Less Surface Sea Ice Melt in the CESM2 Improves Arctic Sea Ice Simulation With Minimal Non‐Polar Climate Impacts

Abstract This study isolates the influence of sea ice mean state on pre‐industrial climate and transient 1850–2100 climate change within a fully coupled global model: The Community Earth System Model version 2 (CESM2). The CESM2 sea ice model physics is modified to increase surface albedo, reduce su...

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Main Authors: Jennifer E. Kay, Patricia DeRepentigny, Marika M. Holland, David A. Bailey, Alice K. DuVivier, Ed Blanchard‐Wrigglesworth, Clara Deser, Alexandra Jahn, Hansi Singh, Madison M. Smith, Melinda A. Webster, Jim Edwards, Sun‐Seon Lee, Keith B. Rodgers, Nan Rosenbloom
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2022-04-01
Series:Journal of Advances in Modeling Earth Systems
Subjects:
Online Access:https://doi.org/10.1029/2021MS002679
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author Jennifer E. Kay
Patricia DeRepentigny
Marika M. Holland
David A. Bailey
Alice K. DuVivier
Ed Blanchard‐Wrigglesworth
Clara Deser
Alexandra Jahn
Hansi Singh
Madison M. Smith
Melinda A. Webster
Jim Edwards
Sun‐Seon Lee
Keith B. Rodgers
Nan Rosenbloom
author_facet Jennifer E. Kay
Patricia DeRepentigny
Marika M. Holland
David A. Bailey
Alice K. DuVivier
Ed Blanchard‐Wrigglesworth
Clara Deser
Alexandra Jahn
Hansi Singh
Madison M. Smith
Melinda A. Webster
Jim Edwards
Sun‐Seon Lee
Keith B. Rodgers
Nan Rosenbloom
author_sort Jennifer E. Kay
collection DOAJ
description Abstract This study isolates the influence of sea ice mean state on pre‐industrial climate and transient 1850–2100 climate change within a fully coupled global model: The Community Earth System Model version 2 (CESM2). The CESM2 sea ice model physics is modified to increase surface albedo, reduce surface sea ice melt, and increase Arctic sea ice thickness and late summer cover. Importantly, increased Arctic sea ice in the modified model reduces a present‐day late‐summer ice cover bias. Of interest to coupled model development, this bias reduction is realized without degrading the global simulation including top‐of‐atmosphere energy imbalance, surface temperature, surface precipitation, and major modes of climate variability. The influence of these sea ice physics changes on transient 1850–2100 climate change is compared within a large initial condition ensemble framework. Despite similar global warming, the modified model with thicker Arctic sea ice than CESM2 has a delayed and more realistic transition to a seasonally ice free Arctic Ocean. Differences in transient climate change between the modified model and CESM2 are challenging to detect due to large internally generated climate variability. In particular, two common sea ice benchmarks—sea ice sensitivity and sea ice trends—are of limited value for comparing models with similar global warming. More broadly, these results show the importance of a reasonable Arctic sea ice mean state when simulating the transition to an ice‐free Arctic Ocean in a warming world. Additionally, this work highlights the importance of large initial condition ensembles for credible model‐to‐model and observation‐model comparisons.
