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DOI | 10.1007/s11430-019-9620-x |
Harmonizing models and observations: Data assimilation in Earth system science | |
Li, Xin; Liu, Feng; Fang, Miao | |
通讯作者 | Li, X (通讯作者) |
发表日期 | 2020 |
ISSN | 1674-7313 |
EISSN | 1869-1897 |
起始页码 | 1059 |
结束页码 | 1068 |
卷号 | 63期号:8 |
英文摘要 | Models and observations are two fundamental methodological approaches in Earth system science (ESS). They evolve collaboratively and enhance one another. However, neither of these two approaches is perfect, and they have incompatibilities due to their methodological differences. The emergence of data assimilation (DA) has enabled these two approaches to develop in conjunction and form a harmonic ESS methodology. As a result, DA has shown a fresh vitality and applicability in ESS. This paper reviews the application of DA in the main branches of ESS, traces the coordinated evolution of DA with the methodologies of rationalism and empiricism, analyzes the relationships of DA with estimation theory and cybernetics, summarizes the advances of DA in China, and presents an outlook on the challenges facing the development of a uniform DA for ESS. DA theories and methods will continue to evolve and provide an increasingly mature methodology for enhancing the understanding and prediction of Earth as a system. |
关键词 | LAND DATA ASSIMILATIONSURFACE MODELREANALYSISFRAMEWORKPROGRESSIMPROVE |
英文关键词 | Data assimilation; Model; Observation; Earth system science; Methodology; Philosophy of science; Synthesis |
语种 | 英语 |
WOS研究方向 | Geology |
WOS类目 | Geosciences, Multidisciplinary |
WOS记录号 | WOS:000537408500001 |
来源期刊 | SCIENCE CHINA-EARTH SCIENCES
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来源机构 | 中国科学院青藏高原研究所 |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/259668 |
推荐引用方式 GB/T 7714 | Li, Xin,Liu, Feng,Fang, Miao. Harmonizing models and observations: Data assimilation in Earth system science[J]. 中国科学院青藏高原研究所,2020,63(8). |
APA | Li, Xin,Liu, Feng,&Fang, Miao.(2020).Harmonizing models and observations: Data assimilation in Earth system science.SCIENCE CHINA-EARTH SCIENCES,63(8). |
MLA | Li, Xin,et al."Harmonizing models and observations: Data assimilation in Earth system science".SCIENCE CHINA-EARTH SCIENCES 63.8(2020). |
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