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 OCTOPUS project - explOring aerosol-Cloud inTeractiOns in CMIP6 models Using joint-histogramS LiveRO earth-scienceExecuta... ResearchObject ExecutableResearchObject RoCrate Dataset ▼ comment... approve/disapprove... edit as derived nanopublication...

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"The aerosol-cloud interaction has been much explored in recent studies because of its high uncertain contribution to the anthropogenic forcing of climate change. The high uncertainty relies on the high difficulty in understanding the multiple processes and players involved, related to the non-linearity between the change in aerosols and multiple cloud properties. Earth system models are an indispensable tool to predict the future climate. They are process-based models, and they are directly affected by the uncertainty in the understanding of the aerosol-cloud dynamics. The present work investigates the ability of the CMIP6 models to reproduce the relationship between the cloud droplet number concentration (CDNC) and the aerosol optical depth (AOD), taken as a proxy of the number of aerosols (or CCN, cloud condensation nuclei). First a comparison between the modelled and observed AOD (data was not available for CDNC) was conducted to individuate the best performance within the models in reproducing this variable. The observational data were from MODIS data and the comparison was done on the climatological mean over the 2000-2014 period. Using different statistical parameters, a ranking was produced and the model GFDL-ESM4 resulted to better perform over the other models. Afterwards, in order to account for the non-linearity of the process, joint histogram have been used to reproduce the relationship between AOD and CDNC. The objective was to compare the modelled results on a global and local scale with the MODIS data from the study Gryspeerdt et al 2016, in order to see if the model could capture the complex relationship. The different time resolution didn’t allow to proceed to a direct comparison of the plots, but they result to be compatible, leading to the conclusion that GFDL-ESM4 model is able to well reproduce this interaction. The importance of separating the analysis into the liquid water content and the ice content is also appreciated, which is even more evident in regional analysis. Further investigations are needed to better compare and quantify the performance of the CMIP6 models in reproducing the observed aerosol-cloud interaction."

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IPTC

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https://w3id.org/ro-id/enrichment/f348f6d4-4b1c-40ca-9c74-f4daba51e90f

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https://w3id.org/ro-id/enrichment/f76d9c58-543d-4e2f-9f03-532335a46b80

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"information"

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https://w3id.org/ro-id/enrichment/f76d9c58-543d-4e2f-9f03-532335a46b80

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http://www.w3.org/1999/02/22-rdf-syntax-ns#type

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https://w3id.org/ro/terms/earth-science#Concept

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https://w3id.org/ro-id/enrichment/f76d9c58-543d-4e2f-9f03-532335a46b80

f76d9c58-543d-4e2f-9f03-532335a46b80

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"10.246679316888047"

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https://w3id.org/ro-id/enrichment/f76d9c58-543d-4e2f-9f03-532335a46b80

f76d9c58-543d-4e2f-9f03-532335a46b80

https://w3id.org/ro/terms/earth-science#score

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(this is a literal)

"5.4"

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https://w3id.org/ro-id/dd948b04-bfa4-44b0-814b-19f7daff6b8c/ dd948b04-bfa4-44b0-814b-19f7daff6b8c http://schema.org/copyrightHolder copyrightHolder mailto:adelez@student.matnat.uio.no mailto:adelez@student.matnat.uio.no .

https://w3id.org/ro-id/dd948b04-bfa4-44b0-814b-19f7daff6b8c/ dd948b04-bfa4-44b0-814b-19f7daff6b8c http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...b3-2277-43bb-9a94-220f97f925c3 399b0eb3-2277-43bb-9a94-220f97f925c3 http://schema.org/author author mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...b3-2277-43bb-9a94-220f97f925c3 399b0eb3-2277-43bb-9a94-220f97f925c3 http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...dc-b072-443d-bf26-f1c19824933d 49da3cdc-b072-443d-bf26-f1c19824933d http://schema.org/author author mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...dc-b072-443d-bf26-f1c19824933d 49da3cdc-b072-443d-bf26-f1c19824933d http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...29-a30d-4f28-a44b-e9c8f3af802b 4b685a29-a30d-4f28-a44b-e9c8f3af802b http://schema.org/author author mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...29-a30d-4f28-a44b-e9c8f3af802b 4b685a29-a30d-4f28-a44b-e9c8f3af802b http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...e0-36cf-45ce-a0bc-8b26b5a4850e 5246cbe0-36cf-45ce-a0bc-8b26b5a4850e http://schema.org/author author mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...e0-36cf-45ce-a0bc-8b26b5a4850e 5246cbe0-36cf-45ce-a0bc-8b26b5a4850e http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...55-e8e7-41b6-ac27-ca3483458b94 d7763e55-e8e7-41b6-ac27-ca3483458b94 http://schema.org/author author mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...55-e8e7-41b6-ac27-ca3483458b94 d7763e55-e8e7-41b6-ac27-ca3483458b94 http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

