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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
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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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https://w3id.org/ro-id/enrichment/59b7d309-2465-41f3-bc70-7c07d7a22c6c
https://w3id.org/ro/terms/earth-science#score
4.5
https://w3id.org/ro-id/enrichment/5ae6b2bd-ff5b-409a-b1c6-ac2b7c3a0b65
http://schema.org/name
emissivity
https://w3id.org/ro-id/enrichment/5ae6b2bd-ff5b-409a-b1c6-ac2b7c3a0b65
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/5ae6b2bd-ff5b-409a-b1c6-ac2b7c3a0b65
https://w3id.org/ro/terms/earth-science#normScore
5.637254901960784
https://w3id.org/ro-id/enrichment/5ae6b2bd-ff5b-409a-b1c6-ac2b7c3a0b65
https://w3id.org/ro/terms/earth-science#score
4.6
https://w3id.org/ro-id/enrichment/5c5bd6ed-4c81-4760-bcec-92433d24ce1f
http://schema.org/name
Housing and urban planning policy
https://w3id.org/ro-id/enrichment/5c5bd6ed-4c81-4760-bcec-92433d24ce1f
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/5c5bd6ed-4c81-4760-bcec-92433d24ce1f
https://w3id.org/ro/terms/earth-science#path
Politics/Government policy/Interior policy/Housing and urban planning policy
https://w3id.org/ro-id/enrichment/604e34a7-ae71-4209-a7d1-a843cc18371c
http://schema.org/name
1981-2010 periods
https://w3id.org/ro-id/enrichment/604e34a7-ae71-4209-a7d1-a843cc18371c
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/617c98c6-9dfc-41cb-9bbd-ac6a6362cbb6
http://schema.org/name
Preparing the ground
https://w3id.org/ro-id/enrichment/617c98c6-9dfc-41cb-9bbd-ac6a6362cbb6
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/63b22f7d-840e-43ee-ae6d-4445546d5a74
http://schema.org/name
Methodology
https://w3id.org/ro-id/enrichment/63b22f7d-840e-43ee-ae6d-4445546d5a74
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/63b22f7d-840e-43ee-ae6d-4445546d5a74
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/408b6bf3-24a1-46e6-beac-249d4f0205a2
https://w3id.org/ro-id/enrichment/653fe927-db0e-4ef5-8181-c4a159b7bd98
http://schema.org/name
Meteorology and climatology
https://w3id.org/ro-id/enrichment/653fe927-db0e-4ef5-8181-c4a159b7bd98
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/65a5089c-1b42-4133-b3a4-daf97051801b
http://schema.org/name
Lisbon
https://w3id.org/ro-id/enrichment/65a5089c-1b42-4133-b3a4-daf97051801b
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Place
https://w3id.org/ro-id/enrichment/65a5089c-1b42-4133-b3a4-daf97051801b
https://w3id.org/ro/terms/earth-science#geonames
https://www.geonames.org/2267057
https://w3id.org/ro-id/enrichment/65a5089c-1b42-4133-b3a4-daf97051801b
https://w3id.org/ro/terms/earth-science#wikidata
https://www.wikidata.org/wiki/Q597
https://w3id.org/ro-id/enrichment/677b476a-8dc1-4ed1-a9a4-386e21c29d1c
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/677b476a-8dc1-4ed1-a9a4-386e21c29d1c
https://w3id.org/ro/terms/earth-science#normScore
18.233618233618234
https://w3id.org/ro-id/enrichment/677b476a-8dc1-4ed1-a9a4-386e21c29d1c
https://w3id.org/ro/terms/earth-science#score
6.4
https://w3id.org/ro-id/enrichment/6b064406-48cc-44e8-a229-7976bd3e0126
http://schema.org/name
summer mean temperature
https://w3id.org/ro-id/enrichment/6b064406-48cc-44e8-a229-7976bd3e0126
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/6b064406-48cc-44e8-a229-7976bd3e0126
https://w3id.org/ro/terms/earth-science#normScore
21.14695340501792
https://w3id.org/ro-id/enrichment/6b064406-48cc-44e8-a229-7976bd3e0126
https://w3id.org/ro/terms/earth-science#score
5.9
https://w3id.org/ro-id/enrichment/6cd7e421-cbc1-4147-871e-801f41584252
http://schema.org/name
Other Physical Sciences
https://w3id.org/ro-id/enrichment/6cd7e421-cbc1-4147-871e-801f41584252
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/796ffd83-df27-4d30-abee-560b8c0c4b87
http://schema.org/name
Engineering (General)
https://w3id.org/ro-id/enrichment/796ffd83-df27-4d30-abee-560b8c0c4b87
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/7d51d8a4-7180-41b2-8f14-4c934eb7badd
http://schema.org/name
