The importance of adding unbiased Argo observations to the ocean carbon observing system

The current coverage of direct, high-quality ship-based observations of surface ocean pCO<sub>2</sub> includes large gaps in time and space, and has been declining since 2017. These ocean observations provide the basis for the data products that reconstruct surface ocean pCO<sub>2</sub> and estimate ocean carbon uptake. Improved data coverage is needed to advance our understanding of the ocean carbon sink and air-sea CO<sub>2</sub> exchange. Targeted sampling from autonomous platforms, such as biogeochemical floats, combined with traditional shipboard measurements represents a promising path forward to improve surface ocean pCO<sub>2</sub> reconstructions. However, floats provide indirect pCO<sub>2</sub> estimates derived from pH, and thus have higher uncertainty and are biased compared to direct shipboard measurements. Here, we use a Large Ensemble Testbed (LET) of Earth System Models and the pCO<sub>2</sub>-Residual method to reconstruct surface ocean pCO<sub>2</sub> globally to test the impact of additional float observations, both with and without measurement uncertainties. Through comparison to the 'model truth', the LET allows for robust evaluation of the reconstructions. With only shipboard sampling, surface ocean pCO<sub>2</sub> is overestimated, and the 2000-2016 global ocean carbon sink is underestimated by 0.1 Pg C year<sup>-1</sup>. Additional float observations significantly reduce this underestimation, and deviate from the 'model truth' by as little as 0.01 Pg C year<sup>-1</sup>, even when floats have random uncertainties of ± 11 μatm. However, systematic bias in the float observations significantly degrades the accuracy of pCO<sub>2</sub> reconstructions, leading to an even stronger underestimation of the global ocean carbon sink of up to 0.32 Pg C year<sup>-1</sup>. We conclude that adding float-based observations to the global observing system can significantly improve reconstructions of global surface ocean pCO<sub>2</sub>, but only if these data are unbiased.

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Publication Details

Journal
Scientific Reports
Published
2024-08-26
DOI
https://doi.org/10.1038/s41598-024-70617-x
Citations
6
Primary Topic
Marine and coastal ecosystems
Type
article
Field-Weighted Citation Impact
2.88

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article

The importance of adding unbiased Argo observations to the ocean carbon observing system

Galen A. McKinley, Thea Hatlen Heimdal
6 citations
Scientific Reports
Marine and coastal ecosystems
2.88
article

The importance of adding unbiased Argo observations to the ocean carbon observing system

Galen A. McKinley, Thea Hatlen Heimdal
article en
6 citations

Abstract

The current coverage of direct, high-quality ship-based observations of surface ocean pCO<sub>2</sub> includes large gaps in time and space, and has been declining since 2017. These ocean observations provide the basis for the data products that reconstruct surface ocean pCO<sub>2</sub> and estimate ocean carbon uptake. Improved data coverage is needed to advance our understanding of the ocean carbon sink and air-sea CO<sub>2</sub> exchange. Targeted sampling from autonomous platforms, such as biogeochemical floats, combined with traditional shipboard measurements represents a promising path forward to improve surface ocean pCO<sub>2</sub> reconstructions. However, floats provide indirect pCO<sub>2</sub> estimates derived from pH, and thus have higher uncertainty and are biased compared to direct shipboard measurements. Here, we use a Large Ensemble Testbed (LET) of Earth System Models and the pCO<sub>2</sub>-Residual method to reconstruct surface ocean pCO<sub>2</sub> globally to test the impact of additional float observations, both with and without measurement uncertainties. Through comparison to the 'model truth', the LET allows for robust evaluation of the reconstructions. With only shipboard sampling, surface ocean pCO<sub>2</sub> is overestimated, and the 2000-2016 global ocean carbon sink is underestimated by 0.1 Pg C year<sup>-1</sup>. Additional float observations significantly reduce this underestimation, and deviate from the 'model truth' by as little as 0.01 Pg C year<sup>-1</sup>, even when floats have random uncertainties of ± 11 μatm. However, systematic bias in the float observations significantly degrades the accuracy of pCO<sub>2</sub> reconstructions, leading to an even stronger underestimation of the global ocean carbon sink of up to 0.32 Pg C year<sup>-1</sup>. We conclude that adding float-based observations to the global observing system can significantly improve reconstructions of global surface ocean pCO<sub>2</sub>, but only if these data are unbiased.

Scientific ReportsVol. 14(1)
Lamont-Doherty Earth Observatory (US), Columbia University (US)
National Science Foundation
Life below water
Openalex Percentile: Top 10%
Marine and coastal ecosystems
2.88
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