214361f
http://schema.org/name
Mathematical Physics
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
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https://w3id.org/ro-id/enrichment/bc2f38db-0399-4930-aeef-e9f45b666095
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Chemistry
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https://w3id.org/ro/terms/earth-science#IPTC
https://w3id.org/ro-id/enrichment/bc2f38db-0399-4930-aeef-e9f45b666095
https://w3id.org/ro/terms/earth-science#path
Science and technology/Natural science/Chemistry
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Environmental Science and Management
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
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https://w3id.org/ro-id/enrichment/bd3f1301-5661-46dc-9a2b-7ef575d653af
http://schema.org/name
between 1951-1980
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https://w3id.org/ro/terms/earth-science#TimeReference
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Mathematical Sciences
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https://w3id.org/ro-id/enrichment/c662bb4c-7315-4283-a53e-9622dd0d735f
http://schema.org/name
Other Physical Sciences
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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/cd86bf42-590c-4143-99e3-d507917e8686
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Academia/ Research Institutions
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https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/ce1d1261-0360-4613-9c69-6a724bf7b83b
http://schema.org/name
Structural/physical: Ecosystem-based
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/ce5fc52a-3a40-482b-9be2-0fc5ffdb0787
http://schema.org/name
T max
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https://w3id.org/ro/terms/earth-science#Phrase
https://w3id.org/ro-id/enrichment/ce5fc52a-3a40-482b-9be2-0fc5ffdb0787
https://w3id.org/ro/terms/earth-science#normScore
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