Limited Benefits of Increased Spatial Resolution for Sea Ice in HighResMIP Simulations

Abstract State‐of‐the‐art coupled climate models struggle to accurately simulate historical variability and trends of Antarctic sea ice, impacting their reliability for future projections. Increasing horizontal resolution is expected to improve the representation of coupled atmosphere‐ice‐ocean proc...

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Main Authors: J. Selivanova, D. Iovino, M. Vichi
Format: Article
Language:English
Published: Wiley 2024-07-01
Series:Geophysical Research Letters
Subjects:
Online Access:https://doi.org/10.1029/2023GL107969
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author J. Selivanova
D. Iovino
M. Vichi
author_facet J. Selivanova
D. Iovino
M. Vichi
author_sort J. Selivanova
collection DOAJ
description Abstract State‐of‐the‐art coupled climate models struggle to accurately simulate historical variability and trends of Antarctic sea ice, impacting their reliability for future projections. Increasing horizontal resolution is expected to improve the representation of coupled atmosphere‐ice‐ocean processes at high latitudes. Here, we examine the historical changes in the Antarctic sea ice area and volume in High Resolution Model Intercomparison Project simulations against satellite data sets and ocean reanalyzes to assess the benefits of increased spatial resolution. Our results do not show considerable benefits when horizontal resolutions up to 0.25° in the ocean and 25 km in the atmosphere. Limited improvements are reported in the simulated historical sea ice trends, which are nevertheless model‐dependent, and associated with the use of model components with more complex sea‐ice parameterizations. Given the high computational cost of climate‐scale simulations at high spatial resolution, we advocate prioritizing enhancements in sea‐ice physics and the interactions among model components in coupled climate simulations.
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spelling doaj-art-c42fb2187f004bcba510407757c7bc832025-08-20T03:10:25ZengWileyGeophysical Research Letters0094-82761944-80072024-07-015114n/an/a10.1029/2023GL107969Limited Benefits of Increased Spatial Resolution for Sea Ice in HighResMIP SimulationsJ. Selivanova0D. Iovino1M. Vichi2CMCC Foundation ‐ Euro‐Mediterranean Center on Climate Change Bologna ItalyCMCC Foundation ‐ Euro‐Mediterranean Center on Climate Change Bologna ItalyDepartment of Oceanography University of Cape Town Rondebosch South AfricaAbstract State‐of‐the‐art coupled climate models struggle to accurately simulate historical variability and trends of Antarctic sea ice, impacting their reliability for future projections. Increasing horizontal resolution is expected to improve the representation of coupled atmosphere‐ice‐ocean processes at high latitudes. Here, we examine the historical changes in the Antarctic sea ice area and volume in High Resolution Model Intercomparison Project simulations against satellite data sets and ocean reanalyzes to assess the benefits of increased spatial resolution. Our results do not show considerable benefits when horizontal resolutions up to 0.25° in the ocean and 25 km in the atmosphere. Limited improvements are reported in the simulated historical sea ice trends, which are nevertheless model‐dependent, and associated with the use of model components with more complex sea‐ice parameterizations. Given the high computational cost of climate‐scale simulations at high spatial resolution, we advocate prioritizing enhancements in sea‐ice physics and the interactions among model components in coupled climate simulations.https://doi.org/10.1029/2023GL107969Sea icecoupled climate modelsHighResMIPAntarcticmodel resolution
spellingShingle J. Selivanova
D. Iovino
M. Vichi
Limited Benefits of Increased Spatial Resolution for Sea Ice in HighResMIP Simulations
Geophysical Research Letters
Sea ice
coupled climate models
HighResMIP
Antarctic
model resolution
title Limited Benefits of Increased Spatial Resolution for Sea Ice in HighResMIP Simulations
title_full Limited Benefits of Increased Spatial Resolution for Sea Ice in HighResMIP Simulations
title_fullStr Limited Benefits of Increased Spatial Resolution for Sea Ice in HighResMIP Simulations
title_full_unstemmed Limited Benefits of Increased Spatial Resolution for Sea Ice in HighResMIP Simulations
title_short Limited Benefits of Increased Spatial Resolution for Sea Ice in HighResMIP Simulations
title_sort limited benefits of increased spatial resolution for sea ice in highresmip simulations
topic Sea ice
coupled climate models
HighResMIP
Antarctic
model resolution
url https://doi.org/10.1029/2023GL107969
work_keys_str_mv AT jselivanova limitedbenefitsofincreasedspatialresolutionforseaiceinhighresmipsimulations
AT diovino limitedbenefitsofincreasedspatialresolutionforseaiceinhighresmipsimulations
AT mvichi limitedbenefitsofincreasedspatialresolutionforseaiceinhighresmipsimulations