Calculation of altitude-dependent Tikhonov constraints for TES nadir retrievals

被引:39
作者
Kulawik, SS [1 ]
Osterman, G
Jones, DBA
Bowman, KW
机构
[1] Jet Prop Lab, Pasadena, CA 91109 USA
[2] Univ Toronto, Dept Phys, Toronto, ON M5S 1A7, Canada
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2006年 / 44卷 / 05期
基金
美国国家航空航天局;
关键词
EOS-Aura; error analysis; infrared remote sensing; Fourier transform spectrometry (FTS); nonlinear estimation; Tropospheric Emission Spectrometer (TES);
D O I
10.1109/TGRS.2006.871206
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
A key component in the regularization of vertical atmospheric trace gas retrievals is the construction of constraint matrices. We introduce a novel method for developing a constraint matrix based on altitude-varying combinations of zeroth-, first-, and second-order derivatives of the trace gas profile. This constraint matrix can be optimized to minimize the diagonal a posteriori error covariance and can also consider other factors such as degrees of freedom. This approach is applied to the calculation of constraint matrices for Tropospheric Emission Spectrometer nadir retrievals of atmospheric temperature, H2O, O-3, CO, and CH4. The retrieval error achieved with these constraints is comparable to the error achieved with the classical Bayesian constraint. Furthermore, these constraints are shown to be robust under uncertainty in the climatological conditions.
引用
收藏
页码:1334 / 1342
页数:9
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