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https://w3id.org/ro-id/dd948b0...8b-761c-4615-ac37-98ae2ee4728b ecb6ef8b-761c-4615-ac37-98ae2ee4728b http://schema.org/author author mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...8b-761c-4615-ac37-98ae2ee4728b ecb6ef8b-761c-4615-ac37-98ae2ee4728b http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...6f-6033-41cb-af49-152d9536cd9c f150366f-6033-41cb-af49-152d9536cd9c http://schema.org/author author mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...6f-6033-41cb-af49-152d9536cd9c f150366f-6033-41cb-af49-152d9536cd9c http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...4a-8e93-44aa-8d58-233b00078b15 fa18d64a-8e93-44aa-8d58-233b00078b15 http://schema.org/author author mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

https://w3id.org/ro-id/dd948b0...4a-8e93-44aa-8d58-233b00078b15 fa18d64a-8e93-44aa-8d58-233b00078b15 http://schema.org/creator creator mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com .

mailto:adelez@student.matnat.uio.no mailto:adelez@student.matnat.uio.no http://schema.org/affiliation affiliation "Department of Geosciences, University of Oslo (Norway)" .

mailto:adelez@student.matnat.uio.no mailto:adelez@student.matnat.uio.no http://schema.org/email email "adelez@student.matnat.uio.no" .

mailto:adelez@student.matnat.uio.no mailto:adelez@student.matnat.uio.no http://schema.org/name name "Adele Zaini" .

mailto:adelez@student.matnat.uio.no mailto:adelez@student.matnat.uio.no http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://schema.org/Person Person .

mailto:adelez@student.matnat.uio.no mailto:adelez@student.matnat.uio.no http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com http://schema.org/name name "admin NordicESMHub" .

mailto:nordicesmhub@gmail.com mailto:nordicesmhub@gmail.com http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

mailto:service-account-enrichment mailto:service-account-enrichment http://schema.org/name name "service-account-enrichment" .

mailto:service-account-enrichment mailto:service-account-enrichment http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Agent Agent .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RA0SaRii2p.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

https://api.rohub.org/api/ros/...ownload/ro-crate-metadata.json

ro-crate-metadata.json

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0SaRii2p... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"OCTOPUS project - explOring aerosol-Cloud inTeractiOns in CMIP6 models Using joint-histogramS"

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0SaRii2p... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2025-11-11T16:40:24.081+01:00"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0SaRii2p... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces https://w3id.org/ro-id/dd948b04-bfa4-44b0-814b-19f7daff6b8c/

dd948b04-bfa4-44b0-814b-19f7daff6b8c

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0SaRii2p.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RA0SaRii2p... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0SaRii2p.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0SaRii2p.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0SaRii2p.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"0bZENv5E8gTUXq7Hhl+QlKN2UWSSsydSDsZzGEOl8PekPapqwak3m0hV5GLyg+qzcfYKg1xt2sTc58apuwYh09/5R9fQuDipxrKEO3LxN64Fv3hwEEH6ztaZHKT5gLsooqU2ou7sGD1BywBQFUJT5gr6NgIbVY3sN7BsTw5XSRTQy+W+C2xH/A+Cs3n1dEmztBjGaObmRQ0W6NU6Us3vv0Mk1r7Q4Qrcnk365r2fvVf9O6/6p9Ms5JyPM5TRdaWv/WtQ6vecmWdNhoytYmoRG1WKvsonazGjziqQLR/uZke3Iw6nXRdHl/zvAZK6CtZ9kqS0B/857Gah6xDhzhv9VA=="

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA0SaRii2p.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://w3id.org/kpxl/gen/terms/RoCrateBot

RO-Crate Bot

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RA0SaRii2p...

this nanopublication

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/nanopub/x/RoCrateNanopub

RoCrateNanopub

.

RO-Crate Bot, 11 Nov 2025, 15:40:24 UTC

References