地表净辐射通量观测、模拟和同化的研究进展

	地表净辐射通量观测、模拟和同化的研究进展
其他题名	The progress introduction on the study of surface net radiation flux observation, simulation, and assimilation
	赵丽芳 1; 沈占锋 2; 李春明 3; 郜丽静 4; 郭明 5; 孙源 6; 彭嫚 7
	2019
发表期刊	遥感学报
ISSN	1007-4619
卷号	23 期号:1 页码:24-36
摘要	Surface net radiation is a key variable of energy and water exchange processes in land-atmosphere interactions. Accurate estimation of spatial-time changes on land-surface net radiation flux is a critical study in global warming for climate change research. This study aims to summarize the three main methods for estimating net radiation at present, to analyze the advantages and disadvantages of the different methods used for surface net radiation, and to propose an effective method using data assimilation to improve net radiation at present and in the future. This paper summarizes the main methods, including observation, simulation, and assimilation, used at present for surface net radiation. Observations include ground-based measurement and remote-sensing estimation. Simulation is mainly concerned with the estimation of land-surface process models. The advantages and disadvantages of observation and simulation are analyzed, and the current status and progress of surface net radiation observation and simulation are reviewed in this study. Moreover, a method of data assimilation is proposed to compensate for the shortcomings of observation and simulation. The advantages and disadvantages of popular assimilation algorithms, such as sequential (Kalman filter algorithm and its derivative, particle filter algorithm) and variational (four dimensional variational assimilation algorithm or 4D-Var) assimilation algorithms, are introduced and analyzed in this study. Furthermore, the research progress and existing problems of assimilation algorithms in surface net radiation flux estimation are summarized. At present, progress has been made in estimating the surface net radiation using data assimilation combined with multisource observations. However, problems exist in these methods. A model is calibrated by the observation data of different sources to obtain the continuous and consistent high-precision surface net radiation prediction value in time and space in the process of data assimilation using different assimilation algorithms. The adaptability of different land-surface process models varies in different research areas based on the simulation results of the model, and the precision and accuracy of the different models in describing the surface water thermal process are significant. Based on the assimilation of remote sensing data, the study of assimilating an optical remote sensing data product has been successful in estimating the net radiation of the surface.
其他摘要	地表净辐射通量是陆气相互作用水热交换过程中的一个重要物理参量,在全球变化背景下,定量研究地表净辐射通量的时空变化对气候变化研究具有重要意义.本文总结了目前定量研究地表净辐射通量的主要方法观测、模拟和同化,分析了观测和模拟的优势和不足,提出利用数据同化方法可以弥补观测和模拟的不足,并比较分析了目前流行的同化算法的优缺点,利用不同的同化算法构建的同化系统可以同化不同来源的观测数据对模型进行校准,获取时空上连续一致的高精度地表净辐射的预报值.最后,探讨了同化多源遥感数据改进地表净辐射通量的研究中存在的问题、发展方向及其在全球变化研究中的意义.
关键词	地表净辐射通量观测模拟数据同化同化算法 surface net radiation flux observation simulation data assimilation algorithm of assimilation
收录类别	CSCD
语种	中文
WOS关键词	Meteorology & Atmospheric Sciences
WOS研究方向	Science & Technology
WOS类目	METEOROLOGY ATMOSPHERIC SCIENCES
CSCD记录号	CSCD:6428172
引用统计	被引频次：6[CSCD] [CSCD记录]
文献类型	期刊论文
专题	任务一_子任务一循证社会科学证据集成任务一
作者单位	1.中国科学院遥感与数字地球研究所, 北京 100101, 中国 2.中国科学院遥感与数字地球研究所, 北京 100101, 中国 3.中国林业科学研究院资源信息研究所, 北京 100091, 中国 4.中国科学院遥感与数字地球研究所, 北京 100101, 中国 5.中国测绘科学研究院, 北京 100039, 中国 6.中国科学院遥感与数字地球研究所, 北京 100101, 中国 7.中国科学院遥感与数字地球研究所, 北京 100101, 中国
推荐引用方式 GB/T 7714	赵丽芳,沈占锋,李春明,等. 地表净辐射通量观测、模拟和同化的研究进展[J]. 遥感学报,2019,23(1):24-36.
APA	赵丽芳.,沈占锋.,李春明.,郜丽静.,郭明.,...&彭嫚.(2019).地表净辐射通量观测、模拟和同化的研究进展.遥感学报,23(1),24-36.
MLA	赵丽芳,et al."地表净辐射通量观测、模拟和同化的研究进展".遥感学报 23.1(2019):24-36.