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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
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https://w3id.org/ro-id/enrichment/5cd74dbe-2216-4855-a89e-3b3c9f400d33
https://w3id.org/ro/terms/earth-science#normScore
5.759803921568627
https://w3id.org/ro-id/enrichment/5cd74dbe-2216-4855-a89e-3b3c9f400d33
https://w3id.org/ro/terms/earth-science#score
4.7
https://w3id.org/ro-id/enrichment/5d3cef5d-697c-4ba4-9782-36c571449bd2
http://schema.org/name
Preparing the ground
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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/5e5a15ed-65ce-406e-9224-45c37753535b
http://schema.org/name
1981-2010 periods
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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/5e5dff9b-c91c-4e15-bd6a-c86a13c90d19
http://schema.org/name
sensitivity
https://w3id.org/ro-id/enrichment/5e5dff9b-c91c-4e15-bd6a-c86a13c90d19
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/5e5dff9b-c91c-4e15-bd6a-c86a13c90d19
https://w3id.org/ro/terms/earth-science#normScore
13.960113960113961
https://w3id.org/ro-id/enrichment/5e5dff9b-c91c-4e15-bd6a-c86a13c90d19
https://w3id.org/ro/terms/earth-science#score
4.9
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http://schema.org/name
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/6600f61e-ea83-4965-804d-65b7bfca8cb0
https://w3id.org/ro/terms/earth-science#normScore
13.357843137254903
https://w3id.org/ro-id/enrichment/6600f61e-ea83-4965-804d-65b7bfca8cb0
https://w3id.org/ro/terms/earth-science#score
10.9
https://w3id.org/ro-id/enrichment/6de74e4d-7857-419f-92b3-d2c5c38dc03c
http://schema.org/name
Geosciences (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/75c0e400-d5b0-4024-a940-82a869d9a8d4
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/75c0e400-d5b0-4024-a940-82a869d9a8d4
https://w3id.org/ro/terms/earth-science#normScore
11.965811965811966
https://w3id.org/ro-id/enrichment/75c0e400-d5b0-4024-a940-82a869d9a8d4
https://w3id.org/ro/terms/earth-science#score
4.2
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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/7ce5fd60-513f-4135-aeea-591c1f233c28
https://w3id.org/ro/terms/earth-science#path
Environment/Climate change
https://w3id.org/ro-id/enrichment/802519df-8660-4c0d-9df4-28157012ba37
http://schema.org/name
disentanglement of the effect
https://w3id.org/ro-id/enrichment/802519df-8660-4c0d-9df4-28157012ba37
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/802519df-8660-4c0d-9df4-28157012ba37
https://w3id.org/ro/terms/earth-science#normScore
21.505376344086024
https://w3id.org/ro-id/enrichment/802519df-8660-4c0d-9df4-28157012ba37
https://w3id.org/ro/terms/earth-science#score
6.0
https://w3id.org/ro-id/enrichment/8b963f80-db43-4725-9fe7-f21cc34e31a5
http://schema.org/name
between 1951-1980
https://w3id.org/ro-id/enrichment/8b963f80-db43-4725-9fe7-f21cc34e31a5
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/8dc2c732-fedd-4e02-bf5f-98da89576e66
http://schema.org/name
sensitivity
https://w3id.org/ro-id/enrichment/8dc2c732-fedd-4e02-bf5f-98da89576e66
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/8dc2c732-fedd-4e02-bf5f-98da89576e66
https://w3id.org/ro/terms/earth-science#normScore
8.333333333333334
https://w3id.org/ro-id/enrichment/8dc2c732-fedd-4e02-bf5f-98da89576e66
https://w3id.org/ro/terms/earth-science#score
6.8
https://w3id.org/ro-id/enrichment/90cab544-1b61-44d3-9503-a1b87ac1300d
http://schema.org/name
dependent territory
https://w3id.org/ro-id/enrichment/90cab544-1b61-44d3-9503-a1b87ac1300d
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/90cab544-1b61-44d3-9503-a1b87ac1300d
