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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
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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
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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/6b2578d1-c356-4351-8cb3-288b890e76d7
https://w3id.org/ro/terms/earth-science#score
4.6
https://w3id.org/ro-id/enrichment/6c5f356e-0556-4d96-ba5c-a34cf9320579
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/74d35d80-6b91-4513-8913-d606c03c967c
http://schema.org/name
1981-2010 periods
https://w3id.org/ro-id/enrichment/74d35d80-6b91-4513-8913-d606c03c967c
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/7692eb76-71f7-46f8-8d39-88a27cab5611
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/7692eb76-71f7-46f8-8d39-88a27cab5611
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/8f6aa4e8-1325-4162-ac20-3f6f25dc7ed8
https://w3id.org/ro-id/enrichment/76d40826-a580-4d20-9e8d-129188773a39
http://schema.org/name
per 30 years
https://w3id.org/ro-id/enrichment/76d40826-a580-4d20-9e8d-129188773a39
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/77763e17-9c35-4931-8662-841b2b74ad63
http://schema.org/name
disentanglement of the effect
https://w3id.org/ro-id/enrichment/77763e17-9c35-4931-8662-841b2b74ad63
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/77763e17-9c35-4931-8662-841b2b74ad63
https://w3id.org/ro/terms/earth-science#normScore
21.505376344086024
https://w3id.org/ro-id/enrichment/77763e17-9c35-4931-8662-841b2b74ad63
https://w3id.org/ro/terms/earth-science#score
6.0
https://w3id.org/ro-id/enrichment/7aabbe7f-3d69-459e-9fcd-f143636a33dc
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/7b3966d9-fa4b-4c7b-b02e-a9341978aef0
http://schema.org/name
Mathematical Physics
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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/7cad6e8a-974e-41a1-a35a-083441c64df9
http://schema.org/name
sensitivity
https://w3id.org/ro-id/enrichment/7cad6e8a-974e-41a1-a35a-083441c64df9
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/7cad6e8a-974e-41a1-a35a-083441c64df9
https://w3id.org/ro/terms/earth-science#normScore
8.333333333333334
https://w3id.org/ro-id/enrichment/7cad6e8a-974e-41a1-a35a-083441c64df9
https://w3id.org/ro/terms/earth-science#score
6.8
https://w3id.org/ro-id/enrichment/7de313d0-1e5b-42ff-ac8d-df5b580169e8
http://schema.org/name
maximum
https://w3id.org/ro-id/enrichment/7de313d0-1e5b-42ff-ac8d-df5b580169e8
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/7de313d0-1e5b-42ff-ac8d-df5b580169e8
https://w3id.org/ro/terms/earth-science#normScore
5.514705882352941
https://w3id.org/ro-id/enrichment/7de313d0-1e5b-42ff-ac8d-df5b580169e8
https://w3id.org/ro/terms/earth-science#score
4.5
https://w3id.org/ro-id/enrichment/7f865526-ace9-4393-95a4-ef6b3b118b6f
http://schema.org/name
summer
https://w3id.org/ro-id/enrichment/7f865526-ace9-4393-95a4-ef6b3b118b6f
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/81a53a9c-9259-414c-be6f-3b33d8fd25ec
http://schema.org/name
temperature
https://w3id.org/ro-id/enrichment/81a53a9c-9259-414c-be6f-3b33d8fd25ec
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/81a53a9c-9259-414c-be6f-3b33d8fd25ec
https://w3id.org/ro/terms/earth-science#normScore
13.357843137254903
https://w3id.org/ro-id/enrichment/81a53a9c-9259-414c-be6f-3b33d8fd25ec
https://w3id.org/ro/terms/earth-science#score
10.9
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http://schema.org/name
Lisbon
https://w3id.org/ro-id/enrichment/83ba7808-fdb5-432a-bada-8d720e17dce5
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/83ba7808-fdb5-432a-bada-8d720e17dce5
https://w3id.org/ro/terms/earth-science#normScore
10.784313725490199
https://w3id.org/ro-id/enrichment/83ba7808-fdb5-432a-bada-8d720e17dce5
https://w3id.org/ro/terms/earth-science#score
8.8
https://w3id.org/ro-id/enrichment/85000ecc-1397-4249-a5f4-8c3f57f8faf6
http://schema.org/name
physics
https://w3id.org/ro-id/enrichment/85000ecc-1397-4249-a5f4-8c3f57f8faf6
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Domain
https://w3id.org/ro-id/enrichment/85000ecc-1397-4249-a5f4-8c3f57f8faf6
https://w3id.org/ro/terms/earth-science#normScore
30.573248407643312
https://w3id.org/ro-id/enrichment/85000ecc-1397-4249-a5f4-8c3f57f8faf6
https://w3id.org/ro/terms/earth-science#score
4.8
https://w3id.org/ro-id/enrichment/8a5aa48f-934b-497d-8387-45935492cde7
http://schema.org/name
Housing and urban planning policy
https://w3id.org/ro-id/enrichment/8a5aa48f-934b-497d-8387-45935492cde7
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/8a5aa48f-934b-497d-8387-45935492cde7
https://w3id.org/ro/terms/earth-science#path
Politics/Government policy/Interior policy/Housing and urban planning policy
https://w3id.org/ro-id/enrichment/8c29ffd4-4c15-4fb9-83cf-088bbd0779df
http://schema.org/name
Structural/physical: Ecosystem-based
https://w3id.org/ro-id/enrichment/8c29ffd4-4c15-4fb9-83cf-088bbd0779df
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/8d0e5938-3b9a-4a77-a96f-7628c280a0da
http://schema.org/name
sensitivity
https://w3id.org/ro-id/enrichment/8d0e5938-3b9a-4a77-a96f-7628c280a0da
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/8d0e5938-3b9a-4a77-a96f-7628c280a0da
https://w3id.org/ro/terms/earth-science#normScore
