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

被引:12
|
作者
Jacobs, Nicole [1 ,2 ]
O'Dell, Christopher W. [1 ]
Taylor, Thomas E. [1 ]
Logan, Thomas L. [3 ]
Byrne, Brendan [3 ]
Kiel, Matthaus [3 ]
Kivi, Rigel [4 ]
Heikkinen, Pauli [4 ]
Merrelli, Aronne [5 ]
Payne, Vivienne H. [3 ]
Chatterjee, Abhishek [3 ]
机构
[1] Colorado State Univ, Cooperat Inst Res Atmosphere, Ft Collins, CO 80523 USA
[2] Univ Toronto, Dept Phys, Toronto, ON, Canada
[3] CALTECH, Jet Prop Lab, Pasadena, CA USA
[4] Finnish Meteorol Inst, Space & Earth Observat Ctr, Sodankyla, Finland
[5] Univ Michigan, Dept Climate & Space Sci & Engn, Ann Arbor, MI USA
基金
美国国家航空航天局;
关键词
POLAR AMPLIFICATION; ACOS-GOSAT; IN-SITU; CO2; OCO-2; XCO2; VALIDATION; SATELLITE; ALGORITHM; CLIMATE;
D O I
10.5194/amt-17-1375-2024
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Knowledge of surface pressure is essential for calculating column-averaged dry-air mole fractions of trace gases, such as CO2(X-CO2). 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, war-ranting 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, ASTERGDEMv3, GIMP, and RAMPv2 DEMs) used in ACOS v11,the Copernicus GLO-90 DEM (GLO-90 DEM), and two po-lar regional DEMs (Arctic DEM and REMA). We find that the NASADEM+ (ASTER GDEMv3) has a persistent negative bias on the order of 10 to 20 m across most regions north of 60 degrees N latitude, relative to all the other DEMs considered(OCODEM, Arctic DEM, and GLO-90 DEM). Variations of10 m in DEM elevations lead to variations in XCO2 of approximately 0.4 ppm, meaning that the XCO(2 )from OCO-2 ACOSv11 retrievals tends to be 0.4 to 0.8 ppm lower across regions north of 60 degrees N 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 im-proves accuracy and spatial continuity in the bias-correctedXCO2product relative to both v10 and v11 in high-latitude regions while resulting in marginal or no change in most regions within +/- 60 degrees latitude. In addition, OCO-2 v11.1 pro-vides increased data throughput after quality control filtering in most regions, partly due to the change in DEM butmostly due to other corrections to quality control parame-ters. Given large-scale differences north of 60 degrees N betweenthe OCODEM and NASADEM+, we find that replacing theOCODEM with NASADEM+ yields a similar to 100 TgC shift in in-ferred carbon uptake for the zones spanning 30 to 60 degrees N and60 to 90 degrees N, which is on the order of 5 % to 7 % of the esti-mated pan-Arctic land sink. Changes in inferred fluxes fromreplacing the OCODEM with the GLO-90 DEM are smaller,and given the evidence for improved accuracies from thisDEM, this suggests that large changes in inferred fluxes fromthe NASADEM+ are likely erroneous.
引用
收藏
页码:1375 / 1401
页数:27
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