| Integration of cloud top heights retrieved from FY-2 meteorological satellite, radiosonde, and ground-based millimeter wavelength cloud radar observations | |
Wang, Yu1,2 ; Wang, Chunheng1; Shi, Cunzhao1; Xiao, Baihua1
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| Source Publication | ATMOSPHERIC RESEARCH
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| ISSN | 0169-8095 |
| 2018-12-01 | |
| Volume | 214Pages:284-295 |
| Corresponding Author | Wang, Chunheng(wangyu@sxu.edu.cn) |
| Abstract | Cloud top height (CTH) is an important parameter monitored in atmospheric observations, which has a significant impact on weather prediction, climate models, and flight services. CTH is typically obtained via three ways, namely, satellite, radiosonde, and ground-based radar, with their corresponding strengths and weaknesses. Traditionally, many studies have focused on independent comparison and analysis of CTHs retrieved from different observations. The researches on how to improve the reliability of the CTH by integrating multiple cloud measurements are rare in the literature despite the significance of this strategy to practical meteorological forecast and disaster prevention improvement. An integration technique of different CTHs retrieved from Fengyun 2 (FY-2) meteorological satellite, radiosonde, and ground-based millimeter wavelength cloud radar observations by using Bayesian decision theory is proposed in this study. A dataset is collected in Beijing, China for 12 months from June 2015 to May 2016 to validate the integration effect. Experimental results show that the integration observations improve the accuracy of single observations. Integration observations are more closely correlated with "true" CTH observations than the single observations. These all show the effectiveness of the proposed multiple source data integration strategy. |
| Keyword | Cloud top height Bayesian decision theory Data integration Satellite observation Radiosonde observation Radar observation |
| DOI | 10.1016/j.atmosres.2018.07.025 |
| WOS Keyword | VERTICAL STRUCTURE ; CLASSIFICATION ; IMAGES |
| Indexed By | SCI |
| Language | 英语 |
| Funding Project | National Natural Science Foundation of China (NSFC)[61531019] ; National Natural Science Foundation of China (NSFC)[61601462] ; National Natural Science Foundation of China (NSFC)[61503228] ; National Natural Science Foundation of China (NSFC)[71621002] ; Natural Science Foundation of Shanxi Province, China[201601D011046] ; National Natural Science Foundation of China (NSFC)[61531019] ; National Natural Science Foundation of China (NSFC)[61601462] ; National Natural Science Foundation of China (NSFC)[61503228] ; National Natural Science Foundation of China (NSFC)[71621002] ; Natural Science Foundation of Shanxi Province, China[201601D011046] |
| Funding Organization | National Natural Science Foundation of China (NSFC) ; Natural Science Foundation of Shanxi Province, China |
| WOS Research Area | Meteorology & Atmospheric Sciences |
| WOS Subject | Meteorology & Atmospheric Sciences |
| WOS ID | WOS:000445990400023 |
| Publisher | ELSEVIER SCIENCE INC |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ia.ac.cn/handle/173211/23632 |
| Collection | 复杂系统管理与控制国家重点实验室_影像分析与机器视觉 |
| Corresponding Author | Wang, Chunheng |
| Affiliation | 1.Univ Chinese Acad Sci, Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 2.Shanxi Univ, Sch Software, Taiyuan 030006, Shanxi, Peoples R China |
| First Author Affilication | Institute of Automation, Chinese Academy of Sciences |
| Corresponding Author Affilication | Institute of Automation, Chinese Academy of Sciences |
| Recommended Citation GB/T 7714 | Wang, Yu,Wang, Chunheng,Shi, Cunzhao,et al. Integration of cloud top heights retrieved from FY-2 meteorological satellite, radiosonde, and ground-based millimeter wavelength cloud radar observations[J]. ATMOSPHERIC RESEARCH,2018,214:284-295. |
| APA | Wang, Yu,Wang, Chunheng,Shi, Cunzhao,&Xiao, Baihua.(2018).Integration of cloud top heights retrieved from FY-2 meteorological satellite, radiosonde, and ground-based millimeter wavelength cloud radar observations.ATMOSPHERIC RESEARCH,214,284-295. |
| MLA | Wang, Yu,et al."Integration of cloud top heights retrieved from FY-2 meteorological satellite, radiosonde, and ground-based millimeter wavelength cloud radar observations".ATMOSPHERIC RESEARCH 214(2018):284-295. |
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| Integration of cloud（763KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | View Download | |
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