The Impact of OCO-2 Seasonally Dependent Sampling on Carbon Flux Estimation in the Northern Tropical Africa
Abstract
The large annual carbon source over northern tropical Africa (NTA), inferred from satellite CO2, remains highly debated. Using observing system simulation experiments with Orbiting Carbon Observatory-2 (OCO-2) sampling, we show that seasonally dependent sampling can lead to overestimated annual fluxes. These biases arise when prior flux seasonal cycle differs from the assumed truth. Since OCO-2 provides more observations during the non-growing season, posterior fluxes are more constrained in that period. When prior fluxes underestimate the seasonal amplitude, the posterior carbon sink during the growing season is underestimated, leading to a net positive bias. This effect is supported by real OCO-2 data, where we hypothesize that underestimating fire emissions during non-growing season and weaker seasonality of prior fluxes may contribute to overestimated annual fluxes. Our results highlight the need to improve prior flux estimates and expand observational coverage during the growing season to reduce biases in regional carbon budget assessments over NTA.
Copyright and License
© 2026. The Author(s). This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
Acknowledgement
Part of the research was carried out at the Jet Propulsion Laboratory, California Institute of Technology, under a contract with the National Aeronautics and Space Administration (80NM0018D0004). J. Liu, J. Yun, and B. Byrne acknowledge the funding support from NASA Orbiting Carbon Observatory Science Team program (80NM0018F0590) and NASA Carbon Monitoring System program (80NM0018F0583). The top-down flux inversions were carried out on NASA Pleiades supercomputers.
Data Availability
OCO-2 V10 10-s average CO2 are available at Baker et al. (2020). The top-down fire emission estimates are available at Byrne (2024). The OSSE results are available at J. Liu (2026).
The OCO-2 V10 MIP flux inversion results are available: https://gml.noaa.gov/ccgg/OCO2_v10mip/.
Supplemental Material
Files
Geophysical Research Letters - 2026 - Liu - The Impact of OCO‐2 Seasonally Dependent Sampling on Carbon Flux Estimation in.pdf
Additional details
Related works
- Is supplemented by
- Dataset: 10.5281/ZENODO.4399884 (DOI)
- Dataset: 10.5067/6GFUI5W9DO6Y (DOI)
- Dataset: 10.5281/ZENODO.18363194 (DOI)
- Dataset: https://gml.noaa.gov/ccgg/OCO2_v10mip/ (URL)
Funding
- National Aeronautics and Space Administration
- 80NM0018D0004
- National Aeronautics and Space Administration
- 80NM0018F0590
- National Aeronautics and Space Administration
- 80NM0018F0583
Dates
- Submitted
-
2025-10-03
- Accepted
-
2026-01-30
- Available
-
2026-02-12Version of record online
Caltech Custom Metadata
- Caltech groups
- Division of Geological and Planetary Sciences (GPS)
- Publication Status
- Published