Arid
DOI10.1155/2017/4197652
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
ISSN1687-9309
EISSN1687-9317
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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