Estimation of global CO2 fluxes using ground-based and satellite (GOSAT) observation data with empirical orthogonal functions

被引:9
|
作者
Zhuravlev R.V. [1 ]
Ganshin A.V. [1 ]
Maksyutov S.S. [2 ]
Oshchepkov S.L. [2 ]
Khattatov B.V. [3 ]
机构
[1] Central Aerological Observatory, ul. Pervomaiskaya 3, Dolgoprudny
[2] National Institute for Environmental Studies, 16-2 Onogawa, Tsukuba, Ibaraki
[3] Fusion Numerics International LLC, 373 Arapahoe Ave, Boulder, 80302, CO
关键词
Empirical Orthogonal Function; Satellite Observation; Atmospheric Transport; Lagrangian Model; Empirical Orthogonal Function;
D O I
10.1134/S1024856013060158
中图分类号
学科分类号
摘要
An inverse problem of atmospheric transport has been solved as applied to the estimation of monthly average surface CO2 fluxes for 2009 using ground-based observation data and GOSAT data beginning from June, 2009. Corrections to the flux fields for each kind of sources are represented as a linear combination of main flux components of the corresponding surface gas-exchange fields. To calculate the atmospheric transport, the coupled Eulerian-Lagrangian model (GELCA) is used. A large array of observation data is used (3000–5000 observations per month); therefore, the Fix-Lag Kalman Smoother is used, which allows monthly fluxes to be estimated sequentially, according to a chosen size of assimilation window. The calculation results are represented in the form of 2D fields of monthly average flux fields, and recalculated for chosen regions. The calculations show a significant decrease in the posterior flux uncertainty when using GOSAT observations. © 2013, Pleiades Publishing, Ltd.
引用
收藏
页码:507 / 516
页数:9
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