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Increasingly Sophisticated Climate Models Need the Out‐Of‐Sample Tests Paleoclimates Provide

Climate models are becoming increasingly sophisticated as climate scientists continually work to improve the realism with which the processes influencing Earth's climate are represented. One example is the treatment of cloud microphysics: as complexity is added to cloud microphysical schemes, E...

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Autores principales: Burls, Natalie, Sagoo, Navjit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10078273/
https://www.ncbi.nlm.nih.gov/pubmed/37035628
http://dx.doi.org/10.1029/2022MS003389
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author Burls, Natalie
Sagoo, Navjit
author_facet Burls, Natalie
Sagoo, Navjit
author_sort Burls, Natalie
collection PubMed
description Climate models are becoming increasingly sophisticated as climate scientists continually work to improve the realism with which the processes influencing Earth's climate are represented. One example is the treatment of cloud microphysics: as complexity is added to cloud microphysical schemes, Earth's energy budget can respond to changes in climate forcings, such as carbon dioxide or aerosols, in new ways. This increase in degrees of freedom has illuminated larger spread in climate sensitivity across the latest generation of climate models participating Coupled Model Intercomparison Project, Phase 6, with more high climate sensitivity models (Zelinka et al., 2020, https://doi.org/10.1029/2019gl085782). Whilst the historical record gives us just over a century of data to apply toward climate sensitivity constraints (e.g., Nijsse et al., 2020, https://doi.org/10.5194/esd-11-737-2020), the ocean is still taking up much of the heat trapped by anthropogenic greenhouse gas emissions and the climate system is far from equilibrium which limits our understanding how climate sensitivity might change in response to long‐term forced climate change. Here we discuss the valuable tests that paleoclimate reconstructions can provide the latest generation of climate models, as demonstrated by the recent study of Zhu et al., 2022, https://doi.org/10.1029/2021ms002776. Their study provides an example of the benefits for climate model development when climate models are confronted with simulating climates very different from today. Ideally the climate model development stage under future iterations of CMIP will involve such tests as an effort to constrain global climate sensitivity and the regional patterns of climate, such as polar amplification and subtropical aridification.
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spelling pubmed-100782732023-04-07 Increasingly Sophisticated Climate Models Need the Out‐Of‐Sample Tests Paleoclimates Provide Burls, Natalie Sagoo, Navjit J Adv Model Earth Syst Commentary Climate models are becoming increasingly sophisticated as climate scientists continually work to improve the realism with which the processes influencing Earth's climate are represented. One example is the treatment of cloud microphysics: as complexity is added to cloud microphysical schemes, Earth's energy budget can respond to changes in climate forcings, such as carbon dioxide or aerosols, in new ways. This increase in degrees of freedom has illuminated larger spread in climate sensitivity across the latest generation of climate models participating Coupled Model Intercomparison Project, Phase 6, with more high climate sensitivity models (Zelinka et al., 2020, https://doi.org/10.1029/2019gl085782). Whilst the historical record gives us just over a century of data to apply toward climate sensitivity constraints (e.g., Nijsse et al., 2020, https://doi.org/10.5194/esd-11-737-2020), the ocean is still taking up much of the heat trapped by anthropogenic greenhouse gas emissions and the climate system is far from equilibrium which limits our understanding how climate sensitivity might change in response to long‐term forced climate change. Here we discuss the valuable tests that paleoclimate reconstructions can provide the latest generation of climate models, as demonstrated by the recent study of Zhu et al., 2022, https://doi.org/10.1029/2021ms002776. Their study provides an example of the benefits for climate model development when climate models are confronted with simulating climates very different from today. Ideally the climate model development stage under future iterations of CMIP will involve such tests as an effort to constrain global climate sensitivity and the regional patterns of climate, such as polar amplification and subtropical aridification. John Wiley and Sons Inc. 2022-12-18 2022-12 /pmc/articles/PMC10078273/ /pubmed/37035628 http://dx.doi.org/10.1029/2022MS003389 Text en © 2022 The Authors. Journal of Advances in Modeling Earth Systems published by Wiley Periodicals LLC on behalf of American Geophysical Union. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Commentary
Burls, Natalie
Sagoo, Navjit
Increasingly Sophisticated Climate Models Need the Out‐Of‐Sample Tests Paleoclimates Provide
title Increasingly Sophisticated Climate Models Need the Out‐Of‐Sample Tests Paleoclimates Provide
title_full Increasingly Sophisticated Climate Models Need the Out‐Of‐Sample Tests Paleoclimates Provide
title_fullStr Increasingly Sophisticated Climate Models Need the Out‐Of‐Sample Tests Paleoclimates Provide
title_full_unstemmed Increasingly Sophisticated Climate Models Need the Out‐Of‐Sample Tests Paleoclimates Provide
title_short Increasingly Sophisticated Climate Models Need the Out‐Of‐Sample Tests Paleoclimates Provide
title_sort increasingly sophisticated climate models need the out‐of‐sample tests paleoclimates provide
topic Commentary
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10078273/
https://www.ncbi.nlm.nih.gov/pubmed/37035628
http://dx.doi.org/10.1029/2022MS003389
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