Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1155/2017/4197652 |
Classifying Aerosols Based on Fuzzy Clustering and Their Optical and Microphysical Properties Study in Beijing, China | |
Zhang, Wenhao; Xu, Hui; Zheng, Fengjie | |
通讯作者 | Xu, Hui |
来源期刊 | ADVANCES IN METEOROLOGY
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ISSN | 1687-9309 |
EISSN | 1687-9317 |
出版年 | 2017 |
英文摘要 | Classification of Beijing aerosol is carried out based on clustering optical properties obtained from three Aerosol Robotic Network (AERONET) sites. The fuzzy c-mean (FCM) clustering algorithm is used to classify fourteen-year (2001-2014) observations, totally of 6,732 records, into six aerosol types. They are identified as fine particle nonabsorbing, two kinds of fine particle moderately absorbing (fine-MA1 and fine-MA2), fine particle highly absorbing, polluted dust, and desert dust aerosol. These aerosol types exhibit obvious optical characteristics difference. While five of them show similarities with aerosol types identified elsewhere, the polluted dust aerosol has no comparable prototype. Then the membership degree, a significant parameter provided by fuzzy clustering, is used to analyze internal variation of optical properties of each aerosol type. Finally, temporal variations of aerosol types are investigated. The dominant aerosol types are polluted dust and desert dust in spring, fine particle nonabsorbing aerosol in summer, and fine particle highly absorbing aerosol in winter. The fine particle moderately absorbing aerosol occurs during the whole year. Optical properties of the six types can also be used for radiative forcing estimation and satellite aerosol retrieval. Additionally, methodology of this study can be applied to identify aerosol types on a global scale. |
类型 | Article |
语种 | 英语 |
国家 | Peoples R China |
收录类别 | SCI-E |
WOS记录号 | WOS:000407213900001 |
WOS关键词 | DUST AEROSOLS ; SATELLITE ; AERONET ; URBAN ; ASSESSMENTS ; ABSORPTION ; SCATTERING ; RADIATION ; NETWORK ; DEPTH |
WOS类目 | Meteorology & Atmospheric Sciences |
WOS研究方向 | Meteorology & Atmospheric Sciences |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/197029 |
作者单位 | Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Wenhao,Xu, Hui,Zheng, Fengjie. Classifying Aerosols Based on Fuzzy Clustering and Their Optical and Microphysical Properties Study in Beijing, China[J],2017. |
APA | Zhang, Wenhao,Xu, Hui,&Zheng, Fengjie.(2017).Classifying Aerosols Based on Fuzzy Clustering and Their Optical and Microphysical Properties Study in Beijing, China.ADVANCES IN METEOROLOGY. |
MLA | Zhang, Wenhao,et al."Classifying Aerosols Based on Fuzzy Clustering and Their Optical and Microphysical Properties Study in Beijing, China".ADVANCES IN METEOROLOGY (2017). |
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