李荣等:Estimating Ground-Level PM2.5 Using Fine-Resolution Satellite Data in the Megacity of Beijing, China
被阅读 1102 次
2015-10-19
Estimating Ground-Level PM2.5 Using Fine-Resolution Satellite Data in the Megacity of Beijing, China
作者:Li, R (Li, Rong)[ 1,2 ] ; Gong, JH (Gong, Jianhua)[ 1,3 ] ; Chen, LF (Chen, Liangfu)[ 1 ] ; Wang, ZF (Wang, Zifeng)[ 1 ]
AEROSOL AND AIR QUALITY RESEARCH
卷: 15  期: 4  页: 1347-1356
DOI: 10.4209/aaqr.2015.01.0009
出版年: AUG 2015
 
摘要
Estimating ground-level PM2.5 in urban areas from satellite-retrieved AOD data is limited because of the coarse resolution of the data. The spatial resolution of recent MODIS Collection 6 aerosol data has increased from 10 km to 3 km. Taking advantage of this new AOD dataset, we used a mixed effects model to calibrate the day-to-day relationship between satellite AOD and ground-level PM2.5 concentrations. Regional daily PM2.5 concentrations were estimated by the AOD from March 1, 2013, to February 28, 2014, in the megacity of Beijing. Compared with the simple linear regression model, the accuracy of the PM2.5 prediction improved significantly, with an R-2 of 0.796 and a root mean squared error of 16.04 mu g/m(3). The results showed high PM2.5 concentrations in the intra-urban region of Beijing because of local emissions. The PM2.5 concentrations were relatively low in the northern rural area but high in the southern rural area, which was close to the industrial sector in Hebei Province. We found that the 3 km AOD produces detailed spatial variability in the Beijing area but introduces somewhat large biases due to missing AOD pixels.
 
通讯作者地址: Gong, JH (通讯作者)
Chinese Acad Sci, State Key Lab Remote Sensing Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China.
地址:
[ 1 ] Chinese Acad Sci, State Key Lab Remote Sensing Sci, Inst Remote Sensing & Digital Earth, Beijing 100101, Peoples R China
[ 2 ] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[ 3 ] Zhejiang CAS Applicat Ctr Geoinformat, Jiaxing 314100, Peoples R China