Articles | Volume 16, issue 13
https://doi.org/10.5194/gmd-16-3827-2023
https://doi.org/10.5194/gmd-16-3827-2023
Development and technical paper
 | 
11 Jul 2023
Development and technical paper |  | 11 Jul 2023

An approach to refining the ground meteorological observation stations for improving PM2.5 forecasts in the Beijing–Tianjin–Hebei region

Lichao Yang, Wansuo Duan, and Zifa Wang

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Cited articles

Bei, N., Wu, J., Elser, M., Feng, T., Cao, J., El-Haddad, I., Li, X., Huang, R., Li, Z., Long, X., Xing, L., Zhao, S., Tie, X., Prévôt, A. S. H., and Li, G.: Impacts of meteorological uncertainties on the haze formation in Beijing–Tianjin–Hebei (BTH) during wintertime: a case study, Atmos. Chem. Phys., 17, 14579–14591, https://doi.org/10.5194/acp-17-14579-2017, 2017. 
Bengtsson, L. and Gustavsson, N.: Assimilation of nonsynoptic observations, Tellus, 24, 383–399, 1972. 
Birgin, E. G., Martinez, J. M., and Raydan, M.: Algorithm 813: SPG – software for convex-constrained optimization, ACM. Trans. Math. Softw., 27, 340–349, 2001. 
Bishop, C., Etherton, B. J., and Majumdar, S. J.: Adaptive sampling with the ensemble transform Kalman filter. Part I: Theoretical aspects, Mon. Weather Rev., 129, 420–436, 2001. 
Chen, B., Mu, M., and Qin, X. H.: The Impact of Assimilating Dropwindsonde Data Deployed at Different Sites on Typhoon Track Forecasts, Mon. Weather Rev., 141, 2669–2682, 2013. 
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Short summary
An approach is proposed to refine a ground meteorological observation network to improve the PM2.5 forecasts in the Beijing–Tianjin–Hebei region. A cost-effective observation network is obtained and makes the relevant PM2.5 forecasts assimilate fewer observations but achieve the forecasting skill comparable to or higher than that obtained by assimilating all ground station observations, suggesting that many of the current ground stations can be greatly scattered to avoid much unnecessary work.