LDEO-pCO2 HPD Back in Time
Authors/Creators
- 1. LDEO, Columbia University
Description
The ocean reduces human impact on the climate by absorbing and sequestering CO2 . From 1950s to the 1980s, observations of pCO2 and related ocean carbon variables were sparse and uncertain. Thus, global ocean biogeochemical models (GOBMs) have been the basis for quantifying the ocean carbon sink. The LDEO-Hybrid Physics Data product (LDEO-HPD) interpolates sparse surface ocean pCO2 data to global coverage by using GOBMs as priors, and applying machine learning to estimate full-coverage corrections.
The largest component of the GOBM corrections are climatological. This is consistent with recent findings of large seasonal discrepancies in GOBMs, but contrasts the long-held view that interannual variability is a major source of GOBM error. This supports extension of the LDEO-HPD pCO2 product back to 1959, using a climatology of model-observation misfits prior to 1982. Consistent with previous studies for 1980 onward, air-sea CO2 fluxes demonstrate response to atmospheric pCO2 growth and volcanic eruptions.
Notes (English)
Files
Files
(1.2 GB)
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md5:a282e6062a49e0937acc59e46da31184
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Additional details
Related works
- Is new version of
- Dataset: 10.5281/zenodo.6647613 (DOI)
Funding
- U.S. National Science Foundation
- STC: Center for Learning the Earth with Artificial Intelligence and Physics (LEAP) 2019625
Dates
- Available
-
2024-10-04available for use
Software
- Repository URL
- https://github.com/OceanCarbon-LDEO-Columbia/LDEO-HPD
- Programming language
- Python
References
- Bennington, V., Gloege, L., & McKinley, G. A. (2022). Variability in the global ocean carbon sink from 1959 to 2020 by correcting models with observations. Geophysical Research Letters, 49, e2022GL098632. https://doi. org/10.1029/2022GL098632