Physical and Technological
https://w3id.org/ro-id/enrichment/7d51d8a4-7180-41b2-8f14-4c934eb7badd
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/7f905341-9398-4ecc-9566-8d50894ef7d2
http://schema.org/name
of summer
https://w3id.org/ro-id/enrichment/7f905341-9398-4ecc-9566-8d50894ef7d2
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/81ef5e14-b628-43d4-80ef-400a6a833ba6
http://schema.org/name
sensitivity
https://w3id.org/ro-id/enrichment/81ef5e14-b628-43d4-80ef-400a6a833ba6
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/81ef5e14-b628-43d4-80ef-400a6a833ba6
https://w3id.org/ro/terms/earth-science#normScore
8.333333333333334
https://w3id.org/ro-id/enrichment/81ef5e14-b628-43d4-80ef-400a6a833ba6
https://w3id.org/ro/terms/earth-science#score
6.8
https://w3id.org/ro-id/enrichment/935b18a3-d95d-415b-a47b-11090e7966a3
http://schema.org/name
Climate change impacts, risks and adaptation
https://w3id.org/ro-id/enrichment/935b18a3-d95d-415b-a47b-11090e7966a3
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/93d00023-05f0-4c9e-b2e6-0b645e908d9e
http://schema.org/name
climate
https://w3id.org/ro-id/enrichment/93d00023-05f0-4c9e-b2e6-0b645e908d9e
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/93d00023-05f0-4c9e-b2e6-0b645e908d9e
https://w3id.org/ro/terms/earth-science#normScore
5.759803921568627
https://w3id.org/ro-id/enrichment/93d00023-05f0-4c9e-b2e6-0b645e908d9e
https://w3id.org/ro/terms/earth-science#score
4.7
https://w3id.org/ro-id/enrichment/9a81071a-de65-4c89-9046-2e5039b3a3f7
http://schema.org/name
City in Portugal
https://w3id.org/ro-id/enrichment/9a81071a-de65-4c89-9046-2e5039b3a3f7
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/9c098db9-869b-4ff5-91b0-457f795079f4
http://schema.org/name
Lisbon
https://w3id.org/ro-id/enrichment/9c098db9-869b-4ff5-91b0-457f795079f4
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/9c098db9-869b-4ff5-91b0-457f795079f4
https://w3id.org/ro/terms/earth-science#normScore
18.233618233618234
https://w3id.org/ro-id/enrichment/9c098db9-869b-4ff5-91b0-457f795079f4
https://w3id.org/ro/terms/earth-science#score
6.4
https://w3id.org/ro-id/enrichment/9e2a7f23-22a8-43be-aade-d52da93921e7
http://schema.org/name
Climate change
https://w3id.org/ro-id/enrichment/9e2a7f23-22a8-43be-aade-d52da93921e7
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/9e2a7f23-22a8-43be-aade-d52da93921e7
https://w3id.org/ro/terms/earth-science#path
Environment/Climate change
https://w3id.org/ro-id/enrichment/9e8c08c8-5916-4507-ac25-6783ce6262e2
http://schema.org/name
E20C
https://w3id.org/ro-id/enrichment/9e8c08c8-5916-4507-ac25-6783ce6262e2
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/contentdesc#Organization
https://w3id.org/ro-id/enrichment/a14551d4-5110-4c72-bae9-a13a5ce16d8e
http://schema.org/name
summer
https://w3id.org/ro-id/enrichment/a14551d4-5110-4c72-bae9-a13a5ce16d8e
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/a5c6d3a3-a9c3-4d7d-bb5d-c4ab10c63202
http://schema.org/name
extrication
https://w3id.org/ro-id/enrichment/a5c6d3a3-a9c3-4d7d-bb5d-c4ab10c63202
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/a5c6d3a3-a9c3-4d7d-bb5d-c4ab10c63202
https://w3id.org/ro/terms/earth-science#normScore
6.25
https://w3id.org/ro-id/enrichment/a5c6d3a3-a9c3-4d7d-bb5d-c4ab10c63202
https://w3id.org/ro/terms/earth-science#score
5.1
https://w3id.org/ro-id/enrichment/a6c6db81-cbae-4321-8851-223a192d2d09
http://schema.org/name
Engineering
https://w3id.org/ro-id/enrichment/a6c6db81-cbae-4321-8851-223a192d2d09
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/a85b8b44-7a69-447c-8d5d-00e26688c118
http://schema.org/name
Statistics
https://w3id.org/ro-id/enrichment/a85b8b44-7a69-447c-8d5d-00e26688c118
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/a985c8b0-7044-496e-ab84-ecc12cda5c7b
http://schema.org/name
Mathematical Sciences
https://w3id.org/ro-id/enrichment/a985c8b0-7044-496e-ab84-ecc12cda5c7b
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/ac0915ca-5f28-4ee6-8a47-0ece7823db92
http://schema.org/name
Weather
https://w3id.org/ro-id/enrichment/ac0915ca-5f28-4ee6-8a47-0ece7823db92
