Articles | Volume 23, issue 2
https://doi.org/10.5194/acp-23-1131-2023
https://doi.org/10.5194/acp-23-1131-2023
Research article
 | 
23 Jan 2023
Research article |  | 23 Jan 2023

Climate-driven deterioration of future ozone pollution in Asia predicted by machine learning with multi-source data

Huimin Li, Yang Yang, Jianbing Jin, Hailong Wang, Ke Li, Pinya Wang, and Hong Liao

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Cited articles

Bey, I., Jacob, D. J., Yantosca, R. M., Logan, J. A., Field, B. D., Fiore, A. M., Li, Q., Liu, H., Mickley, L. J., and Schultz, M. G.: Global modeling of tropospheric chemistry with assimilated meteorology: Model description and evaluation, J. Geophys. Res.-Atmos., 106, 23073–23095, https://doi.org/10.1029/2001JD000807, 2001. 
Bright, E., Coleman, P., Rose, A., and Urban, M.: LandScan Global 2010, Oak Ridge National Laboratory [data set], https://doi.org/10.48690/1524206, 2022. 
Cakmak, S., Hebbern, C., Pinault, L., Lavigne, E., Vanos, J., Crouse, D. L., and Tjepkema, M.: Associations between long-term PM2.5 and ozone exposure and mortality in the Canadian Census Health and Environment Cohort (CANCHEC), by spatial synoptic classification zone, Environ. Int., 111, 200–211, https://doi.org/10.1016/j.envint.2017.11.030, 2018. 
Checa-Garcia, R., Hegglin, M. I., Kinnison, D., Plummer, D. A., and Shine, K. P.: Historical tropospheric and stratospheric ozone radiative forcing using the CMIP6 database, Geophys. Res. Lett., 45, 3264–3273, https://doi.org/10.1002/2017GL076770, 2018. 
Chen, L., Liang, S., Li, X., Mao, J., Gao, S., Zhang, H., Sun, Y., Vedal, S., Bai, Z., Ma, Z., Haiyu., and Azzi, M.: A hybrid approach to estimating long-term and short-term exposure levels of ozone at the national scale in China using land use regression and Bayesian maximum entropy, Sci. Total Environ., 752, 141780, https://doi.org/10.1016/j.scitotenv.2020.141780, 2020. 
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Short summary
Future climate change will aggravate ozone pollution in Asia, especially in high-forcing scenarios. Ozone pollution in China will expand from North China to South China and extend into the cold season in a warmer future. The emphasis of this work is to quantify the impacts of future climate change on O3 pollution in Asia, which is of great significance for future O3 pollution mitigation strategies.
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