13.960113960113961
https://w3id.org/ro-id/enrichment/8d0e5938-3b9a-4a77-a96f-7628c280a0da
https://w3id.org/ro/terms/earth-science#score
4.9
https://w3id.org/ro-id/enrichment/8f6aa4e8-1325-4162-ac20-3f6f25dc7ed8
http://schema.org/name
none
https://w3id.org/ro-id/enrichment/8f6aa4e8-1325-4162-ac20-3f6f25dc7ed8
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/91514c2d-acde-48fe-809f-1c8a1d33bf4c
http://schema.org/name
between 1951-1980
https://w3id.org/ro-id/enrichment/91514c2d-acde-48fe-809f-1c8a1d33bf4c
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/96ce4f5a-ebad-41ea-93cd-36b7482941ea
http://schema.org/name
Geosciences (General)
https://w3id.org/ro-id/enrichment/96ce4f5a-ebad-41ea-93cd-36b7482941ea
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/976592c9-77d3-4d21-a120-5f28be796cf8
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/976592c9-77d3-4d21-a120-5f28be796cf8
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/b3efe125-f750-47ce-86bc-e747a854d6b0
https://w3id.org/ro-id/enrichment/98ece54b-e03d-43fc-a88b-91d4f2fd0a7c
http://schema.org/name
Key Type Measures
https://w3id.org/ro-id/enrichment/98ece54b-e03d-43fc-a88b-91d4f2fd0a7c
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/98ece54b-e03d-43fc-a88b-91d4f2fd0a7c
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/30300629-298d-489a-a1c6-0618ec66e667
https://w3id.org/ro-id/enrichment/9c27a65b-c176-4aab-996e-a6abdcbcb930
http://schema.org/name
Environmental Sciences
https://w3id.org/ro-id/enrichment/9c27a65b-c176-4aab-996e-a6abdcbcb930
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/9d587f7d-740a-428f-9417-0c0f035b7bc0
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/a0d78d60-3ba7-470c-8d34-0af30b957299
http://schema.org/name
land-use
https://w3id.org/ro-id/enrichment/a0d78d60-3ba7-470c-8d34-0af30b957299
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/a0d78d60-3ba7-470c-8d34-0af30b957299
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
summer mean temperature
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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/a6a21ac8-d10f-4bf2-9c1d-3102d55804e9
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/a7e8a48b-717a-47c6-9dde-5b53dbc2d879
http://schema.org/name
User Needs (RAST)
https://w3id.org/ro-id/enrichment/a7e8a48b-717a-47c6-9dde-5b53dbc2d879
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/a7e8a48b-717a-47c6-9dde-5b53dbc2d879
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/7aabbe7f-3d69-459e-9fcd-f143636a33dc
https://w3id.org/ro-id/enrichment/ab2f8137-79d1-40b7-855e-7cad195d4939
http://schema.org/name
result
https://w3id.org/ro-id/enrichment/ab2f8137-79d1-40b7-855e-7cad195d4939
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/ab2f8137-79d1-40b7-855e-7cad195d4939
https://w3id.org/ro/terms/earth-science#normScore
6.61764705882353
https://w3id.org/ro-id/enrichment/ab2f8137-79d1-40b7-855e-7cad195d4939
https://w3id.org/ro/terms/earth-science#score
5.4
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http://schema.org/name
Engineering (General)
https://w3id.org/ro-id/enrichment/ae957ae4-d423-4288-8811-fb186b7579da
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/b3efe125-f750-47ce-86bc-e747a854d6b0
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/b6ff0744-ea8f-4f34-bb7d-55cd5497af4b
http://schema.org/name
Extreme heat
https://w3id.org/ro-id/enrichment/b6ff0744-ea8f-4f34-bb7d-55cd5497af4b
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/b71a23a0-ab0c-4ce0-a085-172c0ddc5ca6
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/b71a23a0-ab0c-4ce0-a085-172c0ddc5ca6
https://w3id.org/ro/terms/earth-science#normScore
27.01525054466231
https://w3id.org/ro-id/enrichment/b71a23a0-ab0c-4ce0-a085-172c0ddc5ca6
https://w3id.org/ro/terms/earth-science#score
12.4
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http://schema.org/name
Geographical Scope
https://w3id.org/ro-id/enrichment/b979db84-4253-40b3-9094-76a868ad29e6
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/b979db84-4253-40b3-9094-76a868ad29e6
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/50cd8f6b-8d67-4859-827f-6cfe7112c433
https://w3id.org/ro-id/enrichment/be9bda64-26bd-4a85-8ea0-95ff47221366
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/be9bda64-26bd-4a85-8ea0-95ff47221366
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
No policy or regulation
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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/c27728a4-64b3-4e01-a772-3e06db4cf481
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/c27728a4-64b3-4e01-a772-3e06db4cf481
https://w3id.org/ro/terms/earth-science#normScore
5.759803921568627
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https://w3id.org/ro/terms/earth-science#score
4.7
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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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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/c38cb51a-ec9b-448d-9a89-c793d7ad88a1
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
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/c7c63c58-91e2-4859-93b1-15cea9847e8c
https://w3id.org/ro/terms/earth-science#normScore
13.675213675213675
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