https://w3id.org/ro/terms/earth-science#normScore
6.25
https://w3id.org/ro-id/enrichment/90cab544-1b61-44d3-9503-a1b87ac1300d
https://w3id.org/ro/terms/earth-science#score
5.1
https://w3id.org/ro-id/enrichment/944c3ac2-5c82-4046-843d-58169862a118
http://schema.org/name
Mathematical Physics
https://w3id.org/ro-id/enrichment/944c3ac2-5c82-4046-843d-58169862a118
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/97d771e5-dbed-4d70-a384-570c7880d3d4
http://schema.org/name
Key Type Measures
https://w3id.org/ro-id/enrichment/97d771e5-dbed-4d70-a384-570c7880d3d4
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/97d771e5-dbed-4d70-a384-570c7880d3d4
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/132ea055-ce53-44db-84aa-0acb763f827d
https://w3id.org/ro-id/enrichment/a052a08c-07d0-4476-87d5-eba6aea4b917
http://schema.org/name
Engineering
https://w3id.org/ro-id/enrichment/a052a08c-07d0-4476-87d5-eba6aea4b917
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/a512695d-8ee1-4a6e-b981-79b0b86863fd
http://schema.org/name
land-use
https://w3id.org/ro-id/enrichment/a512695d-8ee1-4a6e-b981-79b0b86863fd
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/a512695d-8ee1-4a6e-b981-79b0b86863fd
https://w3id.org/ro/terms/earth-science#normScore
23.931623931623932
https://w3id.org/ro-id/enrichment/a512695d-8ee1-4a6e-b981-79b0b86863fd
https://w3id.org/ro/terms/earth-science#score
8.4
https://w3id.org/ro-id/enrichment/a7afa44e-4047-4498-bffb-4bbabb75fe3c
http://schema.org/name
Stakeholders
https://w3id.org/ro-id/enrichment/a7afa44e-4047-4498-bffb-4bbabb75fe3c
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/a7afa44e-4047-4498-bffb-4bbabb75fe3c
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/26ecf69d-34b6-4544-a6d5-78e3f71466c9
https://w3id.org/ro-id/enrichment/a7efa6eb-71d6-415a-9405-14f2e07d8af2
http://schema.org/name
Knowledge Sector (EEA)
https://w3id.org/ro-id/enrichment/a7efa6eb-71d6-415a-9405-14f2e07d8af2
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/a7efa6eb-71d6-415a-9405-14f2e07d8af2
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/5563fd0d-f797-4a3d-b736-aa97a483aeff
https://w3id.org/ro-id/enrichment/ab373772-fef3-495a-855a-5b56b4a47645
http://schema.org/name
per 30 years
https://w3id.org/ro-id/enrichment/ab373772-fef3-495a-855a-5b56b4a47645
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/b5df4fd8-ff92-4aed-a36d-2d2bb5944956
http://schema.org/name
emissivity
https://w3id.org/ro-id/enrichment/b5df4fd8-ff92-4aed-a36d-2d2bb5944956
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/b5df4fd8-ff92-4aed-a36d-2d2bb5944956
https://w3id.org/ro/terms/earth-science#normScore
5.637254901960784
https://w3id.org/ro-id/enrichment/b5df4fd8-ff92-4aed-a36d-2d2bb5944956
https://w3id.org/ro/terms/earth-science#score
4.6
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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/bb30f8f1-af74-4867-a7f6-d154f7c13fa8
https://w3id.org/ro/terms/earth-science#normScore
13.675213675213675
https://w3id.org/ro-id/enrichment/bb30f8f1-af74-4867-a7f6-d154f7c13fa8
https://w3id.org/ro/terms/earth-science#score
4.8
https://w3id.org/ro-id/enrichment/bf7e6ef0-4f11-445c-bfa2-7540b1ae3cb4
http://schema.org/name
Mathematical 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/c0266186-c316-4094-8453-8d6a7ada4f3e
http://schema.org/name
mean temperature
https://w3id.org/ro-id/enrichment/c0266186-c316-4094-8453-8d6a7ada4f3e
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/c0266186-c316-4094-8453-8d6a7ada4f3e
https://w3id.org/ro/terms/earth-science#normScore
11.151960784313726
https://w3id.org/ro-id/enrichment/c0266186-c316-4094-8453-8d6a7ada4f3e
https://w3id.org/ro/terms/earth-science#score
9.1
