High‐Resolution Variability of the Ocean Carbon Sink

Abstract Measurements of the surface ocean fugacity of carbon dioxide ( f CO 2 ) provide an important constraint on the global ocean carbon sink, yet the gap‐filling products developed so far to cope with the sparse observations are relatively coarse (1° × 1° by 1 month). Here, we overcome this limitation by using a novel combination of machine learning‐based methods and target transformations to estimate surface ocean f CO 2 and the associated sea‐air CO 2 fluxes ( F CO 2 ) globally at a resolution of 8‐day by 0.25° × 0.25° (8D) over the period 1982 through 2022. Globally, the method reconstructs f CO 2 with accuracy similar to that of low‐resolution methods (∼19 μatm), but improves it in the coastal ocean. Although global ocean CO 2 uptake differs little, the 8D product captures 15% more variance in F CO 2 . Most of this increase comes from the better‐represented subseasonal scale variability, which is largely driven by the better‐resolved variability of the winds, but also contributed to by the better‐resolved f CO 2 . The high‐resolution f CO 2 is also capable of capturing the signal of short‐lived regional events such as hurricanes. For example, the 8D product reveals that f CO 2 was at least 25 μatm lower in the wake of Hurricane Maria (2017), the result of a complex interplay between the decrease in temperature, the entrainment of carbon‐rich waters, and an increase in primary production. By providing new insights into the role of higher frequency variations of the ocean carbon sink and the underlying processes, the 8D product fills an important gap.

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Publication Details

Journal
Global Biogeochemical Cycles
Published
2024-08-01
DOI
https://doi.org/10.1029/2024gb008127
Citations
19
Primary Topic
Atmospheric and Environmental Gas Dynamics
Type
article
Field-Weighted Citation Impact
5.37

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article

High‐Resolution Variability of the Ocean Carbon Sink

Nicolas Gruber, Luke Gregor, Jamie D. Shutler
19 citations
Global Biogeochemical Cycles
Atmospheric and Environmental Gas Dynamics
5.37
article

High‐Resolution Variability of the Ocean Carbon Sink

Nicolas Gruber, Luke Gregor, Jamie D. Shutler
article en
19 citations

Abstract

Abstract Measurements of the surface ocean fugacity of carbon dioxide ( f CO 2 ) provide an important constraint on the global ocean carbon sink, yet the gap‐filling products developed so far to cope with the sparse observations are relatively coarse (1° × 1° by 1 month). Here, we overcome this limitation by using a novel combination of machine learning‐based methods and target transformations to estimate surface ocean f CO 2 and the associated sea‐air CO 2 fluxes ( F CO 2 ) globally at a resolution of 8‐day by 0.25° × 0.25° (8D) over the period 1982 through 2022. Globally, the method reconstructs f CO 2 with accuracy similar to that of low‐resolution methods (∼19 μatm), but improves it in the coastal ocean. Although global ocean CO 2 uptake differs little, the 8D product captures 15% more variance in F CO 2 . Most of this increase comes from the better‐represented subseasonal scale variability, which is largely driven by the better‐resolved variability of the winds, but also contributed to by the better‐resolved f CO 2 . The high‐resolution f CO 2 is also capable of capturing the signal of short‐lived regional events such as hurricanes. For example, the 8D product reveals that f CO 2 was at least 25 μatm lower in the wake of Hurricane Maria (2017), the result of a complex interplay between the decrease in temperature, the entrainment of carbon‐rich waters, and an increase in primary production. By providing new insights into the role of higher frequency variations of the ocean carbon sink and the underlying processes, the 8D product fills an important gap.

Global Biogeochemical CyclesVol. 38(8)
University of Exeter (GB), ETH Zurich (CH), Swiss Data Science Center (CH), École Polytechnique Fédérale de Lausanne (CH)
European Space Agency
Life below water
Openalex Percentile: Top 4%
Atmospheric and Environmental Gas Dynamics
5.37
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