A weak-constraint-based data assimilation scheme for estimating surface turbulent fluxes
Qin J. ; Liang S. L. ; Liu R. G. ; Zhang H. ; Hu B.
2007
关键词data assimilation evapotranspiration land surface temperature (LST) weak constraint energy balance components evaporative fraction parameter-estimation heat fluxes temperature strategies inverse daytime system model
英文摘要Much attention has been focused on the assimilation of satellite data and products into land surface processes. In this letter, a variational data assimilation scheme is developed based on the weak-constraint concept. It assimilates surface skin temperature into a simple land surface model for the estimation of turbulent fluxes. An automatic differentiation technique is used to derive the adjoint codes to evaluate the gradient of the cost function. After the construction of this assimilation system, numerical experiments are conducted to test its performance with different model errors, and the comparison is also made with the strong constraint scheme. The results show that the land surface turbulent fluxes can be retrieved with highly satisfactory accuracy.
出处Ieee Geoscience and Remote Sensing Letters
4
4
649-653
收录类别SCI
语种英语
ISSN号1545-598X
内容类型SCI/SSCI论文
源URL[http://ir.igsnrr.ac.cn/handle/311030/23176]  
专题地理科学与资源研究所_历年回溯文献
推荐引用方式
GB/T 7714
Qin J.,Liang S. L.,Liu R. G.,et al. A weak-constraint-based data assimilation scheme for estimating surface turbulent fluxes. 2007.
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