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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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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/4216afca-76ce-4b58-96ef-2c2355b247bd
http://schema.org/name
mean temperature
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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/4216afca-76ce-4b58-96ef-2c2355b247bd
https://w3id.org/ro/terms/earth-science#normScore
11.151960784313726
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https://w3id.org/ro/terms/earth-science#score
9.1
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http://schema.org/name
Knowledge Sector (EEA)
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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/42d42ee9-13d9-465d-ae38-c8abcb512666
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/1d89cb9f-569f-4c5e-a59b-21286f8c78f0
https://w3id.org/ro-id/enrichment/4945720e-d1c7-464d-aa3e-997d6eb0e12a
http://schema.org/name
mean temperature
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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/4945720e-d1c7-464d-aa3e-997d6eb0e12a
https://w3id.org/ro/terms/earth-science#normScore
18.233618233618234
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https://w3id.org/ro/terms/earth-science#score
6.4
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http://schema.org/name
emissivity
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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/4e92f427-15a0-4877-9961-46d52f6e4082
https://w3id.org/ro/terms/earth-science#normScore
5.637254901960784
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https://w3id.org/ro/terms/earth-science#score
4.6
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http://schema.org/name
Climate change
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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/4f1d7f3d-3810-4bfd-b3b0-e3aa7a56e742
https://w3id.org/ro/terms/earth-science#path
Environment/Climate change
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http://schema.org/name
Engineering
https://w3id.org/ro-id/enrichment/5214d47c-f019-44a2-9022-64b3af470c12
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/558f2ba0-48e2-4068-902e-6830e157472f
http://schema.org/name
1981-2010 periods
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https://w3id.org/ro/terms/earth-science#TimeReference
https://w3id.org/ro-id/enrichment/6069cf42-dee6-4316-8b2b-5b625fdb42b9
http://schema.org/name
temperature
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https://w3id.org/ro-id/enrichment/6069cf42-dee6-4316-8b2b-5b625fdb42b9
https://w3id.org/ro/terms/earth-science#normScore
13.357843137254903
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https://w3id.org/ro/terms/earth-science#score
10.9
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http://schema.org/name
fraction
https://w3id.org/ro-id/enrichment/6127d810-e1b3-4504-a473-4da9c8dcac23
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/6127d810-e1b3-4504-a473-4da9c8dcac23
https://w3id.org/ro/terms/earth-science#normScore
6.004901960784315
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https://w3id.org/ro/terms/earth-science#score
4.9
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http://schema.org/name
Physical and Technological
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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/67a8123b-3732-4b85-a09b-c79969be43fe
http://schema.org/name
physics
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Domain
https://w3id.org/ro-id/enrichment/67a8123b-3732-4b85-a09b-c79969be43fe
https://w3id.org/ro/terms/earth-science#normScore
30.573248407643312
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https://w3id.org/ro/terms/earth-science#score
4.8
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http://schema.org/name
Atmospheric 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/6c16c6fd-0ae0-4ca9-8d8d-7a244e44fdba
http://schema.org/name
User Needs (RAST)
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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/6c16c6fd-0ae0-4ca9-8d8d-7a244e44fdba
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/df09d854-8b18-463c-9560-19bd27c3660a
https://w3id.org/ro-id/enrichment/6cde0d85-df3f-47f8-a510-fa4c9a294d14
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none
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https://w3id.org/ro/terms/earth-science#FCID
https://w3id.org/ro-id/enrichment/6fca08bb-c9bb-482f-aee3-ff056a5113eb
http://schema.org/name
summer
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#TimeReference
https://w3id.org/ro-id/enrichment/710f8142-0dfe-4732-8a07-b98538aef43d
http://schema.org/name
summer mean temperature
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https://w3id.org/ro-id/enrichment/710f8142-0dfe-4732-8a07-b98538aef43d
https://w3id.org/ro/terms/earth-science#normScore
21.14695340501792
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https://w3id.org/ro/terms/earth-science#score
5.9
https://w3id.org/ro-id/enrichment/736a4731-ef68-4240-afae-20c75fd4879e
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#Concept
https://w3id.org/ro-id/enrichment/736a4731-ef68-4240-afae-20c75fd4879e
https://w3id.org/ro/terms/earth-science#normScore
5.759803921568627
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https://w3id.org/ro/terms/earth-science#score
4.7
