Nonlinear Interactions of Timing and Amplitude Biases in Modeled Southern Ocean pCO₂: The Roles of Dissolved Inorganic Carbon, Total Alkalinity, and Sea Surface Temperature

dc.contributor.authorBushinsky, Seth M.
dc.contributor.authorArteaga Quintero, Lionel Alejandro
dc.contributor.authorFassbender, Andrea J.
dc.contributor.authorHauck, Judith
dc.contributor.authorMazloff, Matthew R.
dc.contributor.authorCerovecki, Ivana
dc.contributor.authorLandschützer, Peter
dc.contributor.authorRoedenbeck, Christian
dc.contributor.authorDanek, Christopher
dc.contributor.authorRomanou, Anastasia
dc.contributor.authorLerner, Paul
dc.contributor.authorGray, Alison R.
dc.contributor.authorSchlunegger, Sarah
dc.date.accessioned2026-02-03T18:15:29Z
dc.date.issued2026-01-10
dc.description.abstractThe Southern Ocean is a major sink for atmospheric carbon dioxide and critical to the current and future carbon cycle. This net annual CO₂ flux reflects the balance between strong seasonal variability characterized by opposing periods of winter outgassing and summer uptake. Using a simple framework, we evaluate how model biases in both the amplitude and timing of dissolved inorganic carbon (DIC) and total alkalinity (TA) and in the amplitude of sea surface temperature (SST) impact simulated pCO₂. We examine seasonal CO₂ fluxes and pCO₂ south of the Subantarctic Front in 42 Earth System Model and three state estimate simulations. Only 11 of the 45 simulations have a seasonal pCO₂ cycle with a correlation of ≥0.7 to observed pCO₂, while 26 have a correlation of <0. Four of the well-correlated models accurately represent the seasonality of SST, DIC, and TA, while TA biases compensate for DIC or SST biases in the other seven. DIC and SST amplitude biases are related to mixed layer (MLD) biases, with shallow MLDs, especially in the summer, correlated with larger amplitude DIC and SST cycles than observed. The amplitude of seasonal Net Primary Production is correlated to DIC and TA timing. We provide input on the main adjustments needed to correct the simulated pCO₂ seasonality in each of the evaluated models. These findings highlight the difficulty and importance of capturing the seasonal processes influencing the carbonate system to correctly model and predict the Southern Ocean carbon sink and its response to a changing climate.
dc.description.sponsorshipSMB was originally funded under National Science Foundation SOCCOM grant OPP 1936222. SMB has additionally received support from NASA Carbon Monitoring System Program (#80NSSC23K1231), NASA Carbon Cycle Science (#80NSSC22K0156), SOCCOM3 (NSF OCE-2332379), and received support from Schmidt Sciences, LLC (InMOS). MRM acknowledges funding from NSF grant OPP-2149501. IC acknowledges funding from NSF grant OPP-2409690. PL is supported by the European Union’s Horizon Europe Research and Innovation programme under grant no. 101199028 (TRICUSO) and grant no 101137682 (AI4PEX), and received support from Schmidt Sciences, LLC (OBVI InMOS). AJF was supported by PMEL. JH and CD acknowledge funding from the European Union under the ERC-2022-STG OceanPeak (Grant 101077209). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Council. Neither the European Union nor the granting authority can be held responsible for them. This work used resources of the Deutsches Klimarechenzentrum (DKRZ) granted by its Scientific Steering Committee (WLA) under project ID ba1103. Taylor calculations and harmonic fit code from Kathie Kelly. Thanks to T. E. Bushinsky and L. M. Bushinsky for their insights and suggestions (e.g. “you should fix that”). This is SOEST contribution XXXXX. This is PMEL contribution number 5799.
dc.description.urihttps://www.authorea.com/doi/full/10.22541/essoar.176804975.57370146?commit=f25006e7fbf521154632e0ac186c02ed47bd7c1c
dc.format.extent143 pages
dc.genrejournal articles
dc.genrepostprints
dc.identifierdoi:10.13016/m24gr6-m7fx
dc.identifier.urihttps://doi.org/10.22541/essoar.176804975.57370146/v1
dc.identifier.urihttp://hdl.handle.net/11603/41754
dc.language.isoen
dc.relation.isAvailableAtThe University of Maryland, Baltimore County (UMBC)
dc.relation.ispartofUMBC GESTAR II
dc.relation.ispartofUMBC Faculty Collection
dc.rightsThis work was written as part of one of the author's official duties as an Employee of the United States Government and is therefore a work of the United States Government. In accordance with 17 U.S.C. 105, no copyright protection is available for such works under U.S. Law.
dc.rightsPublic Domain
dc.rights.urihttps://creativecommons.org/publicdomain/mark/1.0/
dc.titleNonlinear Interactions of Timing and Amplitude Biases in Modeled Southern Ocean pCO₂: The Roles of Dissolved Inorganic Carbon, Total Alkalinity, and Sea Surface Temperature
dc.typeText
dcterms.creatorhttps://orcid.org/0000-0002-2796-7452

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