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http://schema.org/name
City in Portugal
https://w3id.org/ro-id/enrichment/c31a7767-e7bd-41a2-ba14-c0ec33cdf6c8
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/c5870dd9-f9fd-4141-91bc-78aa58324583
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
https://w3id.org/ro-id/enrichment/ce4ddf22-8c09-45fd-af8b-902e8ac2c49d
http://schema.org/name
Portugal
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http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Place
https://w3id.org/ro-id/enrichment/ce4ddf22-8c09-45fd-af8b-902e8ac2c49d
https://w3id.org/ro/terms/earth-science#geonames
https://www.geonames.org/2264397
https://w3id.org/ro-id/enrichment/ce4ddf22-8c09-45fd-af8b-902e8ac2c49d
https://w3id.org/ro/terms/earth-science#wikidata
https://www.wikidata.org/wiki/Q45
https://w3id.org/ro-id/enrichment/cfa62e84-b62a-4299-9bf3-d7efd5894194
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/cfa62e84-b62a-4299-9bf3-d7efd5894194
https://w3id.org/ro/terms/earth-science#path
Politics/Government policy/Interior policy/Housing and urban planning policy
https://w3id.org/ro-id/enrichment/d314f69f-b1cb-415c-aee0-6bd6ba0a517c
http://schema.org/name
maximum
https://w3id.org/ro-id/enrichment/d314f69f-b1cb-415c-aee0-6bd6ba0a517c
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/d314f69f-b1cb-415c-aee0-6bd6ba0a517c
https://w3id.org/ro/terms/earth-science#normScore
5.514705882352941
https://w3id.org/ro-id/enrichment/d314f69f-b1cb-415c-aee0-6bd6ba0a517c
https://w3id.org/ro/terms/earth-science#score
4.5
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http://schema.org/name
Geosciences
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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/d4969b85-e3ef-4e66-b32b-4823d8cc59f0
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/d4969b85-e3ef-4e66-b32b-4823d8cc59f0
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
land-use
https://w3id.org/ro-id/enrichment/d7d9c26e-81d1-418d-8a95-ef568637812e
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/d7d9c26e-81d1-418d-8a95-ef568637812e
https://w3id.org/ro/terms/earth-science#normScore
14.338235294117649
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https://w3id.org/ro/terms/earth-science#score
11.7
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http://schema.org/name
land-use property
https://w3id.org/ro-id/enrichment/d870b71e-c802-4fc0-bd9e-c01fb11e833e
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/d870b71e-c802-4fc0-bd9e-c01fb11e833e
https://w3id.org/ro/terms/earth-science#normScore
27.24014336917563
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https://w3id.org/ro/terms/earth-science#score
7.6
https://w3id.org/ro-id/enrichment/d9546721-cfc8-4b5c-89ee-d03714d9084d
http://schema.org/name
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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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/d9546721-cfc8-4b5c-89ee-d03714d9084d
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
Atmospheric Sciences
https://w3id.org/ro-id/enrichment/e01ec968-3790-4714-93a2-963513a775fb
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/e60e1a22-cbdc-4038-9187-a0668a866ec5
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/e7afcde2-78fb-4591-9a1e-597071835609
http://schema.org/name
Methodology
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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/e7afcde2-78fb-4591-9a1e-597071835609
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/385078fb-8955-4eb2-abd7-bbeb35b100dc
https://w3id.org/ro-id/enrichment/ebb267c6-eea6-4d06-8be0-8fdd76c398f3
http://schema.org/name
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