Integrated diagnostic framework for resolving distinct ozone formation mechanisms via observations, modeling, and machine learning

Bowen Shi, Shunqiang Pei, Tianshu Zhang, Lin Liang, Pingping An, Xiaopeng Ding, Li Shen, Jing Fu, Bo You, Weiwei Chen, Lingjian Duanmu, Luyan He, Xue Yang

Open source

DOI
10.1093/pnasnexus/pgag337
Published
2026-10-01
Container
PNAS Nexus
Publisher
Oxford University Press (OUP)
Open access
unknown

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BibTeX

@article{allodium:10.1093/pnasnexus/pgag337,
  title = {Integrated diagnostic framework for resolving distinct ozone formation mechanisms via observations, modeling, and machine learning},
  author = {Bowen Shi and Shunqiang Pei and Tianshu Zhang and Lin Liang and Pingping An and Xiaopeng Ding and Li Shen and Jing Fu and Bo You and Weiwei Chen and Lingjian Duanmu and Luyan He and Xue Yang},
  year = {2026},
  journal = {PNAS Nexus},
  doi = {10.1093/pnasnexus/pgag337},
  url = {https://doi.org/10.1093/pnasnexus/pgag337}
}

RIS

TY  - JOUR
TI  - Integrated diagnostic framework for resolving distinct ozone formation mechanisms via observations, modeling, and machine learning
AU  - Bowen Shi
AU  - Shunqiang Pei
AU  - Tianshu Zhang
AU  - Lin Liang
AU  - Pingping An
AU  - Xiaopeng Ding
AU  - Li Shen
AU  - Jing Fu
AU  - Bo You
AU  - Weiwei Chen
AU  - Lingjian Duanmu
AU  - Luyan He
AU  - Xue Yang
PY  - 2026
JO  - PNAS Nexus
DO  - 10.1093/pnasnexus/pgag337
UR  - https://doi.org/10.1093/pnasnexus/pgag337
ER  - 

APA

Shi, B., Pei, S., Zhang, T., Liang, L., An, P., Ding, X., Shen, L., Fu, J., You, B., Chen, W., Duanmu, L., He, L., & Yang, X. (2026). Integrated diagnostic framework for resolving distinct ozone formation mechanisms via observations, modeling, and machine learning. PNAS Nexus. https://doi.org/10.1093/pnasnexus/pgag337

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