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/ac0915ca-5f28-4ee6-8a47-0ece7823db92
https://w3id.org/ro/terms/earth-science#path
Weather
https://w3id.org/ro-id/enrichment/b2e3ac17-b8ed-424d-b3d8-edc19e58e7e2
http://schema.org/name
Policy Scale
https://w3id.org/ro-id/enrichment/b2e3ac17-b8ed-424d-b3d8-edc19e58e7e2
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/b2e3ac17-b8ed-424d-b3d8-edc19e58e7e2
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/1f160adf-1b53-46b4-8464-5840ee072978
https://w3id.org/ro-id/enrichment/b37fbb11-aeb2-4282-8140-67eeb674c6d5
http://schema.org/name
Key Type Measures
https://w3id.org/ro-id/enrichment/b37fbb11-aeb2-4282-8140-67eeb674c6d5
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/b37fbb11-aeb2-4282-8140-67eeb674c6d5
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/7d51d8a4-7180-41b2-8f14-4c934eb7badd
https://w3id.org/ro-id/enrichment/b5126591-4d3c-4ad3-988e-6e23deb72307
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/b5126591-4d3c-4ad3-988e-6e23deb72307
https://w3id.org/ro/terms/earth-science#normScore
40.087145969498906
https://w3id.org/ro-id/enrichment/b5126591-4d3c-4ad3-988e-6e23deb72307
https://w3id.org/ro/terms/earth-science#score
18.4
https://w3id.org/ro-id/enrichment/b6b948c4-bf69-4fac-b21e-f1f3c289bcea
http://schema.org/name
User Needs (RAST)
https://w3id.org/ro-id/enrichment/b6b948c4-bf69-4fac-b21e-f1f3c289bcea
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/b6b948c4-bf69-4fac-b21e-f1f3c289bcea
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/617c98c6-9dfc-41cb-9bbd-ac6a6362cbb6
https://w3id.org/ro-id/enrichment/bbd2f9df-9677-4223-b0b9-3a7240f873f1
http://schema.org/name
Knowledge Sector (EEA)
https://w3id.org/ro-id/enrichment/bbd2f9df-9677-4223-b0b9-3a7240f873f1
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/bbd2f9df-9677-4223-b0b9-3a7240f873f1
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/935b18a3-d95d-415b-a47b-11090e7966a3
https://w3id.org/ro-id/enrichment/bc4c8a5c-a41e-4dc5-9382-cc41fe2309df
http://schema.org/name
Climate-ADAPT Adaptation Sectors
https://w3id.org/ro-id/enrichment/bc4c8a5c-a41e-4dc5-9382-cc41fe2309df
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/bc4c8a5c-a41e-4dc5-9382-cc41fe2309df
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/d3ee8f2b-26cb-44b7-a9c4-ba1747a1f050
https://w3id.org/ro-id/enrichment/bcd1e613-ed08-4a84-afc8-5463cd8de299
http://schema.org/name
between 1951-1980
https://w3id.org/ro-id/enrichment/bcd1e613-ed08-4a84-afc8-5463cd8de299
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/be7e1001-54a5-4222-a824-4a63f73d89e6
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/bff0af3d-ab4c-435d-8c54-28a03c85e577
http://schema.org/name
Mathematical Physics
https://w3id.org/ro-id/enrichment/bff0af3d-ab4c-435d-8c54-28a03c85e577
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/c04152cb-265e-4070-9b9f-5e658e865a38
http://schema.org/name
per 30 years
https://w3id.org/ro-id/enrichment/c04152cb-265e-4070-9b9f-5e658e865a38
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/c408b0e8-cfd2-4f96-873b-98672bbd160e
http://schema.org/name
IPCC
https://w3id.org/ro-id/enrichment/c408b0e8-cfd2-4f96-873b-98672bbd160e
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/c408b0e8-cfd2-4f96-873b-98672bbd160e
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/10796243-4d15-43d0-a021-62d134699372
https://w3id.org/ro-id/enrichment/cd552d5c-992c-41c8-8946-1ded3ee8efc3
http://schema.org/name
Climate Hazard
https://w3id.org/ro-id/enrichment/cd552d5c-992c-41c8-8946-1ded3ee8efc3
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/cd552d5c-992c-41c8-8946-1ded3ee8efc3
https://w3id.org/ro/terms/earth-science#value
https://w3id.org/ro-id/enrichment/be7e1001-54a5-4222-a824-4a63f73d89e6
https://w3id.org/ro-id/enrichment/ce601bf4-a17c-471c-8bff-bee7c4a0614f
http://schema.org/name
Physical Sciences
https://w3id.org/ro-id/enrichment/ce601bf4-a17c-471c-8bff-bee7c4a0614f
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/ced72183-8de3-4236-ae46-7e0007019c83
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