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A very fast simulated re-annealing (VFSA) approach for land data assimilation
Li, X; Koike, T; Pathmathevan, M
刊名COMPUTERS & GEOSCIENCES
2004-04-01
卷号30期号:3页码:239-248
关键词simulated annealing data assimilation land surface model microwave remote sensing soil moisture
ISSN号0098-3004
DOI10.1016/j.cageo.2003.11.002
通讯作者Li, X(lixin@ns.lzb.ac.cn)
英文摘要We develop a new data assimilation algorithm by employing a heuristic optimization approach named very fast simulated re-annealing (VFSA), which is capable of minimizing the cost function without using the adjoint model. The method is independent on model operator and observation operator, and has advantages in dealing with strong nonlinearities and discontinuities. Based on the VFSA algorithm, we design a land data assimilation scheme which can assimilate both the in situ measurement of soil moisture, and the passive microwave remote sensing observations into a land surface model. The scheme is tested with GAME-Tibet observations and TMI brightness temperature. Results show that it works successfully with strongly nonlinear land surface model, SiB2 and the radiative transfer model of moist soil. The cost value calculated from optimized initial state is much smaller and the bias from observations are also significantly reduced. (C) 2004 Elsevier Ltd. All rights reserved.
收录类别SCI
WOS关键词SURFACE PARAMETERIZATION SIB2 ; SOIL-MOISTURE ; ATMOSPHERIC GCMS ; TEMPERATURE ; ALGORITHMS ; MODELS
WOS研究方向Computer Science ; Geology
WOS类目Computer Science, Interdisciplinary Applications ; Geosciences, Multidisciplinary
语种英语
出版者PERGAMON-ELSEVIER SCIENCE LTD
WOS记录号WOS:000221028000005
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2555605
专题寒区旱区环境与工程研究所
通讯作者Li, X
作者单位1.Chinese Acad Sci, Cold & Arid Reg Environm & Engn Res Inst, Lanzhou 730000, Peoples R China
2.Univ Tokyo, Dept Civil Engn, Tokyo 113, Japan
推荐引用方式
GB/T 7714
Li, X,Koike, T,Pathmathevan, M. A very fast simulated re-annealing (VFSA) approach for land data assimilation[J]. COMPUTERS & GEOSCIENCES,2004,30(3):239-248.
APA Li, X,Koike, T,&Pathmathevan, M.(2004).A very fast simulated re-annealing (VFSA) approach for land data assimilation.COMPUTERS & GEOSCIENCES,30(3),239-248.
MLA Li, X,et al."A very fast simulated re-annealing (VFSA) approach for land data assimilation".COMPUTERS & GEOSCIENCES 30.3(2004):239-248.
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