https://w3id.org/ro-id/enrichment/73e6f494-232e-4b0a-8d66-f31bb37c9fa3
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/73e6f494-232e-4b0a-8d66-f31bb37c9fa3
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
Academia/ Research Institutions
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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/7b758a01-c8b4-4466-ae1c-da8eb4f16df1
http://schema.org/name
Academic/ Institutional
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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/7fa8f950-8ad3-4428-8a31-089fd6d54e20
http://schema.org/name
land-use property
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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/7fa8f950-8ad3-4428-8a31-089fd6d54e20
https://w3id.org/ro/terms/earth-science#normScore
27.24014336917563
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https://w3id.org/ro/terms/earth-science#score
7.6
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http://schema.org/name
of summer
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#TimeReference
https://w3id.org/ro-id/enrichment/8486a4fd-6fcd-4835-b6e3-23f2c419bee1
http://schema.org/name
dependent territory
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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/8486a4fd-6fcd-4835-b6e3-23f2c419bee1
https://w3id.org/ro/terms/earth-science#normScore
6.25
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https://w3id.org/ro/terms/earth-science#score
5.1
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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
https://w3id.org/ro/terms/earth-science#FieldOfResearch
https://w3id.org/ro-id/enrichment/8be46b11-9376-4fc8-bae6-7db24ada7c95
http://schema.org/name
sensitivity
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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/8be46b11-9376-4fc8-bae6-7db24ada7c95
https://w3id.org/ro/terms/earth-science#normScore
13.960113960113961
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https://w3id.org/ro/terms/earth-science#score
4.9
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http://schema.org/name
Lisbon abstract
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https://w3id.org/ro-id/enrichment/8d172852-ee54-474c-8a0f-b468b407aac1
https://w3id.org/ro/terms/earth-science#normScore
13.261648745519715
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https://w3id.org/ro/terms/earth-science#score
3.7
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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/a73bbd9e-9233-498d-8350-b465544a44ea
http://schema.org/name
Statistics
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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/a7478848-cabf-4f0c-8293-0923ff90c120
http://schema.org/name
Housing and urban planning policy
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https://w3id.org/ro/terms/earth-science#IPTC
https://w3id.org/ro-id/enrichment/a7478848-cabf-4f0c-8293-0923ff90c120
https://w3id.org/ro/terms/earth-science#path
Politics/Government policy/Interior policy/Housing and urban planning policy
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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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https://w3id.org/ro-id/enrichment/ad752e12-3e2a-43a3-833c-a1fb10152529
https://w3id.org/ro/terms/earth-science#normScore
40.087145969498906
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https://w3id.org/ro/terms/earth-science#score
18.4
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http://schema.org/name
Meteorology and climatology
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/ro/terms/earth-science#NASA
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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/afb0469b-cc00-47eb-9948-ceb5828386f7
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/6644c35e-6e53-49b2-b424-53813cf895b6
https://w3id.org/ro-id/enrichment/b3726f5b-ff2d-43eb-a8f2-c02c167d51e4
http://schema.org/name
E20C
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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/b3726f5b-ff2d-43eb-a8f2-c02c167d51e4
https://w3id.org/ro/terms/earth-science#normScore
13.675213675213675
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https://w3id.org/ro/terms/earth-science#score
4.8
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http://schema.org/name
T max
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https://w3id.org/ro-id/enrichment/b550037a-beb0-4eee-8a86-61d368022816
https://w3id.org/ro/terms/earth-science#normScore
16.845878136200717
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https://w3id.org/ro/terms/earth-science#score
4.7
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http://schema.org/name
Engineering (General)
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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/bb9aa1b9-b191-4d2a-91ec-697f061f28e5
http://schema.org/name
Climate Hazard
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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/bb9aa1b9-b191-4d2a-91ec-697f061f28e5
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/023ca966-2249-416e-9017-ab39717e2641
https://w3id.org/ro-id/enrichment/c0ef5486-9c2a-4c14-83ba-c500e0d383ef
http://schema.org/name
Structural/physical: Ecosystem-based
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
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