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A new satellite-based data assimilation algorithm to determine spatial and temporal variations of soil moisture and temperature profiles
Pathmathevan, M; Koike, T; Li, X
刊名JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN
2003-10-01
卷号81期号:5页码:1111-1135
ISSN号0026-1165
通讯作者Pathmathevan, M()
英文摘要dThis paper focuses on the development and application of a new One-Dimensional Variational (1DVAR) data assimilation algorithm for estimating the spatial and temporal variations of soil moisture and temperature profiles, by grid-based analysis using remote sensing and in situ observations. This algorithm employs a heuristic optimization approach, simulated annealing (SA), which is capable of minimizing the Variational cost function without using adjoint models. The present assimilation scheme assimilates passive microwave remote sensing observations of brightness temperature into the land surface scheme (LSS), Simple Biosphere Model2 (SiB2). The LSS is used as a model operator, and a Radiative Transfer Model (RTM) is used as an observational operator. The modeling system has been applied, and validated, using data from the GAME-Tibet (Global Energy and Water cycle Experiment (GEWEX) Asian Monsoon Experiment in Tibet) mesoscale field experiment. Compared to SiB2, our assimilation scheme solves the major initialization problem, and estimates the soil temperature and soil moisture at the surface layer and in the root zone with significant improvements.
收录类别SCI
WOS关键词REMOTELY-SENSED OBSERVATIONS ; EQUATIONS ; INDEX ; STATE
WOS研究方向Meteorology & Atmospheric Sciences
WOS类目Meteorology & Atmospheric Sciences
语种英语
出版者METEOROLOGICAL SOC JPN
WOS记录号WOS:000187578000012
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2556885
专题寒区旱区环境与工程研究所
通讯作者Pathmathevan, M
作者单位1.Univ Tokyo, Dept Civil Engn, Bunkyo Ku, Tokyo 1138656, Japan
2.Chinese Acad Sci, Cold & Arid Reg Environm & Engn Res Inst, Lanzhou, Peoples R China
推荐引用方式
GB/T 7714
Pathmathevan, M,Koike, T,Li, X. A new satellite-based data assimilation algorithm to determine spatial and temporal variations of soil moisture and temperature profiles[J]. JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN,2003,81(5):1111-1135.
APA Pathmathevan, M,Koike, T,&Li, X.(2003).A new satellite-based data assimilation algorithm to determine spatial and temporal variations of soil moisture and temperature profiles.JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN,81(5),1111-1135.
MLA Pathmathevan, M,et al."A new satellite-based data assimilation algorithm to determine spatial and temporal variations of soil moisture and temperature profiles".JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN 81.5(2003):1111-1135.
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