Spatiotemporally mapping of the relationship between NO 2 pollution and urbanization for a megacity in Southwest China during 2005-2016
Nitrogen dioxide (NO ) significantly contributes to air pollution. Long-term NO exposure is harmful to human health. The NO pollution in China has surpassed developed countries and attracts international attention. To understand the spatial and temporal distributions of NO across Chengdu in Southwes...
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Published in | Chemosphere (Oxford) Vol. 220; p. 155 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
England
01.04.2019
|
Subjects | |
Online Access | Get full text |
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Summary: | Nitrogen dioxide (NO
) significantly contributes to air pollution. Long-term NO
exposure is harmful to human health. The NO
pollution in China has surpassed developed countries and attracts international attention. To understand the spatial and temporal distributions of NO
across Chengdu in Southwest China, a random forest (RF) model was developed based on NO
environmental monitoring data, the Ozone Monitoring Instrument (OMI) satellite retrievals, and geographic covariates. The RF model showed good performance with a cross validation R
of 0.77, and a root mean square error (RMSE) of 11.0 μg/m
. The ground-level NO
concentrations of Chengdu for 2005-2016 were predicted using the developed model with the multiyear population weighted NO
concentration being 41.7 ± 11.7 μg/m
. The predicted NO
concentrations exhibited a clear seasonal variation trend with winter being the highest and summer being the lowest. Furthermore, higher NO
concentrations in the downtown areas were observed than that in the rural areas indicating the former being attributed to more anthropogenic sources. The population weighted NO
concentrations with deseasonlization were relatively high during 2011-2013. The NO
concentration increased at a rate of 0.81 μg/m
/year before 2011 (43.4 ± 11.2 μg/m
) and decreased at a rate of -1.03 μg/m
/year after 2013 (44.8 ± 12.8 μg/m
). |
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ISSN: | 1879-1298 |