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Huan Zhang

Beijing Normal University

Beijing Normal University, No.19 Xinjiekouwai Stre

Beijing, 100875

China

  • Beijing Normal University

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Machine Learning Reveals PM₂.₅-VOC-NOx Interactions Driving Ozone Formation in Industrial China

Number of pages: 43 Posted: 12 Jan 2026
Shahid Latif Bhutto, Sadaf Waheed, Yafei Liu, Shijie Yin, Huan Zhang, Shahbaz Ali, Ali Raza Otho, Hua Yang, Fei Yang, Ruiping Chai, Xiaoyan Zheng and Xingang Liu
Beijing Normal University, Beijing Forestry University, affiliation not provided to SSRN, Beijing Normal University, Beijing Normal University, affiliation not provided to SSRN, Beijing Normal University, affiliation not provided to SSRN, Yuncheng Municipal Ecology and Environment Bureau, affiliation not provided to SSRN, affiliation not provided to SSRN and Beijing Normal University (BNU)
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Abstract:

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Ozone formation, Chemical regime diagnosis, XGBoost-SHAP, VOC source apportionment, Aerosol-photochemistry interactions