Articles | Volume 23, issue 18
https://doi.org/10.5194/acp-23-10313-2023
https://doi.org/10.5194/acp-23-10313-2023
Research article
 | 
15 Sep 2023
Research article |  | 15 Sep 2023

Reduction in vehicular emissions attributable to the Covid-19 lockdown in Shanghai: insights from 5 years of monitoring-based machine learning

Meng Wang, Yusen Duan, Zhuozhi Zhang, Qi Yuan, Xinwei Li, Shuwen Han, Juntao Huo, Jia Chen, Yanfen Lin, Qingyan Fu, Tao Wang, Junji Cao, and Shun-cheng Lee

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Cited articles

Borlaza, L. J. S., Ngoc Thuy, V. D., Grange, S., Socquet, S., Moussu, E., Mary, G., Favez, O., Hueglin, C., Jaffrezo, J.-L., and Uzu, G.: Impact of COVID-19 lockdown on particulate matter oxidative potential at urban background versus traffic sites, Environ. Sci.-Atmos., 3, 942–953, https://doi.org/10.1039/D3EA00013C, 2023. 
Chang, Y., Huang, K., Xie, M., Deng, C., Zou, Z., Liu, S., and Zhang, Y.: First long-term and near real-time measurement of trace elements in China's urban atmosphere: temporal variability, source apportionment and precipitation effect, Atmos. Chem. Phys., 18, 11793–11812, https://doi.org/10.5194/acp-18-11793-2018, 2018. 
Dai, Q., Hou, L., Liu, B., Zhang, Y., Song, C., Shi, Z., Hopke, P. K., and Feng, Y.: Spring Festival and COVID-19 Lockdown: Disentangling PM Sources in Major Chinese Cities, Geophys. Res. Lett., 48, e2021GL093403, https://doi.org/10.1029/2021GL093403, 2021. 
Duan, J., Huang, R.-J., Gu, Y., Lin, C., Zhong, H., Wang, Y., Yuan, W., Ni, H., Yang, L., Chen, Y., Worsnop, D. R., and O'Dowd, C.: The formation and evolution of secondary organic aerosol during summer in Xi'an: Aqueous phase processing in fog-rain days, Sci. Total Environ., 756, 144077, https://doi.org/10.1016/j.scitotenv.2020.144077, 2020. 
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Hourly elemental carbon (EC) and NOx were continuously measured for 5 years (2016–2020) at a sampling site near a highway in western Shanghai. We use a machine learning model to rebuild the measured EC and NOx, and a business-as-usual (BAU) scenario was assumed in 2020 and compared with the measured EC and NOx.
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