Articles | Volume 18, issue 5
https://doi.org/10.5194/essd-18-3125-2026
https://doi.org/10.5194/essd-18-3125-2026
Data description article
 | 
12 May 2026
Data description article |  | 12 May 2026

GEOXYGEN: a global long-term dissolved oxygen dataset based on biogeochemistry-aware machine learning framework and multi-source observations

Zhenguo Wang, Weiwei Fu, Cunjin Xue, and Guihua Wang

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Preprint under review for ESSD
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Cited articles

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Cao, R., Wang, S., Bao, S., Li, X., Tan, J., and Shao, C.: SE-LeNet: A data reconstruction method for dissolved oxygen in tropical Pacific with deep learning, in: Proc. 2024 IEEE Int. Conf. Parallel Distrib. Process. Appl. (ISPA), IEEE, https://doi.org/10.1109/ISPA63168.2024.00031, 2024. 
Carpenter, J. H.: The accuracy of the winkler method for dissolved oxygen analysis 1, Limnol. Oceanogr., 10, 135–140, https://doi.org/10.4319/lo.1965.10.1.0135, 1965. 
Chau, T. T. T., Gehlen, M., and Chevallier, F.: A seamless ensemble-based reconstruction of surface ocean pCO2 and air–sea CO2 fluxes over the global coastal and open oceans, Biogeosciences, 19, 1087–1109, https://doi.org/10.5194/bg-19-1087-2022, 2022. 
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Ocean oxygen is vital for marine life and climate, but long records are uneven. We combine nearly one million ship and autonomous float measurements with careful quality control and machine learning to create GEOXYGEN, a monthly global map of dissolved oxygen from 1960–2024 with high spatial detail and full-depth coverage. It reveals broad long-term oxygen changes and offers a consistent basis for studies of ocean deoxygenation and climate impacts.
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