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spelling doaj.art-e40a19317b5a4fe5b8acba3ad8035d7a2022-12-22T02:01:16ZengAmerican Geophysical Union (AGU)Journal of Advances in Modeling Earth Systems1942-24662022-04-01144n/an/a10.1029/2021MS002679Less Surface Sea Ice Melt in the CESM2 Improves Arctic Sea Ice Simulation With Minimal Non‐Polar Climate ImpactsJennifer E. Kay0Patricia DeRepentigny1Marika M. Holland2David A. Bailey3Alice K. DuVivier4Ed Blanchard‐Wrigglesworth5Clara Deser6Alexandra Jahn7Hansi Singh8Madison M. Smith9Melinda A. Webster10Jim Edwards11Sun‐Seon Lee12Keith B. Rodgers13Nan Rosenbloom14Department of Atmospheric and Oceanic Sciences University of Colorado Boulder CO USADepartment of Atmospheric and Oceanic Sciences University of Colorado Boulder CO USANational Center for Atmospheric Research Boulder CO USANational Center for Atmospheric Research Boulder CO USANational Center for Atmospheric Research Boulder CO USAUniversity of Washington Seattle WA USANational Center for Atmospheric Research Boulder CO USADepartment of Atmospheric and Oceanic Sciences University of Colorado Boulder CO USAUniversity of Victoria Victoria BC CanadaUniversity of Washington Seattle WA USAUniversity of Alaska Fairbanks Fairbanks AK USANational Center for Atmospheric Research Boulder CO USACenter for Climate Physics Institute for Basic Science Busan South KoreaCenter for Climate Physics Institute for Basic Science Busan South KoreaNational Center for Atmospheric Research Boulder CO USAAbstract This study isolates the influence of sea ice mean state on pre‐industrial climate and transient 1850–2100 climate change within a fully coupled global model: The Community Earth System Model version 2 (CESM2). The CESM2 sea ice model physics is modified to increase surface albedo, reduce surface sea ice melt, and increase Arctic sea ice thickness and late summer cover. Importantly, increased Arctic sea ice in the modified model reduces a present‐day late‐summer ice cover bias. Of interest to coupled model development, this bias reduction is realized without degrading the global simulation including top‐of‐atmosphere energy imbalance, surface temperature, surface precipitation, and major modes of climate variability. The influence of these sea ice physics changes on transient 1850–2100 climate change is compared within a large initial condition ensemble framework. Despite similar global warming, the modified model with thicker Arctic sea ice than CESM2 has a delayed and more realistic transition to a seasonally ice free Arctic Ocean. Differences in transient climate change between the modified model and CESM2 are challenging to detect due to large internally generated climate variability. In particular, two common sea ice benchmarks—sea ice sensitivity and sea ice trends—are of limited value for comparing models with similar global warming. More broadly, these results show the importance of a reasonable Arctic sea ice mean state when simulating the transition to an ice‐free Arctic Ocean in a warming world. Additionally, this work highlights the importance of large initial condition ensembles for credible model‐to‐model and observation‐model comparisons.https://doi.org/10.1029/2021MS002679ice‐free Arctic Oceansea iceclimatesurface meltinternal variabilitylarge initial condition ensemble
spellingShingle Jennifer E. Kay
Patricia DeRepentigny
Marika M. Holland
David A. Bailey
Alice K. DuVivier
Ed Blanchard‐Wrigglesworth
Clara Deser
Alexandra Jahn
Hansi Singh
Madison M. Smith
Melinda A. Webster
Jim Edwards
Sun‐Seon Lee
Keith B. Rodgers
Nan Rosenbloom
Less Surface Sea Ice Melt in the CESM2 Improves Arctic Sea Ice Simulation With Minimal Non‐Polar Climate Impacts
Journal of Advances in Modeling Earth Systems
ice‐free Arctic Ocean
sea ice
climate
surface melt
internal variability
large initial condition ensemble
title Less Surface Sea Ice Melt in the CESM2 Improves Arctic Sea Ice Simulation With Minimal Non‐Polar Climate Impacts
title_full Less Surface Sea Ice Melt in the CESM2 Improves Arctic Sea Ice Simulation With Minimal Non‐Polar Climate Impacts
title_fullStr Less Surface Sea Ice Melt in the CESM2 Improves Arctic Sea Ice Simulation With Minimal Non‐Polar Climate Impacts
title_full_unstemmed Less Surface Sea Ice Melt in the CESM2 Improves Arctic Sea Ice Simulation With Minimal Non‐Polar Climate Impacts
title_short Less Surface Sea Ice Melt in the CESM2 Improves Arctic Sea Ice Simulation With Minimal Non‐Polar Climate Impacts
title_sort less surface sea ice melt in the cesm2 improves arctic sea ice simulation with minimal non polar climate impacts
topic ice‐free Arctic Ocean
sea ice
climate
surface melt
internal variability
large initial condition ensemble
url https://doi.org/10.1029/2021MS002679
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