Articles | Volume 19, issue 17
https://doi.org/10.5194/acp-19-11303-2019
https://doi.org/10.5194/acp-19-11303-2019
Research article
 | 
06 Sep 2019
Research article |  | 06 Sep 2019

Assessing the impact of clean air action on air quality trends in Beijing using a machine learning technique

Tuan V. Vu, Zongbo Shi, Jing Cheng, Qiang Zhang, Kebin He, Shuxiao Wang, and Roy M. Harrison

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Cited articles

BMBS: Beijing Municipal Bureau of Statistics (BMBS): Beijing Statistical Yearbook, available at: http://www.bjstats.gov.cn/nj/main/2017-tjnj/zk/indexeh.htm (last access: 30 August 2018), 2013–2017. 
BMG: Clean Air Action Plan (2013–2017), Beijing Municipal Government (BMG), available at: http://www.bjyj.gov.cn/flfg/bs/zr/t1139285.html (last access: 5 September 2018), 2013. 
Breiman, L.: Bagging predictors, Mach. Learn., 24, 123–140, https://doi.org/10.1007/BF00058655, 1996. 
Breiman, L.: Random Forests, Mach. Learn., 45, 5–32, https://doi.org/10.1023/A:1010933404324, 2001 
Cai, W., Li, K., Liao, H., Wang, H., and Wu, L.: Weather conditions conducive to Beijing severe haze more frequent under climate change, Nat. Clim. Change, 7, 257–262, https://doi.org/10.1038/nclimate3249, 2017. 
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Short summary
A 5-year Clean Air Action Plan was implemented in 2013 to improve ambient air quality in Beijing. Here, we applied a novel machine-learning-based model to determine the real trend in air quality from 2013 to 2017 in Beijing to assess the efficacy of the plan. We showed that the action plan led to a major reduction in primary emissions and significant improvement in air quality. The marked decrease in PM2.5 and SO2 is largely attributable to a reduction in coal combustion.
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