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
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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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