Multi-objective observational constraint of tropical Atlantic and Pacific low-cloud variability narrows uncertainty in cloud feedback

Abstract Tropical marine low cloud feedback is key to the uncertainty in climate sensitivity, and it depends on the warming pattern of sea surface temperatures (SSTs). Here, we empirically constrain this feedback in two major low cloud regions, the tropical Pacific and Atlantic, using interannual va...

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Main Authors: Mengxi Wu, Hui Su, J. David Neelin
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-024-53985-w
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author Mengxi Wu
Hui Su
J. David Neelin
author_facet Mengxi Wu
Hui Su
J. David Neelin
author_sort Mengxi Wu
collection DOAJ
description Abstract Tropical marine low cloud feedback is key to the uncertainty in climate sensitivity, and it depends on the warming pattern of sea surface temperatures (SSTs). Here, we empirically constrain this feedback in two major low cloud regions, the tropical Pacific and Atlantic, using interannual variability. Low cloud sensitivities to local SST and to remote SST, represented by lower-troposphere temperature, are poorly captured in many models of the latest global climate model ensemble, especially in the less-studied tropical Atlantic. The Atlantic favors large positive cloud feedback that appears difficult to reconcile with the Pacific—we apply a Pareto optimization approach to elucidate trade-offs between the conflicting observational constraints. Examining ~200,000 possible combinations of model subensembles, this multi-objective observational constraint narrows the cloud feedback uncertainty among climate models, nearly eliminates the possibility of a negative tropical shortwave cloud feedback in CO2-induced warming, and suggests a 71% increase in the tropical shortwave cloud feedback.
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spelling doaj-art-a1b5133e6d174a94a74e3976a823f9f02025-08-20T03:03:50ZengNature PortfolioNature Communications2041-17232025-01-0116111110.1038/s41467-024-53985-wMulti-objective observational constraint of tropical Atlantic and Pacific low-cloud variability narrows uncertainty in cloud feedbackMengxi Wu0Hui Su1J. David Neelin2Department of Civil and Environmental Engineering, Hong Kong University of Science and TechnologyDepartment of Civil and Environmental Engineering, Hong Kong University of Science and TechnologyDepartment of Atmospheric and Oceanic Sciences, University of CaliforniaAbstract Tropical marine low cloud feedback is key to the uncertainty in climate sensitivity, and it depends on the warming pattern of sea surface temperatures (SSTs). Here, we empirically constrain this feedback in two major low cloud regions, the tropical Pacific and Atlantic, using interannual variability. Low cloud sensitivities to local SST and to remote SST, represented by lower-troposphere temperature, are poorly captured in many models of the latest global climate model ensemble, especially in the less-studied tropical Atlantic. The Atlantic favors large positive cloud feedback that appears difficult to reconcile with the Pacific—we apply a Pareto optimization approach to elucidate trade-offs between the conflicting observational constraints. Examining ~200,000 possible combinations of model subensembles, this multi-objective observational constraint narrows the cloud feedback uncertainty among climate models, nearly eliminates the possibility of a negative tropical shortwave cloud feedback in CO2-induced warming, and suggests a 71% increase in the tropical shortwave cloud feedback.https://doi.org/10.1038/s41467-024-53985-w
spellingShingle Mengxi Wu
Hui Su
J. David Neelin
Multi-objective observational constraint of tropical Atlantic and Pacific low-cloud variability narrows uncertainty in cloud feedback
Nature Communications
title Multi-objective observational constraint of tropical Atlantic and Pacific low-cloud variability narrows uncertainty in cloud feedback
title_full Multi-objective observational constraint of tropical Atlantic and Pacific low-cloud variability narrows uncertainty in cloud feedback
title_fullStr Multi-objective observational constraint of tropical Atlantic and Pacific low-cloud variability narrows uncertainty in cloud feedback
title_full_unstemmed Multi-objective observational constraint of tropical Atlantic and Pacific low-cloud variability narrows uncertainty in cloud feedback
title_short Multi-objective observational constraint of tropical Atlantic and Pacific low-cloud variability narrows uncertainty in cloud feedback
title_sort multi objective observational constraint of tropical atlantic and pacific low cloud variability narrows uncertainty in cloud feedback
url https://doi.org/10.1038/s41467-024-53985-w
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AT jdavidneelin multiobjectiveobservationalconstraintoftropicalatlanticandpacificlowcloudvariabilitynarrowsuncertaintyincloudfeedback