Abstract
Knowledge of surface pressure is essential for calculating column-Averaged dry-Air mole fractions of trace gases, such as CO2 (XCO2). In the NASA Orbiting Carbon Observatory 2 (OCO-2) Atmospheric Carbon Observations from Space (ACOS) retrieval algorithm, the retrieved surface pressures have been found to have unacceptable errors, warranting a parametric bias correction. This correction depends on the difference between retrieved and a priori surface pressures, which are derived from a meteorological model that is hypsometrically adjusted to the surface elevation using a digital elevation model (DEM). As a result, the effectiveness of the OCO-2 bias correction is contingent upon the accuracy of the referenced DEM. Here, we investigate several different DEM datasets for use in the OCO-2 ACOS retrieval algorithm: The OCODEM used in ACOS v10 and previous versions, the NASADEM+ (a composite of SRTMv4, ASTER GDEMv3, GIMP, and RAMPv2 DEMs) used in ACOS v11, the Copernicus GLO-90 DEM (GLO-90 DEM), and two polar regional DEMs (ArcticDEM and REMA). We find that the NASADEM+ (ASTER GDEMv3) has a persistent negative bias on the order of 10 to 20gm across most regions north of 60°gN latitude, relative to all the other DEMs considered (OCODEM, ArcticDEM, and GLO-90 DEM). Variations of 10gm in DEM elevations lead to variations in XCO2 of approximately 0.4gppm, meaning that the XCO2 from OCO-2 ACOS v11 retrievals tends to be 0.4 to 0.8gppm lower across regions north of 60°gN than XCO2 from OCO-2 ACOS v10. Our analysis also suggests that the GLO-90 DEM has superior global continuity and accuracy compared to the other DEMs, motivating a post-processing update from OCO-2 v11 Lite files (which used NASADEM+) to OCO-2 v11.1 by substituting the GLO-90 DEM globally. We find that OCO-2 v11.1 improves accuracy and spatial continuity in the bias-corrected XCO2 product relative to both v10 and v11 in high-latitude regions while resulting in marginal or no change in most regions within ±g60° latitude. In addition, OCO-2 v11.1 provides increased data throughput after quality control filtering in most regions, partly due to the change in DEM but mostly due to other corrections to quality control parameters. Given large-scale differences north of 60°gN between the OCODEM and NASADEM+, we find that replacing the OCODEM with NASADEM+ yields a g1/4g100gTgC shift in inferred carbon uptake for the zones spanning 30 to 60°gN and 60 to 90°gN, which is on the order of 5g% to 7g% of the estimated pan-Arctic land sink. Changes in inferred fluxes from replacing the OCODEM with the GLO-90 DEM are smaller, and given the evidence for improved accuracies from this DEM, this suggests that large changes in inferred fluxes from the NASADEM+ are likely erroneous.
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CITATION STYLE
Jacobs, N., O’Dell, C. W., Taylor, T. E., Logan, T. L., Byrne, B., Kiel, M., … Chatterjee, A. (2024). The importance of digital elevation model accuracy in XCO2 retrievals: Improving the Orbiting Carbon Observatory 2 Atmospheric Carbon Observations from Space version 11 retrieval product. Atmospheric Measurement Techniques, 17(5), 1375–1401. https://doi.org/10.5194/amt-17-1375-2024
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