Articles | Volume 22, issue 13
https://doi.org/10.5194/acp-22-8617-2022
https://doi.org/10.5194/acp-22-8617-2022
Research article
 | 
05 Jul 2022
Research article |  | 05 Jul 2022

Improving NOx emission estimates in Beijing using network observations and a perturbed emissions ensemble

Le Yuan, Olalekan A. M. Popoola, Christina Hood, David Carruthers, Roderic L. Jones, Haitong Zhe Sun, Huan Liu, Qiang Zhang, and Alexander T. Archibald

Related authors

Deciphering the impacts of meteorology on surface ozone variability in eastern China using explainable machine learning models
Xingpei Ye, Lin Zhang, Xiaolin Wang, Ni Lu, Sebastian Hickman, Guo Luo, and Alex T. Archibald
EGUsphere, https://doi.org/10.5194/egusphere-2026-74,https://doi.org/10.5194/egusphere-2026-74, 2026
This preprint is open for discussion and under review for Atmospheric Chemistry and Physics (ACP).
Short summary
From Continental to Street Scales: Climate Change Impacts on Atmospheric Composition over Europe and London
Ruth M. Doherty, Zhenze Liu, Massimo Vieno, Oliver Wild, Fiona M. O'Connor, Steven T. Turnock, Christina M. Hood, Jenny R. Stocker, Mathew R. Heal, Dwayne E. Heard, Emma G. Sands, David J. Carruthers, and Lisa K. Whalley
EGUsphere, https://doi.org/10.5194/egusphere-2025-6407,https://doi.org/10.5194/egusphere-2025-6407, 2026
This preprint is open for discussion and under review for Atmospheric Chemistry and Physics (ACP).
Short summary
The HTAP_v3.2 emission mosaic: merging regional and global monthly emissions (2000–2020) to support air quality modelling and policies
Diego Guizzardi, Monica Crippa, Tim Butler, Terry Keating, Rosa Wu, Jacek Kaminski, Jeroen Kuenen, Junichi Kurokawa, Satoru Chatani, Tazuko Morikawa, George Pouliot, Jacinthe Racine, Michael D. Moran, Zbigniew Klimont, Patrick M. Manseau, Rabab Mashayekhi, Barron H. Henderson, Steven J. Smith, Rachel Hoesly, Marilena Muntean, Manjola Banja, Edwin Schaaf, Federico Pagani, Jung-Hun Woo, Jinseok Kim, Enrico Pisoni, Junhua Zhang, David Niemi, Mourad Sassi, Annie Duhamel, Tabish Ansari, Kristen Foley, Guannan Geng, Yifei Chen, and Qiang Zhang
Earth Syst. Sci. Data, 17, 5915–5950, https://doi.org/10.5194/essd-17-5915-2025,https://doi.org/10.5194/essd-17-5915-2025, 2025
Short summary
Determining the key sources of uncertainty in dimethyl sulfide and methanethiol oxidation under tropical, temperate, and polar marine conditions
Lorrie S. D. Jacob, Benedict E. H. Harvey, Chiara Giorio, and Alexander T. Archibald
EGUsphere, https://doi.org/10.5194/egusphere-2025-5103,https://doi.org/10.5194/egusphere-2025-5103, 2025
Short summary
A full-coverage satellite-based global atmospheric CO2 dataset at 0.05° resolution from 2015 to 2021 for exploring global carbon dynamics
Zhige Wang, Ce Zhang, Kejian Shi, Yulin Shangguan, Bifeng Hu, Xueyao Chen, Danqing Wei, Songchao Chen, Peter M. Atkinson, and Qiang Zhang
Earth Syst. Sci. Data, 17, 5355–5375, https://doi.org/10.5194/essd-17-5355-2025,https://doi.org/10.5194/essd-17-5355-2025, 2025
Short summary

Cited articles

Archer-Nicholls, S., Abraham, N. L., Shin, Y. M., Weber, J., Russo, M. R., Lowe, D., Utembe, S. R., O'Connor, F. M., Kerridge, B., Latter, B., Siddans, R., Jenkin, M., Wild, O., and Archibald, A. T.: The Common Representative Intermediates Mechanism Version 2 in the United Kingdom Chemistry and Aerosols Model, J. Adv. Model. Earth Syst., 13, e2020MS002420, https://doi.org/10.1029/2020MS002420, 2021. 
Azzi, M., Johnson, G. M., and Cope, M.: An Introduction to the generic reaction set photochemical smog mechanism, in: Proceedings of the 11th International Conference of the Clean Air Society of Australia and New Zealand, 5–10 July 1992, 451–462, https://www.researchgate.net/publication/235961462_An_introduction_to_the_generic_reaction_set_photochemical_smog_mechanism (last access: 21 January 2020), 1992. 
Beijing Municipal Ecological and Environmental Monitoring Center and Wang, X.: Research data supporting “Improving NOx emissions in Beijing using network observations and a novel perturbed emissions ensemble”, Cambridge University Library [data set], https://doi.org/10.17863/CAM.85111, 2022. 
Biggart, M., Stocker, J., Doherty, R. M., Wild, O., Hollaway, M., Carruthers, D., Li, J., Zhang, Q., Wu, R., Kotthaus, S., Grimmond, S., Squires, F. A., Lee, J., and Shi, Z.: Street-scale air quality modelling for Beijing during a winter 2016 measurement campaign, Atmos. Chem. Phys., 20, 2755–2780, https://doi.org/10.5194/acp-20-2755-2020, 2020. 
Blomberg, A., Krishna, M. T., Helleday, R., Söderberg, M., Ledin, M. C., Kelly, F. J., Frew, A. J., Holgate, S. T., and Sandström, T.: Persistent airway inflammation but accommodated antioxidant and lung function responses after repeated daily exposure to nitrogen dioxide, Am. J. Respir. Crit. Care Med., 159, 536–543, https://doi.org/10.1164/ajrccm.159.2.9711068, 1999. 
Download
Short summary
Emission estimates represent a major source of uncertainty in air quality modelling. We developed a novel approach to improve emission estimates from existing inventories using air quality models and routine in situ observations. Using this approach, we derived improved estimates of NOx emissions from the transport sector in Beijing in 2016. This approach has great potential in deriving timely updates of emissions for other pollutants, particularly in regions undergoing rapid emission changes.
Share
Altmetrics
Final-revised paper
Preprint